<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9" xmlns:xhtml="http://www.w3.org/1999/xhtml">
<url><loc>https://ai-manual.ru/article/grabette-otkryitaya-sistema-dlya-obucheniya-robotov-bez-robota---sbor-dannyih-s-pomoschyu-ruchnogo-zahvata/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/macaron-v1-venti-obzor-novoj-otkryitoj-yazyikovoj-modeli-ot-mindlab-research/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-uskorit-podgotovku-tablichnyih-dannyih-na-gpu-s-pomoschyu-cudf-cudfpandas-i-polars-gpu-engine-prakticheskij-obzor-2026/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sravnenie-11-nejrosetej-dlya-generatsii-video-iz-foto-prakticheskij-test-i-vyibor-luchshego-servisa/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/obzor-novyih-gemini-36-flash-35-flash-lite-i-35-flash-cyber---effektivnost-skorost-i-bezopasnost-dlya-ai-agentov/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/deezer-bolee-50-zagruzhaemyih-trekov---ai-sgenerirovannyie-kak-strimingovyie-platformyi-reagiruyut-na-lavinu-sinteticheskoj-muzyiki/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/optimizatsiya-rashodov-na-llm-v-prodakshene-kak-myi-pereshli-s-claude-sonnet-na-qwen-35-flash-i-sokratili-schyot-s-2000-do-30-v-mesyats/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/tapeml-v3-edinoe-yadro-kompyuternogo-zreniya---detektsiya-klassifikatsiya-i-segmentatsiya-bez-poteri-proizvoditelnosti/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/inferens-550b-modeli-na-ustarevshih-gpu-sborka-iz-amd-mi50-i-nvidia-p40-cherez-rpc/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kvantizatsiya-laguna-s-21-cherez-unsloth-gajd-po-4-bit-i-8-bit-dlya-byistrogo-inferensa/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kogda-mtp-uskoryaet-a-kogda-tormozit-benchmark-qwen36-27b-nvfp4-na-odnoj-i-dvuh-rtx-5090/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/vosproizvodimoe-lora-doobuchenie-openvla-v-colab-poshagovoe-rukovodstvo-s-proverkoj-metrik/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pi-0810-nativnaya-podderzhka-llamacpp---kak-eto-uproschaet-rabotu-s-modelyami-v-2026/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/prototipirovanie-interfejsov-s-pomoschyu-ii-rukovodstvo-dlya-sistemnogo-analitika-2026/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/lichnyij-ii-agent-kak-novyij-chlen-semi-pochemu-claude-code-i-codex---lish-pervyij-shag/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sravnitelnyij-test-malyih-moe-modelej-v-generatsii-koda-kto-luchshe-napishet-simulyator-poleta/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sistema-upravleniya-znaniyami-v-ai-eru-prakticheskoe-rukovodstvo-dlya-startapov-i-komand-razrabotki/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/polnaya-nablyudaemost-golosovyih-ai-agentov-cherez-langsmith-prakticheskij-obzor-integratsij/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/language-model-builder-besplatnoe-mac-prilozhenie-dlya-obucheniya-llm-s-nulya/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gemini-35-flash-cyber-legkovesnaya-model-google-dlya-avtomaticheskogo-poiska-uyazvimostej/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/top-5-oshibok-pri-vnedrenii-giperavtomatizatsii-kak-ne-provalit-pervyij-proekt/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-nejroseti-dlya-perevoda-nachinayut-reshat-zadachi-a-ne-perevodit-razbor-problemyi-i-prakticheskie-vyivodyi/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/hermes-prakticheskoe-rukovodstvo-po-razvertyivaniyu-samoobuchayuschegosya-ii-agenta-s-dolgovremennoj-pamyatyu/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/nanbeige-42-3b-obzor-arhitekturyi-looped-transformer-i-benchmarkov-na-agentnyih-zadachah/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/arhitektura-ai-agentov-ot-tokenov-llm-do-react-tsikla---polnyij-razbor/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/forsirovannoe-myishlenie-v-laguna-s-21-kak-prostaya-novaya-stroka-zastavlyaet-model-rassuzhdat/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-zapustit-moe-model-vesom-204-gb-na-odnoj-videokarte-optimizatsiya-vram-kesha-v-llamacpp/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-anthropic-i-openai-rvutsya-v-robototehniku-sluhi-o-pokupke-physical-intelligence-i-stavka-na-fizicheskij-intellekt/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sborka-dlya-ai-inferensa-na-amd-instinct-v620-96-gb-vram-za-1050---testyi-podvodnyie-kamni-i-sravnenie-s-nvidia/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/quotaradar-avtomaticheskij-monitoring-sbrosov-limitov-v-codex-i-claude-code-cherez-telegram-bota-s-ii-analitikoj/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/synthesia-roleplay-sessions-kak-ai-avataryi-prevraschayut-korporativnoe-obuchenie-v-izmerimyij-navyik/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/mcp-svyazki-dlya-qa-polnyij-tsikl-testirovaniya-v-odnom-terminale/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/prakticheskoe-rukovodstvo-razvorachivaem-self-hosted-llm-dlya-bezopasnoj-rabotyi-s-inzhenernyimi-dannyimi-na-primere-minimax-m27-i-s3/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/platformennyij-podhod-k-vnedreniyu-generativnogo-ii-kak-enterprise-izbezhat-kladbischa-pilotov/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/fmll-novaya-popyitka-sozdat-copyleft-litsenziyu-dlya-ii---razbor-problem-reaktsii-fsf-i-perspektivyi/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/umnyie-kameryi-dlya-peregovornyih-kak-ii-menyaet-videosvyaz-i-chto-vyibrat-pod-vashi-zadachi/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kommentarii-kak-istochnik-znanij-chto-obsuzhdayut-razrabotchiki-1s-v-2026-godu/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/jailbreak-llm-pochemu-ataki-na-nejroseti-pohozhi-na-sotsialnuyu-inzheneriyu-a-ne-na-vzlom/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pre2prod-kak-ai-agentyi-prevraschayut-vajbkod-prototip-v-production-ready-mvp-bez-ruchnoj-dorabotki/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/llm-guardrails-v-enterprise-arhitektura-politiki-i-prakticheskie-kejsyi-na-primere-starguard-ai/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/semejstvo-modelej-laguna-xs2-s-21-i-m1---arhitektura-mom-dlya-agentnogo-kodinga-i-lokalnogo-zapuska/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pobochnyij-produkt-ii-agenta-kak-instrument-dlya-razrabotki-stal-glavnyim-pomoschnikom-analitikov/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/solar-open-2-protiv-deepseek-v4-flash-detalnyij-razbor-benchmarkov-novoj-moe-modeli-ot-upstage/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gemini-36-flash-v-2-raza-byistree-na-15-deshevle-no-bez-proryiva-v-kachestve---detalnyij-obzor/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/solar-open-2-kak-gibridnoe-vnimanie-i-nope-otkryivayut-kontekst-1m-tokenov-dlya-250b-moe-modeli/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/epoha-ai-agentov-menyaet-pravila-igryi-v-endpoint-bezopasnosti-kak-startap-glow-za-12-mlrd-pereosmyislyaet-zaschitu-korporativnyih-ustrojstv/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/skillspector-i-bezopasnost-navyikov-ai-agentov-kak-chitat-rezultatyi-staticheskogo-analiza/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sborka-klastera-iz-mac-studio-na-thunderbolt-5-zapusk-llm-s-1-trln-parametrov/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/brauzernyie-vojnyi-2026-kak-ai-menyaet-pravila-igryi-i-kakie-alternativyi-chrome-i-safari-stoit-rassmotret/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/razbor-benchmarka-cybergym-kak-nejroseti-spravlyayutsya-s-kiberbezopasnostyu-v-2026/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/devsecops-v-epohu-ai-razrabotki-kak-obedinenie-semi-skanerov-v-edinyij-pajplajn-prevraschaet-shum-alertov-v-dokazannyie-uyazvimosti/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ii-agentyi-kak-novaya-vnutrennyaya-ugroza-adaptatsiya-ib-strategii-v-2026-godu/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/koda-desktop-universalnyij-ai-agent-dlya-rabotyi-s-proektami-vyihodyaschij-za-ramki-koda/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/encode-bench-kak-base64-vyivod-stal-neozhidannyim-proksi-intellekta-ii-modelej/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/avtomatizatsiya-appsec-kak-obedinit-sast-fazzing-i-ii-dlya-verifikatsii-uyazvimostej/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/llamacpp-obnovlyon-podderzhka-modelej-laguna-xs2-i-m1-dlya-lokalnogo-inferensa/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/utechka-vesov-ii-modeli-k3-vtoraya-volna-sliva-fp16-i-ugrozyi-bezopasnosti/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/trelis-tiron-open-weight-model-dlya-transkriptsii-i-diarizatsii-rechi---obzor-i-praktika/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ryinok-b2b-kreatorov-kak-passionfroot-privlyok-15-mln-na-fone-ai-buma-i-chto-eto-znachit-dlya-industrii/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/graf-inzhiniring-dlya-ai-agentov-kak-najti-balans-mezhdu-determinizmom-i-gibkostyu/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-dve-rtx-5060-ti-ne-dayut-100-zagruzki-pri-inferense-llm-razbor-memory-bound-arhitekturyi-i-splitinga/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/guardrails-filter-kak-zaschitit-dannyie-pri-rabote-s-llm-s-pomoschyu-obratnogo-proksi/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gemini-intelligence-na-samsung-galaxy-z-fold8-i-flip8-avtomatizatsiya-issledovaniya-i-nosimyie-ustrojstva/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/nezamenimost-razrabotchika-v-epohu-ai-upravlenie-riskami-i-inzhenernyie-resheniya/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/google-vlozhil-40-mln-v-ai-tokenyi-dlya-genesis-mission-kak-eto-uskorit-nauchnyie-otkryitiya/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/looped-transformer-kak-nanbeige42-3b-obhodit-modeli-v-4-raza-bolshe-za-schyot-pereispolzovaniya-sloyov/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sanktsii-protiv-kitajskih-ai-modelej-eskalatsiya-tehnologicheskoj-vojnyi-ssha/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sensenova-u1-8b-mot-infographic-v3-tochechnoe-redaktirovanie-izobrazhenij-bez-peregeneratsii---chetyire-rezhima-i-rost-metrik/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/chetyire-kita-context-engineering-pochemu-rag-gallyutsiniruet-dazhe-esli-prompt-idealen/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/putevoditel-po-lokalnyim-ai-modelyam-tts-stt-audio-i-vision-dlya-oflajn-sredyi/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/20b-looping-model-10-kratnaya-effektivnost-obucheniya-llm-i-put-k-demokratizatsii/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gemini-35-pro-ne-vyishel-pochemu-google-otkladyivaet-flagmana-i-chto-eto-znachit-dlya-ryinka-ai/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/razbor-poolside-laguna-s-21-120b-moe-model-dlya-realnyih-zadach-na-vashem-zheleze/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/self-distilled-reasoning-sdr-kak-sohranit-rassuzhdeniya-pri-sft-kastomizatsii-i-ne-poteryat-tochnost/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/laguna-s-21-detalnyij-razbor-i-sravnenie-s-deepseek-v4-flashpro-po-realnyim-benchmarkam/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/energeticheskij-krizis-ai-kak-data-tsentryi-menyayut-mirovoe-energopotreblenie/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gemma-4-26b-a4b-protiv-qwen36-moe-novyij-lider-v-lokalnyih-llm-detalnyij-razbor/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-apollo-perestroil-ai-assistenta-na-deep-agents-i-langsmith-dlya-polnogo-tsikla-gtm/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/koeffitsient-dzhinni-dlya-ai-kak-izmerit-razryiv-mezhdu-prosboj-polzovatelya-i-dejstviem-agenta/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/map-elites-i-quality-diversity-kak-postroit-biblioteku-luchshih-reshenij-vmesto-poiska-odnogo-optimuma/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ai-skazki-na-noch-ot-meta-kak-rabotaet-storykit-i-stoit-li-doveryat-nejroseti-vospitanie-detej/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/mcp-serveryi-na-go-semanticheskij-poisk-po-kodu-i-brauzernaya-avtomatizatsiya-bez-nodejs/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gigatoken-otkryityij-tokenizator-kotoryij-v-100-raz-byistree-tiktoken---razbor-arhitekturyi-i-testyi/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/dinamicheskoe-upravlenie-sloyami-v-llm-kak-metod-polar-uskoryaet-inferens-bez-poteri-kachestva/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ii-perestraivaet-strategicheskoe-prognozirovanie-riski-lovushki-i-arhitektura-gibridnogo-upravleniya-v-2026/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/arhitektura-superuzlov-huawei-atlas-950-kak-1024-npu-i-256-tb-obschej-pamyati-menyayut-pravila-igryi-v-ai-infrastrukture/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/optimizatsiya-inferensa-deepseek-v4-flash-na-odnom-b300-prakticheskie-nahodki-i-voprosyi-k-soobschestvu/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/universalnoe-razvlekatelnoe-prilozhenie-kak-ai-stiraet-granitsyi-mezhdu-formatami-kontenta/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/buzz-ot-dzheka-dorsi-open-source-chat-s-ai-agentami-kak-alternativa-slack-i-github/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/laguna-s-21-118b-test-lokalnogo-agentnogo-koding-spetsialista---rekordnaya-skorost-i-glubina-tsepochek-instrumentov-no-gallyutsinatsii-pod-davleniem/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pobeg-ai-modelej-openai-kak-testirovanie-kibersposobnostej-privelo-k-realnoj-atake-na-hugging-face/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/mozhet-li-otkryitaya-kimi-k3-konkurirovat-s-zakryityimi-modelyami-v-matematike-i-kiberbezopasnosti/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ataka-na-huggingface-kak-vnutrennij-agent-openai-vyishel-iz-pod-kontrolya-i-chto-eto-znachit-dlya-bezopasnosti-ai-infrastrukturyi/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-pamyat-ii-agenta-predotvratila-lozhnyij-otchyot-i-zastavila-vyibrosit-sobstvennuyu-fichu-razbor-dvuh-kejsov-vecmory/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/openai-poteryala-kontrol-nad-ii-modelyami-vzlom-hugging-face-i-uroki-bezopasnosti/</loc><lastmod>2026-07-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kimi-k3-kak-kitajskaya-open-source-model-raskolola-administratsiyu-trampa-i-udarila-po-ekonomike-ssha/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/otstavka-glavyi-ofisa-bezopasnosti-ii-ssha-chto-proishodit-s-regulirovaniem-v-2025-godu/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zapusk-qwen36-27b-na-dvuh-rtx-5060-ti-polnyij-razbor-konfiguratsii-vllm-s-nvfp4-kv-cache-i-spekulyativnyim-dekodirovaniem/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/programmirovanie-kak-eksperimentalnaya-metafizika-kogda-vyibor-mezhdu-interfejsom-i-abstraktnyim-klassom-reshaet-spor-ob-universaliyah/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kvantovanie-s-uchetom-aktivatsij-kompromiss-mezhdu-skorostyu-i-tochnostyu-na-primere-gemma-3-4b/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kadrovaya-nestabilnost-caisi-pochemu-tsentr-standartov-ai-prevratilsya-v-vraschayuschuyusya-dver/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/novyie-azure-vm-na-amd-hdv2-hxv2-i-nd-mi455x-v7---cpu-monstryi-i-uskoriteli-dlya-ai-pajplajnov/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ustanovka-kastomnoj-os-na-aws-deepracer-novyij-zagruzchik-prodlevaet-zhizn-devajsam/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-prevratit-dashbord-v-agenta-reshenij-stroim-supply-chain-copilot-s-amazon-quicksight-i-nvidia-nemo-agent-toolkit/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-tradeshift-prevratila-ubyitochnyij-bi-v-dohodnyij-produkt-s-pomoschyu-agentnogo-ii-na-amazon-quick-uskorenie-zaprosov-v-30-raz-i-snizhenie-tco-na-40/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kuda-propal-google-analiz-provala-v-gonke-ai-modelej-2026/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/perezapusk-x-dlya-android-polnyij-razbor-novogo-prilozheniya-na-kotlin-i-jetpack-compose/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/arhitektura-multimodelnogo-ai-assistenta-couchbase-capella-iq-na-baze-amazon-bedrock-kross-regionalnyij-inferens-marshrutizatsiya-i-tochnost-76/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/otkryityie-modeli-ii-pochemu-kimi-k3-i-drugie-ugrozhayut-openai-i-kak-regulirovanie-izmenit-ryinok/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/qwen36-35b-a3b-na-rx-6600-xt-realnyie-300-ts-prefill-i-razgrom-ofitsialnyih-benchmarkov/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/integratsiya-lokalnyih-llm-v-multimedijnyie-pajplajnyi-novyij-gstreamer-plagin-na-baze-llamacpp/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/mcp-stanovitsya-stateless-kak-obnovlenie-protokola-uproschaet-infrastrukturu-ai-agentov/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/nvidia-cosmos-3-edge-arhitektura-vozmozhnosti-i-proizvoditelnost-kompaktnoj-modeli-mira-dlya-edge-ustrojstv/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/stroim-ai-agenta-s-nulya-arhitektura-metriki-i-kod-na-python/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ezhednevnyie-chekpointyi-qwen38-kak-alibaba-pereizobretaet-iteratsii-i-pochemu-google-s-bard-10-proigral-v-skorosti/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/roj-ii-agentov-za-1339-kak-cursor-vossozdal-sqlite-na-rust-i-chemu-nas-uchit-etot-eksperiment/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-proprietarnyie-ai-modeli-ssha-ustupayut-otkryityim-alternativam-analiz-trenda/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/project-indigo-ot-adobe-kak-ii-kritika-i-umnoe-redaktirovanie-menyayut-podhod-k-syomke/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kimi-k3-protiv-gpt-56-sol-i-fable-realnyie-bagi-v-postkvantovoj-kriptografii-kotoryie-ne-zametili-topovyie-modeli/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kimi-k3-protiv-claude-opus-pochemu-v-zadachah-s-izobrazheniyami-kitajskaya-model-ustupaet-a-v-tekste---net/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/tehnicheskij-dolg-v-epohu-ai-pochemu-tokenyi-ne-reshayut-problemu/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/google-antigravity-arhitektura-agentnoj-ide-novogo-pokoleniya/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/bonsai-27b-na-praktike-test-ekstremalnogo-szhatiya-v-8gb-vram/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/google-gotovit-chip-frozen-v2-dlya-gemini-chto-izvestno-o-10-kratnom-skachke-effektivnosti-inferensa/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kimi-k3-kak-open-source-model-s-28-trln-parametrov-sokratila-otstavanie-ot-liderov-ai-do-15-mesyatsev/</loc><lastmod>2026-07-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-qwen-36-27b-zabyivaet-instruktsii-razbor-poteri-konteksta-v-opencode-i-llamacpp/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-kristofer-nolan-nazval-ii-troyanskim-konyom-i-chto-eto-znachit-dlya-industrii/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-skachivat-open-source-ai-modeli-v-obhod-blokirovok-alternativyi-huggingface-za-predelami-ssha/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/proektirovanie-predskazuemyih-llm-assistentov-ot-printsipov-orkestratsii-do-boevogo-prodakshena/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/eider-kastomnyij-inferens-rantajm-dlya-dgx-spark-s-nvfp4-i-svoping-pamyatyu-dlya-moe/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/striming-inferens-dlya-moe-modelej-zapusk-polnoj-tochnosti-na-mashine-s-nedostatochnoj-pamyatyu/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/xeon-gold-vs-epyc-rome-dlya-ai-testyi-avx-512-i-propusknoj-sposobnosti-pamyati-v-2026/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ekonomika-ai-agentov-pochemu-kachestvo-ne-garantiruet-vyizhivanie-v-prodakshene/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/petitsiya-soobschestva-zachem-qwen-model-100b-moe-i-kak-ona-izmenit-inferens-na-apache-spark/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/modeli-2-trln-parametrov-est-li-smyisl-zapuskat-ih-lokalno/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/loop-engineering-v-rag-kak-odin-utochnyayuschij-vopros-povyishaet-tochnost-poiska-po-dokumentam/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/current-ai-otkryitaya-alternativa-proprietarnyim-nejrosetyam---kak-nekommercheskaya-infrastruktura-menyaet-dostup-k-ai-dlya-developing-stran/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/qwen-3x-35b-a3b-arhitektura-moe-perspektivyi-i-stsenarii-primeneniya/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kvantovanie-kv-kesha-v-qwen36-35b-a3b-kogda-q8---minimum-a-kogda-mozhno-nizhe/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/meta-upustila-liderstvo-v-open-source-ai-analiz-strategicheskih-oshibok-i-uroki-dlya-ryinka/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/atsinfer-tenevoe-planirovanie-na-urovne-tenzorov-dlya-gibridnogo-cpu-gpu-inferensa-llm-na-potrebitelskih-ustrojstvah/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/novaya-volna-antikitajskoj-propagandyi-2026-analiz-informatsionnoj-strategii-i-metodyi-dezinformatsii/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/neinvazivnyie-bci-protiv-neuralink-kto-vyiigraet-gonku-interfejsov-mozg-kompyuter-v-2026-godu/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/analiz-qwen-38-max-preview-arhitektura-testyi-russiansuperglue-i-sravnenie-s-konkurentami/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-uvelichit-tajmaut-v-android-studio-dlya-rabotyi-s-bolshimi-modelyami-na-lokalnom-servere-lm-studio/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/obratnoe-rasprostranenie-oshibki-intuitivnoe-ponimanie-algoritma-obucheniya-nejrosetej/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/defitsit-gpu-v-ai-kak-moonshot-ai-ischerpala-moschnosti-i-kakie-strategii-spasut-vash-proekt/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/partnyorstvo-nvidia-i-yaponii-kak-fabrika-vera-rubin-i-ai-robotyi-menyayut-industriyu/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kitajskie-ai-modeli-kogda-oni-prevzojdut-amerikanskie/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/eksperimentalnyie-metodyi-kvantizatsii-kv-kesha-v-beellamacpp-v040-kvarn-i-precision-tail/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/bezopasnost-ii-agentov-dlya-koda-pochemu-fable-zablokirovali-i-chto-s-zaschitami-u-kimi-k3/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/isk-apple-protiv-openai-kak-sudebnyij-spor-ugrozhaet-apparatnyim-ambitsiyam-i-ipo/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/qwen-38-next-zatsiklivanie-i-slabyij-frontend---testirovanie-vyiyavilo-kriticheskie-problemyi/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-open-source-ai-v-ssha-proigryivaet-kitayu-finansirovanie-strategiya-i-paradoks-straha/</loc><lastmod>2026-07-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-kitaj-vyipuskaet-bolshe-fundamentalnyih-ai-modelej-chem-ssha-i-ves-mir-faktoryi-uskoreniya/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/arhitektura-llm-agentov-s-verifikatsiej-kak-vstroit-samoproverku-na-primere-biomeditsinskih-proektov-s-hakatona-anthropic/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/arhitekturnyie-stavki-obvyazki-koding-agentov-razbor-pyati-harness-i-vyivodyi-dlya-2026-goda/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/avtomatizatsiya-massovogo-najma-kak-telegram-bot-s-llm-i-skoringom-uskoril-podbor-personala-v-3-raza/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-vyibrat-bekend-dlya-inferensa-llm-vllm-lmdeploy-ili-triton-s-tensorrt-llm/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kimi-k3-kak-odna-nejroset-za-35-chasa-vossozdala-interfejs-macos-27-v-brauzere/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-smena-komandyi-qwen-povliyala-na-razvitie-modeli-analiz-posledstvij/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/code-agentyi-uskorenie-razrabotki-ili-kognitivnaya-lovushka/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/notebooklm-dlya-prinyatiya-reshenij-avtomatizatsiya-analiza-dannyih-i-vyibora-optimalnogo-varianta/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kimi-k3-protiv-opus-i-gpt-realnyie-benchmarki-agentnyih-zadach-i-kodinga/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/minibot-v2-legkovesnyij-ai-agent-na-powershell-dlya-windows-bez-ustanovki/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-zapustit-tri-sessii-qwen35-122b-na-mac-studio-96gb-opyit-holodnogo-keshirovaniya-kv-i-uskorenie-prefilla-v-16-raz/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/deepseek-vs-konkurentyi-analiz-tsenyi-i-proizvoditelnosti-v-2026-godu/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/amd-i-fastflowlm-kak-novoe-partnyorstvo-uskorit-ai-inferens-i-izmenit-ryinok/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kogo-vyibrat-sravnenie-provajderov-qwen-i-gemma-dlya-kodinga-i-obscheniya/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ai-nalog-na-zhelezo-skolko-realno-nuzhno-potratit-na-gpu-dlya-lokalnogo-zapuska-modelej-v-2026-godu/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/prakticheskie-strategii-upravleniya-promptami-dlya-llm-ot-prostyih-zaprosov-do-slozhnyih-agentnyih-zadach/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/cmp-170hx-kak-gpu-dlya-ai-razblokirovka-64-gb-hbm2e-i-173-tflops-v-bf16/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/korporativnaya-ii-arhitektura-kak-postroit-enterprise-data-platform-novogo-pokoleniya/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/acoustic-side-channel-kak-zvuk-drosselej-vyidayot-rabochuyu-nagruzku-llm-i-chto-eto-govorit-o-nablyudaemosti-sistem/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/razbor-zapuska-glm-52-na-cpu-pochemu-dekoding-medlennyij-i-kak-eto-ispravit/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/byte-exact-kv-cache-grafting-kak-sohranyat-i-vosstanavlivat-znaniya-v-gemma-4-s-tochnostyu-do-bajta/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/arandu-v065-uproschyonnyij-zapusk-modelej-cherez-llamacpp-s-integratsiej-huggingface-i-upravleniem-versiyami/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/razoblachenie-moshennichestva-basalt-labs-kak-fejkovyie-zayavleniya-o-9944-na-hle-maskiruyut-podmenu-modelej/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/strix-halo-pod-nagruzkoj-testirovanie-inferensa-llm-na-mini-pk-s-ryzen-ai-max-395/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/trivium-cli-instrument-dlya-vosproizvodimogo-upravleniya-navyikami-ai-agentov/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/deepseek-v4-anons-testyi-i-pozitsionirovanie-na-ryinke-ai-v-2026-godu/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kimi-k3-novyij-vitok-gonki-ii-mezhdu-kitaem-i-ssha-i-riski-polnogo-ii-kommunizma/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/polnyij-konvejer-generatsii-igrovyih-animatsij-s-pomoschyu-ii-ot-kartinki-do-skeleta-i-ekipirovki-v-mmo/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/openpangu-20-flash-arhitektura-92b-a6b-s-mla-keshem-i-kontekstom-512k---razbor-i-praktika/</loc><lastmod>2026-07-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/promptchain-avtomaticheskoe-upravlenie-zagruzkoj-i-vyigruzkoj-llm-na-odnoj-gpu/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/vajbkoding-kak-dizajneru-sohranit-avtorskij-kontrol-pri-rabote-s-ii-koderom/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sborka-ai-servera-dlya-inferensa-intel-ultra-7-270k-vs-ryzen-9-9900x---kakoj-protsessor-vyibrat-dlya-2x-rtx-3090-v-2026-godu/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kimi-k3-oboshla-claude-fable-5-v-spreadsheetbench-2-chto-eto-znachit-dlya-rabotyi-s-tablitsami/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/catmind-12b-mem-model-dlya-myishleniya-o-kotah-ili-proval-skryitogo-rejzoninga/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/adaptivnyij-parsing-pdf-kak-kaskad-proverok-vyiyavlyaet-tablitsyi-i-risunki-bez-lishnih-zatrat/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-podderzhka-minimax-m3-do-sih-por-ne-v-osnovnoj-vetke-llamacpp-tehnicheskij-razbor/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/arhitektura-bezopasnosti-mimolet-kak-ustroena-zaschita-dannyih-i-moderatsiya-v-servise-znakomstv/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/analiz-keshirovaniya-zaprosov-k-llm-kak-cache-hunter-vyiyavlyaet-problemyi-invalidatsii-kesha-v-lokalnyih-obvyazkah/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/prakticheskij-test-deepseek-v4-flash-iq3xxs-as-vs-iq2s-i-sravnenie-forka-fairydreaming-s-mainline-llamacpp-b10064-na-rtx-3090/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/luchshie-kompaktnyie-modeli-2026-dlya-lokalnogo-zapuska-chto-vyibrat-pod-raznyie-zadachi-s-7b-parametrami/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/amazon-quick-sales-ai-polnyij-tsikl-avtomatizatsii-prodazh-ot-lidogeneratsii-do-zakryitiya-sdelki-v-2026/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/mobilnyie-dashbordyi-amazon-quicksight-avtomaticheskaya-adaptatsiya-i-gruppirovka-vizualov/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gemma3-31b-vs-qwen36-27b-kak-vyibor-osnovnoj-modeli-agenta-kodera-reshaet-problemyi-s-bagami-v-multiagentnyih-pajplajnah/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/negative-bit-quantization-pochemu-otritsatelnaya-pamyat-nevozmozhna-i-chto-eto-govorit-o-realnyih-problemah-gpu/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/structured-outputs-v-llm-podvodnyie-kamni-strict-rezhima-i-kak-ih-obojti/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kimi-k3-kak-kitajskaya-model-vozglavila-benchmark-nextjs-i-chto-eto-znachit-dlya-razrabotchikov/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/etichnyij-obman-kak-modeli-ii-nauchilis-lgat-vo-imya-dobra---razbor-paradoksa-bezopasnosti-anthropic/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/observer-kak-open-source-agent-s-lokalnyimi-llm-za-god-prevratilsya-v-rabochuyu-platformu-monitoringa-ekrana/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/deepseek-v4-flash-na-macbook-vs-2-dgx-spark-kak-agressivnaya-kvantizatsiya-shoditsya-po-tochnosti-s-nativnyim-chekpointom/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-defitsit-pamyati-dlya-ii-obrushil-ryinok-smartfonov-v-indii-i-zastavil-oneplus-ujti-iz-evropyi/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/eksperiment-localllama-reaktsiya-soobschestva-na-k3-v-pervyij-den---pervyie-testyi-sravneniya-i-vyivodyi/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-databricks-pereshyol-ot-big-data-k-ai-uroki-otsenki-otkryityie-vesa-i-vyibor-obvyazki-dlya-kodinga/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sravnenie-metodov-otsenki-uverennosti-llm-kakoj-podhod-dejstvitelno-rabotaet/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/agility-robotics-otkryila-tsentr-obucheniya-robotov-digit-novyij-vitok-konkurentsii-s-tesla/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/etiket-i-pravovyie-aspektyi-ai-transkribatsii-vstrech-pochemu-ne-zapisyivaj-menya-stanovitsya-novoj-normoj/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/geo-prakticheskoe-rukovodstvo-po-tehnicheskoj-optimizatsii-dlya-nejrovyidachi/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/vertu-alphafold-realnyij-test-hermes-agent---stoit-li-platit-6880-za-ai-assistenta-dlya-rukovoditelya/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/google-antigravity-20-avtonomnyie-ii-agentyi-bez-ide---obzor-novogo-desktopnogo-prilozheniya/</loc><lastmod>2026-07-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/roblox-build-i-avtomatizatsiya-gejmdeva-v-2026-arhitektura-riski-i-novyie-vozmozhnosti/</loc><lastmod>2026-07-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/otsrochka-reliza-gemini-pochemu-google-ne-smog-dostich-vnutrennih-tselej-i-chto-eto-znachit-dlya-ai-industrii/</loc><lastmod>2026-07-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/dflash-vs-mtp-prakticheskoe-testirovanie-metodov-optimizatsii-inferensa-dlya-qwen36-27b/</loc><lastmod>2026-07-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kimi-k3-dlya-generatsii-video-kachestvo-protiv-proizvoditelnosti/</loc><lastmod>2026-07-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/predskazanie-zagruzki-ekspertov-moe-kak-skryit-latentnost-pcie-i-uskorit-offloud-na-200/</loc><lastmod>2026-07-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kimi-k3-zanyal-3-e-mesto-v-rejtinge-artificalanalysis-testirovanie-protiv-claude-opus-48/</loc><lastmod>2026-07-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kimi-k3-ot-open-frontier-intelligence-arhitektura-testyi-proizvoditelnosti-i-sravnenie-s-konkurentami/</loc><lastmod>2026-07-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/google-vids-ai-videoredaktor-s-avatarami-i-gemini-omni---sravnenie-s-heygen-synthesia/</loc><lastmod>2026-07-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-yadro-povtoryayuschihsya-zaprosov-v-chatgpt-formiruet-sloi-vidimosti-brendov-razbor-na-591-otvete/</loc><lastmod>2026-07-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kimi-k3-vs-frontier-modeli-razbor-realnoj-proizvoditelnosti-i-ryinochnogo-sdviga/</loc><lastmod>2026-07-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kimi-k3-i-era-ekvivalentnosti-kak-otkryityie-modeli-nachinayut-prevoshodit-zakryityie-v-2026-godu/</loc><lastmod>2026-07-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/grok-43-na-amazon-bedrock-konfiguriruemoe-rassuzhdenie-tool-calling-i-rabota-s-izobrazheniyami/</loc><lastmod>2026-07-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/phantom-twist-kak-vyichislitelnyij-dizajn-i-metrika-lpips-sozdali-prakticheski-nevidimyij-dron/</loc><lastmod>2026-07-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/avtomatizatsiya-protiv-sotsialnogo-kontrakta-pochemu-zabastovka-na-hyundai---eto-pretsedent-dlya-vsej-robotizirovannoj-industrii/</loc><lastmod>2026-07-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/istoricheskij-trend-i-tehnicheskij-prognoz-poyavyatsya-li-otkryityie-27b-modeli-urovnya-gpt56-k-kontsu-2026-goda/</loc><lastmod>2026-07-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/polnoe-rukovodstvo-po-amazon-bedrock-managed-knowledge-base-dlya-agent-orientirovannogo-poiska-v-2026-godu/</loc><lastmod>2026-07-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/x-ray-biblioteka-trassirovki-dlya-ai-na-python-observability-dlya-rag-i-agentov/</loc><lastmod>2026-07-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/speculative-decoding-v-llamacpp-kak-n-gram-drafteryi-uskoryayut-qwen-36-27b-v-6-raz-dlya-realnogo-kodirovaniya/</loc><lastmod>2026-07-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kimi-k3-i-otkryityie-vesa-novaya-mishen-dlya-storonnikov-ai-bezopasnosti/</loc><lastmod>2026-07-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/parametryi-protiv-alhimii-yavlyaetsya-li-masshtab-glavnyim-preimuschestvom-openai-i-anthropic-v-2026/</loc><lastmod>2026-07-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/grok-build-ot-xai-open-source-frejmvork-dlya-lokalnogo-razvertyivaniya-ii-agentov--prakticheskij-razbor/</loc><lastmod>2026-07-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/alfred-kak-distillyatsiya-shablonov-i-adaptivnyij-routing-pozvolyayut-malyim-modelyam-2b-prevzojti-gigantov-35b/</loc><lastmod>2026-07-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/rwkv-v-2026-kak-arhitektura-na-baze-rnn-prevoshodit-transformer-v-proizvoditelnosti-llm/</loc><lastmod>2026-07-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/inkling-ot-thinking-machines-lab-rekord-sredi-otkryityih-modelej-ssha-i-sravnenie-s-nvidia-nemotron-ultra--ai-manual/</loc><lastmod>2026-07-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/arenaai-kimi-k3-vs-fable-vs-sol-arhitektura-testyi-proizvoditelnosti-i-vyibor-modeli-dlya-vashej-zadachi/</loc><lastmod>2026-07-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/agentnaya-orkestratsiya-v-2026-kak-preodolet-razryiv-mezhdu-strategiej-i-realnostyu-v-korporativnom-ai/</loc><lastmod>2026-07-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/inkling-ot-thinking-machine-benchmarki-i-analiz-otkryitoj-ai-modeli-2026/</loc><lastmod>2026-07-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/volna-novyih-moschnyih-modelej-ai-kakie-iz-nih-mozhno-zapustit-na-sisteme-za-8000-v-2026-godu/</loc><lastmod>2026-07-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/openai-codex-micro-strategicheskij-hod-na-ryinok-zheleza-ili-ogranichennaya-kollaboratsiya/</loc><lastmod>2026-07-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/testirovanie-1-bitnogo-kvantirovaniya-iq1m-modeli-hy3-gguf-naskolko-sohranyaetsya-kachestvo-pri-szhatii-do-89-gb/</loc><lastmod>2026-07-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/metodyi-dekodirovaniya-dlya-generatsii-teksta-s-pomoschyu-transformers-v-2026-godu-ot-teorii-k-praktike/</loc><lastmod>2026-07-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/reformer-kak-obrabatyivat-posledovatelnosti-v-500-tyisyach-tokenov-s-pamyatyu-menee-8-gb/</loc><lastmod>2026-07-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-rabotaet-rag-poisk-v-2026-prakticheskoe-rukovodstvo-dlya-optimizatsii-kontenta-pod-ai/</loc><lastmod>2026-07-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sravnitelnyij-test-proizvoditelnost-gguf-i-ds4-flash-pri-2-bitnoj-kvantizatsii-na-rocm/</loc><lastmod>2026-07-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/aktsii-spacex-i-test-starship-kak-ryinok-otsenivaet-buduschee-kosmicheskoj-otrasli-i-ai/</loc><lastmod>2026-07-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/qwen35-122b-protiv-qwen3-next-80b-na-64-gb-ram-paradoks-kachestva-pri-kvantovanii-i-uzkie-mesta-cpu-inferensa/</loc><lastmod>2026-07-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/microsoft-ai-modeli-2026-sravnenie-s-openai-anthropic-deepseek--analiz-strategii/</loc><lastmod>2026-07-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kimi-k3-pervyie-utechki-testyi-na-arene-llm-i-sravnenie-s-fable/</loc><lastmod>2026-07-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/arhitektura-2026-kak-nefunktsionalnyie-trebovaniya-i-regulyatorika-diktuyut-novyie-pravila-igryi/</loc><lastmod>2026-07-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/prakticheskoe-rukovodstvo-zapusk-bonsai-ternary-27b-na-120k-tokenah-s-menee-chem-10-gb-vram/</loc><lastmod>2026-07-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/proval-kampanii-anthropic-kak-marketing-ob-etike-ai-vyizval-obratnuyu-reaktsiyu/</loc><lastmod>2026-07-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/siri-ai-na-ios-27-pervyij-masshtabnyij-test-ai-assistenta-ot-apple/</loc><lastmod>2026-07-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-analiz-realnyih-protsessov-v-ai-proektah-vazhnee-idealnyih-modelej-kejs-s-146-tyis-tiketov/</loc><lastmod>2026-07-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/patch-dlya-llamacpp-vosstanovlenie-rabotyi-mtp-na-ustarevshih-gpu-s-kepler-maxwell-pascal-i-turing/</loc><lastmod>2026-07-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/overtone-ai-i-golosovyie-znakomstva-tehnicheskij-razbor-trendov-na-primere-audiox-turbo-i-seedance/</loc><lastmod>2026-07-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gemma-4-31b-antihal-kak-representation-steering-boretsya-s-gallyutsinatsiyami-bez-poteri-skorosti/</loc><lastmod>2026-07-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ustalost-soobschestva-ai-ot-hajpa-kak-otdelit-shum-ot-realnyih-innovatsij/</loc><lastmod>2026-07-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/prismml-bonsai-27b-na-jetson-orin-nano-8gb-prakticheskij-analiz-edge-inferensa-v-2026-godu/</loc><lastmod>2026-07-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/glm-52-na-8-gb10-razbor-proizvoditelnosti-v-int4int8-i-arhitekturnyie-posledstviya-dlya-2026-goda/</loc><lastmod>2026-07-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ai-ochki-i-etika-privatnosti-pochemu-tehnologicheskij-proryiv-stavit-pod-ugrozu-realnost-i-bezopasnost/</loc><lastmod>2026-07-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/granite-40-nano-ot-ibm-testiruem-kompaktnyie-modeli-dlya-edge-vyichislenij/</loc><lastmod>2026-07-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/optimizatsiya-amd-ryzen-ai-halo-strix-halo-prakticheskoe-rukovodstvo-dlya-uskoreniya-lokalnogo-inferensa-llm-na-10-15/</loc><lastmod>2026-07-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/thunderbolt-bekend-v-pytorch-dlya-mac-uskorenie-raspredelennogo-ml-na-apple-silicon-v-2026/</loc><lastmod>2026-07-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/testirovanie-qwen36-27b-s-ternarnoj-kvantizatsiej-na-rtx-3090-60-tokenovs-i-stabilnyie-tool-call-pri-21-gb-pamyati/</loc><lastmod>2026-07-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/bonsai-27b-vs-qwen37-27b-sravnitelnyij-analiz-gguf-kvantizatsij-ot-prism-ml/</loc><lastmod>2026-07-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/deepseek-v4-i-mif-o-one-shot-programmirovanii-chto-na-samom-dele-pokazyivayut-prakticheskie-testyi/</loc><lastmod>2026-07-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gpt-56-sol-i-problema-nesanktsionirovannyih-dejstvij-tehnicheskij-analiz-riskov-i-zaschita-dannyih/</loc><lastmod>2026-07-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/1-bitnyie-modeli-v-2026-prakticheskoe-rukovodstvo-po-bonsai-8b-airllm-i-razvertyivaniyu-na-edge/</loc><lastmod>2026-07-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ot-ai-assistenta-k-ai-kompanonu-kak-openai-pereopredelyaet-smart-spiker/</loc><lastmod>2026-07-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/huggingfacehub-v10-arhitekturnyij-sdvig-kotoryij-pereopredelyaet-rabotu-s-open-source-ml/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/hugging-face-ai-sheets-s-podderzhkoj-zreniya-v-2026-beskodovoe-izvlechenie-dannyih-i-generatsiya-kontenta/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/voice-consent-gate-arhitektura-i-kod-dlya-etichnogo-klonirovaniya-golosa-s-gigaam-i-tts--ai-manual/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/lerobot-v040-kak-novyie-datasetyi-vla-modeli-i-plaginyi-masshtabiruyut-obuchenie-robotov/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/openenv-hub-ot-meta-i-hugging-face-obzor-platformyi-dlya-sozdaniya-sred-ai-agentov--ai-manual/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/otkryityie-modeli-ocr-2026-kak-vyibrat-luchshij-instrument-dlya-raspoznavaniya-dokumentov/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/bezopasnost-ai-modelej-2026-integratsiya-hugging-face-i-virustotal-dlya-proverki-modelej/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/optimizatsiya-datasets-ot-hugging-face-potokovaya-zagruzka-v-100-raz-effektivnee--ai-manual/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/perehod-sentence-transformers-pod-kryilo-hugging-face-strategicheskij-razbor-dlya-razrabotchika/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ai-v-biomeditsinskih-issledovaniyah-pischevyih-allergij-kak-dannyie-i-algoritmyi-transformiruyut-diagnostiku-i-terapiyu/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/vlm-na-intel-cpu-prakticheskij-gajd-po-optimizatsii-s-optimum-intel-i-openvino/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pytorch-conference-2026-i-arm-vllm-mixture-of-experts-executorch---obzor-i-prakticheskaya-primenimost--ai-manual/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/inzhenernyij-razbor-kak-google-cloud-c4-i-intel-xeon-6-obespechivayut-70-ekonomii-na-inferense-gpt-oss/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/nvidia-nemotron-personas-india-tehnicheskij-razbor-dataseta-na-21-mln-sinteticheskih-personazhej-dlya-ai-v-indii/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/optimizatsiya-sota-ocr-modeli-dotsocr-dlya-rabotyi-na-ustrojstve-podrobnyij-razbor-konvertatsii-pytorch-v-core-ml-i-mlx/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/vibegame-kak-deklarativnyij-dvizhok-reshaet-glavnuyu-problemu-razrabotki-igr-s-ii/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/bigcodearena-2026-sravnenie-o3-mini-o1-mini-i-qwen25-cherez-realnyij-zapusk-koda/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/optimizatsiya-qwen3-8b-na-intel-core-ultra-kak-spekulyativnoe-dekodirovanie-s-obrezannoj-draft-modelyu-uskoryaet-agentov-v-14-raza/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/rteb-2026-novyij-benchmark-dlya-embedding-modelej---gibridnaya-otsenka-20-yazyikov/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/chatgpt-56-v-2026-godu-arhitektura-benchmarki-i-prakticheskoe-vnedrenie/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sobiraem-svoj-gpt-pishem-transformer-s-nulya-na-python-chast-2/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/hy3-hyv3-vryivaetsya-v-llamacpp-mtp-dekadirovanie-na-steroidah/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/novyie-fp4-attention-kernels-dlya-b300-uskorenie-do-169x---tehnicheskij-obzor/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/determinirovannyij-transformer-na-rust--cuda-063-dzhtoken-na-h100---proryiv-v-energoeffektivnosti/</loc><lastmod>2026-07-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/claude-na-russkom-zakruchivaet-gajki-anthropic-vskryila-yazyikovuyu-diskriminatsiyu/</loc><lastmod>2026-07-13</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-postroit-agentic-ai-na-amazon-bedrock-kejs-bluesight-dlya-bolnits/</loc><lastmod>2026-07-13</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/lokalnyij-ai-na-vashej-videokarte-nvidia-osmantic-roboflow-i-drugie-menyayut-pravila-igryi/</loc><lastmod>2026-07-13</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/qwen36-35b-a3b-mtp--pi-coding-agent-sobrali-sajt-na-noutbuke-za-15-minut/</loc><lastmod>2026-07-13</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/byudzhetnaya-llm-stantsiya-test-15-poderzhannyih-gpu---chto-realno-rabotaet-v-2026-godu/</loc><lastmod>2026-07-13</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/apple-m7-ultra-s-15-tb-pamyati-chto-eto-znachit-dlya-lokalnogo-zapuska-bolshih-modelej/</loc><lastmod>2026-07-13</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-zastavit-lokalnyie-llm-i-virtualbox-rabotat-tolko-na-p-cores-v-windows-11-podrobnaya-instruktsiya-s-izolyatsiej-e-cores/</loc><lastmod>2026-07-13</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-integrirovat-agenta-s-stack-overflow-for-agents-lichnyij-opyit-rabotyi-s-api/</loc><lastmod>2026-07-13</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/flint-kak-szhat-rassuzhdeniya-llm-do-razmerov-tabletki-i-ne-poteryat-mozgi/</loc><lastmod>2026-07-13</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zapusk-hy3-na-10-gb-videopamyati-port-colibri-dlya-striminga/</loc><lastmod>2026-07-13</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/amd-strix-halo-dlya-ai-zapusk-34-kontejnerov-i-70-toks-qwen36-na-beelink-gtr9-pro/</loc><lastmod>2026-07-13</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zapusk-qwen-36-27b-na-iphone-obzor-tehnologii-szhatiya-prismml-i-perspektivyi-lokalnyih-llm/</loc><lastmod>2026-07-13</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/quantcode-bench-novyij-benchmark-zastavlyaet-llm-pisat-torgovyih-robotov-i-schitat-dengi/</loc><lastmod>2026-07-13</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ispravit-3-baga-dlya-komfortnoj-rabotyi-qwen35-122b-s-dlinnyim-kontekstom-na-mac-studio-96gb/</loc><lastmod>2026-07-13</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/tsenzurirovannyie-cot-trejsyi-ot-anthropic-pochemu-doobuchenie-na-nih-lomaet-rassuzhdeniya-modeli/</loc><lastmod>2026-07-13</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/llamacpp-b9978-ispravlenie-baga-chekpointov-konteksta-kotoroe-spasaet-agentov-ot-amnezii/</loc><lastmod>2026-07-13</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/prompt-injection-cherez-png-kak-hakeryi-vzlamyivayut-ii-agentov-s-pomoschyu-kartinok-i-kak-zaschititsya/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kriticheskoe-myishlenie-pri-rabote-s-ii-pochemu-ai-gramotnost-vazhnee-prompt-inzhiniringa/</loc><lastmod>2026-07-13</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/vnutrennee-ustrojstvo-dataviz-v-claude-code-7-shagov-6-zapretov-i-validator-palitryi-oklch/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sravnenie-top-5-nejrosetej-dlya-generatsii-video-2026-veo-31-kling-sora-ltx-grok---tsenyi-kachestvo-vozmozhnosti/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-zapustit-hunyuan3d-paint-na-mac-apple-silicon-lokalnaya-generatsiya-3d-iz-izobrazheniya-za-20-sekund/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zer0fit-google-tabfm-i-timesfm-na-lokalnom-mcp-servere---zero-shot-ml-bez-boli/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/voodoo-quant-magiya-kotoraya-srezaet-kl-divergence-na-95-po-sravneniyu-s-unsloth-dynamic-20-dlya-qwen35/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ispravit-tihuyu-netochnost-vyichislenij-na-tesla-p100-v-llamacpp-s-pomoschyu-turboquant/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/prakticheskoe-testirovanie-j-space-kak-anthropic-lovit-gallyutsinatsii-v-qwen3-4b-na-7-datasetah/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ne-utonut-v-llm-govnokode-opyit-primeneniya-solid-i-deptrac-dlya-proektov-s-ai-agentami/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ii-v-prode-realnyie-sovetyi-s-konferentsii-rwb---pro-tco-evristiki-i-kogda-ii-ne-nuzhen/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/isomorphic-labs-pochemu-odnoj-ukladki-belka-malo-chtobyi-sozdat-lekarstvo-za-milliard/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ai-naparniki-zahvatyivayut-polki-multiagentnyie-platformyi-v-upravlenii-kategoriyami-ritejla/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/limityi-vyirosli-vdvoe-agentyi-stali-upravlyaemyimi-chto-prodakt-lid-claude-code-rasskazal-o-buduschem-instrumenta/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/geo-v-2026-kak-ii-vyidacha-prevraschaetsya-v-auktsion-i-chto-delat-kontent-marketologam/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/grok-45-vs-chatgpt-56-sravnenie-stoimosti-i-kachestva-koda-pervyie-vpechatleniya/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/5-ai-prototipov-dlya-obucheniya-kak-studentyi-sozdayut-yazyikovyih-i-fitnes-tyutorov/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/microsoft-foundry-managed-compute-revolyutsiya-v-deploe-open-source-modelej-s-hugging-face/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-rag---vremennoe-reshenie-analiz-ogranichenij-i-perspektivyi-nejrosetevoj-pamyati/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ai-agent-startapa-lyzr-provyol-raund-na-100m-kejs-avtomatizatsii-privlecheniya-investitsij/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/multiagentnyie-ai-sistemyi-obzor-novyih-vozmozhnostej-ot-anthropic-xai-i-perplexity/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ii-kursor-kak-gemini-zastavlyaet-myish-dumat-a-ne-prosto-dvigatsya/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-rl-v-2026-godu-izmenil-hodbu-robotov-ot-github-do-polumarafona-za-50-minut/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/openai-reshaet-zadachu-erdyosha-demonstratsiya-prodvinutyih-rassuzhdenij-i-buduschee-llm/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ai-gallyutsinatsii-isportili-knigu-zhurnalista-uroki-i-stoit-li-prodolzhat-ispolzovat-ai/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ataka-pereuserdstvovaniem-kak-zastavit-llm-tratit-resursyi-cherez-logicheski-nesovmestimyie-promptyi/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ispolzovat-claude-code-dlya-avtomatizatsii-qa-sozdanie-paketa-skillov-i-borba-s-gallyutsinatsiyami/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/enterprise-ai-harness-na-open-source-four-layer-reference-architecture-dlya-production-agentov/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/claude-science-kak-anthropic-sozdal-laboratoriyu-v-kazhdom-noutbuke-i-teper-ugrozhaet-big-pharma/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/proektirovanie-mcp-instrumentov-kak-izbezhat-provalov-i-peregruzki-konteksta-llm/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-llm-veryat-lzhi-dazhe-posle-preduprezhdenij-kak-negation-neglect-lomaet-fine-tuning-i-chto-s-etim-delat/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/loop-engineering-dlya-ierarhicheskogo-poiska-kak-chitat-dlinnyie-dokumentyi-po-oglavleniyu-s-pomoschyu-rag/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/github-bolshe-ne-svalka-kak-lokalnaya-llm-sortiruet-pr-i-issues-za-vas/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-otsenit-biblioteku-dlya-ii-agentov-metodika-s-otkryityim-benchmarkom-na-hugging-face/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-pravilno-ustanovit-porog-eskalatsii-ai-agenta-ekonomicheskaya-formula-na-osnove-stoimosti-oshibki-i-vremeni-cheloveka/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/20-gb-vram-za-100-pochemu-majning-kartyi-p102-100---luchshij-vyibor-dlya-domashnej-llm-v-2026/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/hyperpod-prokachali-inferens-observability-hugging-face-i-nvme/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gpt-56-sol-ultra-reshila-50-letnyuyu-matematicheskuyu-gipotezu-chto-eto-znachit-dlya-nauki-i-ai/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gpt-56-solntse-zemlya-i-luna-ot-openai---chto-skryivaetsya-za-kosmicheskimi-imenami-i-prichem-tut-vasha-korporatsiya/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sokratit-dlinu-prompta-dlya-llm-determinirovannyim-metodom-obzor-pajplajna-iz-tryoh-etapov/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/lozhnaya-zelyonaya-galochka-kak-otlichit-poleznyij-ai-test-ot-bespoleznogo-i-ne-propustit-bag/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/novyij-transformers-bekend-vllm-kak-obnovitsya-i-poluchit-uskorenie/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zabudte-pro-haos-s-api-klyuchami-kak-claude-apps-gateway-navodit-poryadok-v-aws/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-obedinit-neskolko-datasetov-v-amazon-quicksight-polnoe-rukovodstvo-po-multi-dataset-topics-i-semanticheskomu-sloyu/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sobrat-konvejer-iz-10-ai-agentov-bez-koda-za-40-minut-s-pomoschyu-cursor/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zero-egress-ai-kak-zapuskat-gpu-na-lyubom-oblake-a-dannyie-derzhat-na-hugging-face-i-ne-platit-za-vyigruzku/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/deepseek-razrabatyivaet-sobstvennyij-ai-chip-chto-eto-znachit-dlya-ryinka-i-otkryityih-modelej/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/universalnyij-ai-proksi-na-java-kak-priruchit-gemini-openai-i-anthropic-za-odin-vecher/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/optimizatsiya-proizvoditelnosti-llamacpp-udalenie-29-lishnih-rekompilyatsij-regex-v-rezhime-sm-tensor/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sborka-za-100-20-gb-vram-dlya-lokalnyih-llm-s-pomoschyu-p102-100---majning-kartyi-kotoryie-spasut-vash-byudzhet/</loc><lastmod>2026-07-12</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-openai-reshaet-matematicheskie-gipotezyi-s-pomoschyu-gpt-56-razbor-multiagentnogo-podhoda/</loc><lastmod>2026-07-11</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/174-domena-7-peresechenij-pochemu-chatgpt-search-i-yandeks-nejropoisk-zhivut-v-raznyih-vselennyih/</loc><lastmod>2026-07-11</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/flaxeo-image-desktopnyij-ui-dlya-stable-diffusion-na-sdcpp---ustanovka-i-obzor-vozmozhnostej/</loc><lastmod>2026-07-11</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/vyibor-amd-epyc-dlya-inferensa-llm-9374f-vs-9135---chto-skryivayut-tsifryi-ccd/</loc><lastmod>2026-07-11</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-ai-gallyutsiniruet-analogiya-s-fonemicheskim-vosstanovleniem-i-metodyi-borbyi/</loc><lastmod>2026-07-11</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/razoblachenie-grok-build-cli-utechka-git-istorii-i-env-fajlov-v-oblako-xai/</loc><lastmod>2026-07-11</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-uskorit-qwen-s-pomoschyu-spekulyativnogo-dekodinga-fork-sglang-i-model-weaver/</loc><lastmod>2026-07-11</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/qwen36-35b-a3b-odnorazovaya-generatsiya-polnotsennogo-simulyatora-poleta-v-html-iz-odnogo-prompta/</loc><lastmod>2026-07-11</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-izbezhat-llm-govnokoda-arhitekturnyie-praktiki-i-deptrac-dlya-symfony-proektov/</loc><lastmod>2026-07-11</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/odnofajlovyij-dashbord-dlya-monitoringa-lokalnyih-llm-ni-odnoj-zavisimosti-mit-litsenziya/</loc><lastmod>2026-07-11</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/meta-udalila-spornuyu-ai-funktsiyu-instagram-reaktsiya-na-utechku-privatnosti/</loc><lastmod>2026-07-11</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/apple-vs-openai-bitva-za-sekretyi-ili-vojna-za-apparatnoe-buduschee/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/colibri-zapusk-744-milliardnoj-modeli-glm-52-na-obyichnom-pk-s-25-gb-ozu---razbor-tehnologii-i-prakticheskie-sovetyi/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-henry-schein-one-postroil-sistemu-proverki-stomatologicheskih-snimkov-v-realnom-vremeni-na-amazon-sagemaker/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/hils-attention-tencent-lomaet-kvadratichnyij-barer-dlya-lokalnyih-llm/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/razdelyaem-prefill-i-decode-na-hyperpod-kak-dpd-vyizhimaet-maksimum-iz-vashego-klastera-llm/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-poluchit-25x-uskorenie-qwen36-s-nvfp4-kvantizatsiej-i-unsloth-poshagovoe-rukovodstvo/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/mcp-server-dlya-yandeksmetriki-oauth-bez-sekreta-i-boevoj-huk-s-llm/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/10-voprosov-kotoryie-nuzhno-reshit-do-zapuska-llm-proekta-chek-list-dlya-cto-i-prodakt-menedzherov/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/hodba-robota-cherez-rl-ot-padenij-do-rekorda-za-48-chasov-na-odnoj-videokarte-retsept-s-github-gpu-i-intsident-s-nozhnitsami/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/golosovoj-assistent-bez-gpu-qwen3-asr--kokoro-tts-na-cpu-s-onnx/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/profilirovanie-attention-v-pytorch-ot-naivnoj-realizatsii-do-sdpa-i-kastomnyih-yader/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/lokalnyij-rag-dlya-api-cad-smart3d-kak-avtomatizirovat-proektirovanie-bez-dorogih-razrabotchikov/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/barebrowse-dajte-lokalnomu-agentu-brauzer-bez-playwright---obrezannyie-aria-snimki-dlya-ekonomii-tokenov/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/teoriya-myortvoj-ekonomiki-pochemu-ii-industriya-mozhet-ruhnut-pod-gruzom-investitsij/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sekonomit-90-tokenov-na-summarizatsii-pisem-ispolzuem-nothink-i-drugie-tryuki/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-zastavit-llm-generirovat-strogij-json-obzor-metodov-konstrejnta-constrained-sampling/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-postroit-ai-agenta-dlya-analiza-vredonosov-svyazka-pesochnitsyi-ghidra-i-llm/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/q2-fp8-kvantovanie-qwen-36-agentnyie-sposobnosti-pod-nozhom-rezultatyi-terminal-bench-2-i-gpqa/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/27b-bez-doobucheniya-vs-75b-s-doobucheniem-pochemu-menshij-razmer-byot-bolshij-v-agentnyih-zadachah/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-kvantovanie-vliyaet-na-matematiku-kod-i-logiku-razbor-po-testam-gsm8k-humaneval-i-arc-challenge/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/model-collapse-kak-sinteticheskie-dannyie-ubivayut-kachestvo-ii-i-chto-s-etim-delat/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/silicon-office-kak-prevratit-ii-agentov-v-pikselnyij-ofis---sozdanie-desktop-obertki-dlya-claude-code/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gpt-56-stanovitsya-predpochtitelnoj-modelyu-microsoft-copilot-analiz-partnerstva-i-posledstvij-dlya-polzovatelej/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/glm-52-744b-moe-na-25-gb-ozu-rekordnoe-kvantovanie-kotoroe-perepisyivaet-pravila-igryi/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/openai-prokachala-bezopasnost-i-korporativnyie-fishki-razbiraem-gpt-56-sol-terra-luna/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/openai-horonit-brauzer-atlas-chatgpt-poluchit-supersposobnosti-chrome---povod-dlya-bespokojstva/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/paradoks-startapa-lyzr-kak-ai-agent-sivaclaw-pomog-privlech-100m-poka-konkurentyi-pisali-dorozhnyie-kartyi/</loc><lastmod>2026-07-10</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/meta-muse-spark-11-hajp-tsenyi-i-pravda-o-konkurentsii-s-gpt-56-i-claude/</loc><lastmod>2026-07-09</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/6x-mi50-protiv-6x-p40-kto-byistree-taschit-minimax-139b/</loc><lastmod>2026-07-09</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/flashattention-34-na-rtx-kastomnoe-yadro-dlya-uskoreniya-vnimaniya-i-testyi-proizvoditelnosti/</loc><lastmod>2026-07-09</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/moss-transcribe-diarize-open-source-model-kotoraya-ubivaet-dvuh-zajtsev---transkriptsiyu-i-diarizatsiyu/</loc><lastmod>2026-07-09</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/nvidia-puzzle-75b-a9b-nvfp4-132-tokenas-na-3rtx-3090---obzor-i-nastrojka/</loc><lastmod>2026-07-09</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/openmed-18-lokalnaya-klinicheskaya-deidentifikatsiya-na-android-ios-i-v-brauzere---apache-20-instrument-kotoryij-ne-prosit-interneta/</loc><lastmod>2026-07-09</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/anthropic-zapuskaet-reflect-kak-claude-uchit-polzovatelej-osoznannomu-ispolzovaniyu-ii/</loc><lastmod>2026-07-09</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-dorabotat-ai-sgenerirovannyij-datepicker-do-wcag-opyit-3-dnej-i-uroki/</loc><lastmod>2026-07-09</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zarabotok-na-arbitrazhe-bez-programmirovaniya-kak-napisat-bota-s-pomoschyu-cursor-i-claude-code/</loc><lastmod>2026-07-09</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/duel-generatorov-midjourney-v7-qwen-flux-2-gpt-5-image-i-grok-3-vision-na-odnih-i-teh-zhe-promptah/</loc><lastmod>2026-07-09</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/mashinnoe-obuchenie-s-podkrepleniem-dlya-programmistov-pishem-kod-bez-matematiki/</loc><lastmod>2026-07-09</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-ai-first-komandyi-ne-uskoryayut-inzheneriyu-opyit-vnedreniya-ii-na-500-razrabotchikov-v-banke/</loc><lastmod>2026-07-09</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sinteticheskie-pokupateli-kak-ai-menyaet-e-commerce-i-pozvolyaet-testirovat-bez-riska/</loc><lastmod>2026-07-09</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ollama-privlek-65m-kak-open-source-instrument-stal-standartom-dlya-lokalnogo-zapuska-ai/</loc><lastmod>2026-07-09</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ai-agent-dlya-setevogo-inzhenera-avtomaticheskij-sbros-parolya-cisco-s-hermes-i-deepseekv4/</loc><lastmod>2026-07-09</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/vyibor-gpu-dlya-lokalnogo-zapuska-llm-modifitsirovannaya-rtx-4090-48gb-vs-radeon-ai-pro-r9700-vs-arc-pro-b70/</loc><lastmod>2026-07-09</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sravnenie-ii-modelej-dlya-generatsii-igr-obnovlyonnyij-test-battle-city-remix-v-2026-godu/</loc><lastmod>2026-07-09</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-avtomatizirovat-home-assistant-s-pomoschyu-claude-i-mcp-servera-polnoe-rukovodstvo/</loc><lastmod>2026-07-09</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kakie-razmeryi-modelej-30b-70b-120b-230b-podhodyat-dlya-kakogo-oborudovaniya-gajd-po-vyiboru-dlya-lokalnogo-zapuska/</loc><lastmod>2026-07-09</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/codex-v-2026-ii-nyanka-dlya-novichka-ili-lovushka-dlya-glupyih/</loc><lastmod>2026-07-09</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sozdanie-140-gb-iq2xxs-reap-kvantizatsii-glm-52-dlya-kodinga-polnyij-gajd-s-imatrix-i-kodom/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/vibe-coding-bez-rozovyih-ochkov-kak-postroit-realnyij-produkt-s-claude-code/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gpt-live-1-openai-sdelala-golosovoj-dialog-byistree-chem-vash-sobesednik-razbor-polnogo-dupleksa/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/running-glm-52-on-4x-gb10-with-100g-switch-performance-330k-context-and-setup-guide/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/igrovyie-dannyie-kak-put-k-agi-startap-general-intuition-idet-naperekor-llm/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ispravlenie-padeniya-deepseek-v4-flash-v-llamacpp-obhod-baga-i-patch/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/obuchenie-llm-05b-s-nulya-na-habre-fp8-vs-bf16-i-etapyi-obucheniya-na-domashnem-zheleze/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/openai-realtime-vs-yandeks-realtime-test-golosovyih-dvizhkov-dlya-rossijskogo-biznesa-i-migratsiya-proda/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-zaschitit-amazon-bedrock-agentcore-runtime-s-pomoschyu-aws-waf-reshenie-problemyi-health-checks/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/130-mln-protiv-monopolii-kak-prime-intellect-vzlamyivaet-ryinok-ai-agentov/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/uskorenie-inferensa-zapusk-modelej-transformers-v-vllm-s-nativnoj-proizvoditelnostyu-komandyi-i-benchmarki/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/chatgpt---novaya-golovnaya-bol-ciso-kak-biznesu-ne-stat-zhertvoj-ai-utechki/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/avtomatizatsiya-analiza-otzyivov-s-pomoschyu-embeddings-i-gpt-poshagovoe-rukovodstvo/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/robostral-navigate-navigatsiya-robota-s-odnoj-kameroj-i-mistral-ai---obzor-i-kod/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sozdat-training-free-detektor-gallyutsinatsij-dlya-rag-i-obnaruzhit-oshibki-v-etalonnoj-razmetke/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/cheklist-dlya-nlp-sobesedovaniya-llm-prompt-engineering-i-alignment---polnyij-razbor-tem/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ataka-na-reasoning-modeli-kak-zastavit-llm-peredumyivat-do-otkaza-v-obsluzhivanii/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ii-pod-blokirovkoj-kak-ssha-i-kitaj-zakryivayut-dostup-k-modelyam-i-chto-eto-znachit-dlya-razrabotchikov/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kodacode-v10-pochemu-koda-pro-na-glm-52-udelyivaet-claude-code-v-realnyih-proektah/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/mira-mirovaya-model-simuliruyuschaya-rocket-league-dlya-4-igrokov---kod-dataset-i-demo-v-brauzere/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-rabotayut-voice-2-voice-modeli-ot-nejronnyih-kodekov-do-transformerov---polnyij-razbor/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/optimizatsiya-inferensa-llm-v-prodakshene-kak-borotsya-s-rostom-ttft-i-problemami-kv-kesha/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/hallusquatting-kak-gallyutsinatsii-llm-prevraschayut-vashu-nejroset-v-zombi-fermu-dlya-botneta/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/hy3-ai-zastavil-odin-prompt-prevratitsya-v-letayuschij-simulyator-kak-odin-html-fajl-udelal-tseluyu-komandu-razrabotchikov/</loc><lastmod>2026-07-08</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/tokennaya-dieta-dlya-ii-agentov-kak-ekonomit-tokenyi-s-pomoschyu-tehnik-caveman-ponytail-i-headroom/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/8x-b200-i-glm-52-pochemu-nvfp4-s-tp4-ubivaet-tp8-na-30-byistree/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-aws-finance-sekonomil-sotni-chasov-s-amazon-quick-stsenarii-analiza-i-risk-modelirovaniya/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/servernyij-ai-agent-redaktirovaniya-izobrazhenij-poshagovaya-sborka-s-bedrock-agentcore-i-stability-ai/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/semanticheskij-sloj-bi-kak-obedinit-neskolko-naborov-dannyih-s-topics-v-amazon-quicksight-preview/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/prodakshen-rag-pipeline-dlya-pdf-relyatsionnyij-parsing-poisk-po-soderzhaniyu-i-tipizirovannyie-otvetyi---polnyij-gajd/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-postroit-lokalnyij-router-gallyutsinatsij-s-pomoschyu-jacobian-lens-ot-anthropic-testirovanie-na-otkryityih-modelyah/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/doom-loop-bolshe-ne-ad-liquid-ai-vyipustila-antidoom-i-eto-open-source/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/vneshnij-filtr-dlya-llm-kak-zastavit-ii-soblyudat-zakon-bez-doobucheniya-open-source/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/avi-otkryityij-vneshnij-filtr-dlya-llm-na-python-i-fastapi---kak-otbivat-prompt-ataki-i-kontrolirovat-toksichnost/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/autentifikatsiya-v-mcp-v-2026-polnoe-rukovodstvo-po-oauth-i-konfiguratsii/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-ai-koding-ne-opravdal-ozhidanij-razbor-gromkogo-posta-na-hacker-news-i-alternativnyij-vyivod/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-nejroseti-palyat-vashi-dannyie-novyij-metod-otsenki-zapominaniya-llm-pokazal-shokiruyuschie-rezultatyi/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/clickhouse-open-house-2026-evolyutsiya-platformyi-dannyih-bez-revolyutsij/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/tenevoj-ii-i-vyibor-korporativnoj-platformyi-sravnitelnyij-obzor-8-reshenij-dlya-2026/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pervyij-avtonomnyij-ransomware-kak-ai-agent-vzlomal-langflow-i-zashifroval-vsyo-razbor-intsidenta-i-chto-delat/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/llm-pod-atakoj-telefonnyih-moshennikov-proverka-ustojchivosti-claude-gpt-deepseek-i-drugih/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/risc-v-klaster-za-8900-600-tops-dlya-edge-ai-kotoryij-ne-styidno-zapustit/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sekretyi-nizkih-tsen-deepseek-i-mimo-kak-optimizatsiya-ii-obespechivaet-2-3x-marzhi/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ya-sluchajno-zahardkodil-ogranichenie-shagov-generatsii-v-flux-istoriya-baga-i-ego-ispravleniya/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/typhoonminigen-20-kak-besplatno-gonyat-flux2-klein-na-mac-bez-python-i-comfyui/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pervyij-ai-ransomvar-ataka-cherez-dyiru-v-langflow-i-pochemu-bez-cheloveka-nikuda/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/fp8-fine-tuning-na-blackwell-kak-ne-slomat-model-i-vllm-zaodno/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/integratsiya-hugging-face-i-sagemaker-studio-zapusk-modelej-odnim-klikom/</loc><lastmod>2026-07-07</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/activation-steering-20-zabudte-pro-caa-vot-kak-upravlyat-llm-cherez-obuchaemyie-interventsii/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ant-groups-lingbot-vision-pochemu-13m-parametrov-razgromili-dinov3-s-304m/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/avtomaticheskoe-udalenie-pii-iz-izobrazhenij-s-amazon-nova-kak-ne-popast-na-gdpr-shtraf/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/stroim-bazu-kiberugroz-dlya-llm-agentov-ot-prototipa-do-production-s-vektornyim-poiskom-i-stixtaxii/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/deploying-multi-turn-rl-infrastructure-for-amazon-nova-agents-on-sagemaker-hyperpod/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pulpie-orange-small-legkovesnaya-model-dlya-izvlecheniya-kontenta-iz-html-kotoraya-ne-zastavit-vas-plakat-nad-schyotchikami/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/smartfon-protiv-falshivok-kak-rxscanner-s-kroshechnoj-nejrosetyu-lovit-poddelnyie-lekarstva/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/validatsiya-otveta-rag-pochemu-doveryat-llm-na-slovo---doroga-v-ad-i-kak-eto-ispravit/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sobrat-infopanel-na-esp32-s-pomoschyu-ii-poshagovoe-rukovodstvo/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/spec-driven-development-kak-dokumentatsiya-dlya-llm-prevraschaet-sistemnogo-analitika-v-arhitektora-promptov/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/tftf-kogda-ram-ne-tvoj-drug---kak-gryizt-gigantskie-transformeryi-bez-zagruzki-v-pamyat/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/eventrag-arhitektura-dlya-root-cause-analiza-v-proizvodstve-s-uchetom-vremeni-i-prichinnosti/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sobrat-upravlyaemuyu-mirovuyu-model-na-baze-wan-21-za-2k-arhitektura-i-inferens-na-rtx-4090/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/contextual-retrieval-kak-pochinit-rag-s-pomoschyu-odnogo-tryuka-i-srezat-67-oshibok/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/real-time-shumopodavlenie-i-dereverberatsiya-obzor-legkovesnoj-modeli-ot-vk-i-vshe/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/prodakshn-na-laravel-napisannyij-nejrosetyu-chestnyij-otchet-o-kode-ot-claude-opus/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/skryitaya-ekonomika-ii-agentov-pochemu-vash-proekt-s-asr-tts-i-crm-sozhzhet-byudzhet-byistree-chem-vyi-dumaete/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/uyazvimosti-mcp-protokola-kak-ataki-cherez-llm-agentyi-rabotayut-i-kak-zaschititsya/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/deepseek-v4-flash-pochemu-inferens-stoit-kopejki-anatomiya-desheviznyi-284b-modeli/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-borotsya-s-gallyutsinatsiyami-lokalnyih-llm-v-yuridicheskih-dokumentah-tehniki-graundinga-i-pajplajnyi/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/athena-polnostyu-oflajn-golosovoj-assistent-na-lokalnyih-llm---razbor-nastrojka-i-sravnenie-s-alternativami/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/mythos-na-domashnem-pk-kogda-lokalnyie-llm-dogonyat-bogov/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kraudsorsing-dannyih-dlya-ai-utopiya-ili-edinstvennyij-shans-otkryityih-modelej/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ispravit-poteryu-kv-kesha-v-llama-server-rukovodstvo-po-sohraneniyu-i-vosstanovleniyu-sessij/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/athanor-lite-kak-ya-perestal-boyatsya-cuda-i-polyubil-lokalnyij-ai/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-uskorit-deepseek-v4-flash-na-mac-studio-opyit-ispolzovaniya-omlx-i-codex-dlya-16x-prefill-i-3x-decode/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/fp8-magiya-glm-52-vyizhimaet-798-na-terminal-bench-21-s-sglang-na-h200---bez-kompromissov/</loc><lastmod>2026-07-06</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/psyche-network-architecture-kak-arendovat-chuzhuyu-rtx-za-kopejki-i-obuchit-svoyu-llm/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-izbezhat-attention-drift-pri-tool-calls-v-agentnyih-sistemah-na-llamacpp-razbor-problemyi-i-resheniya/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/qualcomm-geniex-20-tokens-na-windows---noutbuk-na-snapdragon-nakonets-to-dumaet-byistree-chem-vyi-pechataete/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/eval-harness-personalizirovannyie-otsenki-dlya-lokalnyih-modelej-i-agentov---instruktsiya-po-primeneniyu/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-obuchit-llm-na-maloresursnom-yazyike-polnyij-gajd-na-primere-karachaevo-balkarskogo-s-qwen3-4b/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/supra-router-51m-kompaktnaya-model-dlya-marshrutizatsii-promptov-mezhdu-llm/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/anthropic-vernula-fable-5-i-vyipustila-sonnet-5-chto-izmenilos-dlya-polzovatelej/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sokratit-gallyutsinatsii-llm-v-cli-agentah-chistka-sistemnyih-promptov-i-ekonomiya-tokenov/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/longcat-20-16-trilliona-parametrov-pod-mit---novyij-korol-otkryityih-modelej/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/claude-protiv-pokoka-kto-luchshe-vyinosit-mozg-habru-eksperiment-s-parsingom/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/agents-a1-gguf-na-mac-262k-konteksta-bez-kompromissov/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/benchmark-13-modelej-na-65k-128k-kontekste-prefill-i-kv-head-count-vazhnee-parametrov-dlya-agentskih-nagruzok/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-vyiyavit-regressiyu-promptov-testovyij-nabor-iz-40-zolotyih-zaprosov/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/conlangcrafter-nejroset-kotoraya-izobretaet-yazyiki-byistree-chem-tolkin-pil-chaj/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/boltovnya-ni-o-chem-pochemu-llm-chatbotyi-teryayut-tsel-dialoga-i-kak-eto-besit-polzovatelej/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pad-ai-kognitivnaya-arhitektura-dlya-llm---obzor-faz-i-inzhenernyij-podhod/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/slaboe-zveno-ai-tsiklov-pochemu-samoproverka-modeli---put-v-nikuda/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/neo-ai-native-zamena-microsoft-office-za-30-mln---obzor-arhitekturyi-i-vozmozhnostej/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-co-scientist-pomogaet-uchyonyim-realnyie-kejsyi-iz-biologii-stareniya-i-infektsionnyih-zabolevanij/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/skryitaya-prompt-inektsiya-v-claude-obnaruzhenyi-dokazatelstva-manipulyatsii-ot-anthropic/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-amazon-bedrock-vyiyavlyaet-ai-fishing-evolyutsiya-zaschityi-ot-generativnyih-ugroz/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/mistral-ai-evropejskij-konkurent-openai-kotoryij-poshyol-po-puti-palantir---razbor-biznesa-i-strategii/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ai-uskoryaet-kalibrovku-kvantovyih-kompyuterov-rol-nvidia-i-q-ctrl/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/cloudflare-perekryivaet-kislorod-smeshannyim-ai-krauleram-kak-novaya-politika-lomaet-seo-i-spasaet-kontent/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/robot-inzhener-dzheffa-bezosa-chem-prometheus-pugaet-professionalov-i-chto-takoe-physical-ai/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/okupaemost-lokalnogo-ai-servera-za-20k-realnyij-raschet-vmesto-mifov/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-isomorphic-labs-spin-off-deepmind-ischet-skryityie-misheni-dlya-lekarstv-intervyu-i-tehnicheskij-razbor/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/nvidia-nemotron-i-openai-gpt-oss-na-bedrock-v-aws-govcloud-obzor-vozmozhnostej/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/bolshe-nikakih-pravdivyih-tsifr-kak-hugging-face-navodit-poryadok-v-ai-benchmarkah/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/alibaba-zapreschaet-claude-code-kak-anthropic-vyichislyaet-kitajskih-polzovatelej-i-pochemu-eto-vazhno-dlya-razrabotchikov/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/energoeffektivnyie-nejromorfnyie-vyichisleniya-kak-laboratornaya-oshibka-privela-k-novomu-tipu-iskusstvennyih-nejronov/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/bunt-na-periferii-sarvam-vision-dokazyivaet-chto-lokalnyij-ii-silnee-globalnogo/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/flint-ot-springboards-llm-kotoraya-ne-boitsya-gallyutsinatsij-radi-kreativnosti/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ai-meditsinskie-scribes-gallyutsiniruyut-audit-ontario-vyiyavil-opasnyie-oshibki-vo-vseh-odobrennyih-resheniyah/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gemini-spark-na-mac-kak-ya-otdal-rutinu-agentu-i-perestal-klikat-sam/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/meta-pocket-kak-sozdavat-ai-igryi-s-pomoschyu-vibe-coding-polnyij-gajd-i-primeryi-promptov/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/nvfp4-sekretnoe-oruzhie-blackwell-kotoroe-razgonyaet-llm-do-predela/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/codex-exec-prevraschaem-claude-code-v-nezavisimogo-revyuera-koda/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-postroit-nadezhnogo-ai-agenta-dlya-biznesa-ot-konteksta-do-anti-fejl-sistem-na-primere-xelabot/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/claude-code-stalkivaetsya-s-problemami-compute-chto-izvestno-ob-udvoenii-limitov-i-planah-anthropic/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gibridnyie-patternyi-llm-kogda-i-kak-sochetat-lokalnyie-i-oblachnyie-modeli/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-nastroit-besplatnuyu-ii-filtratsiyu-spama-na-pochte-s-bert-i-550-mb-ram-mnogourovnevoe-rukovodstvo/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/uskorenie-rabotyi-transformersjs-v-brauzere-s-pomoschyu-cross-origin-storage-api-prakticheskoe-rukovodstvo/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-ai-vnedreniya-provalivayutsya-realnaya-statistika-i-kak-izmerit-istinnyij-adoption/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/github-uniformity-index-kak-chatgpt-i-ai-instrumentyi-sdelali-open-source-odnoobraznyim/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-perenesti-robota-iz-simulyatsii-na-realnoe-zhelezo-s-hugging-face-hub-strands-agents-i-lerobot/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ffasr-leaderboard-laboratoriya-protiv-realnosti---kto-kogo/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/prompt-warrior-kak-prevratit-logi-claude-code-v-gejmifitsirovannyij-psihologicheskij-portret/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-predotvratit-gallyutsinatsii-v-rag-s-pomoschyu-tipizirovannogo-kontrakta-otveta/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/context-engineering-dlya-rag-chetyire-tipizirovannyih-vhoda-ot-karpathy-i-langchain---github-noutbuki-kotoryie-menyayut-pravila-igryi/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/6-netrivialnyih-urokov-rag-retrivala-pochemu-cosine-similarity-ne-osnovanie-a-filtratsiya/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sozdanie-russkogo-rag-splittera-s-kontekstnoj-narezkoj-po-indeksam-obuchenie-lora-na-rtx-5090-i-zapusk-na-amd/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sobrat-robota-s-chatgpt-za-100-poshagovoe-rukovodstvo-po-sozdaniyu-fizicheskogo-tela-dlya-ii/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ecom-rlve-kak-vyidressirovat-e-commerce-agenta-s-pomoschyu-rl-chtobyi-on-perestal-boltat-i-nachal-prodavat/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-szhat-embeddingi-dekodernyih-llm-metodyi-i-instrumentyi/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pishem-besplatnogo-ii-agenta-dlya-avtootklikov-na-hhru-python-playwright-ollama-i-telegram/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-avtomatizirovat-sozdanie-virusnyih-reels-s-openclaw-i-claude-poshagovyij-gajd/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sozdaem-realtajmovyij-golosovoj-ai-s-hugging-face-cerebras-i-gemma-4-otkryityij-pajplajn/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/glm-52-obzor-modeli-s-1m-kontekstom-i-arhitekturoj-indexshare-dlya-dlitelnyih-zadach/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/chistyij-python-vmesto-llm-kak-sobrat-svyazannuyu-viki-iz-zametok-bez-edinogo-zaprosa-k-nejroseti/</loc><lastmod>2026-07-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/skandal-s-anthropic-dokazatelstva-inektsii-promptov-v-claude---chto-eto-znachit-dlya-bezopasnosti-ai-modelej/</loc><lastmod>2026-07-04</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-obuchit-russkij-rag-splitter-s-lossless-narezkoj-dokumentov-opyit-ispolzovaniya-t-lite-it-21-i-gguf/</loc><lastmod>2026-07-04</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zapusk-gemma-4-12b-na-mac-s-mlx-otkryityij-proekt-helios/</loc><lastmod>2026-07-04</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-python-teryaet-pozitsii-v-ai-nalog-na-proizvoditelnost-i-alternativa-swift-dlya-inferensa/</loc><lastmod>2026-07-04</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/prompt-warrior-gejmifitsirovannyij-samoanaliz-logov-claude-code---instruktsiya-po-ustanovke-i-ispolzovaniyu/</loc><lastmod>2026-07-04</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gear-guided-end-to-end-autoregression-kak-novaya-arhitektura-perepridumyivaet-generatsiyu-izobrazhenij/</loc><lastmod>2026-07-04</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-pravilno-apskejlit-gemma-4-nastrojka-layerscalar-pri-dublirovanii-sloyov/</loc><lastmod>2026-07-04</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/model-glm-52-sama-poprosila-szhat-kontekst-chto-znachit-samosoznanie-ii/</loc><lastmod>2026-07-04</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/typed-answer-contracts-the-only-way-to-stop-rag-hallucinations-with-code/</loc><lastmod>2026-07-04</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/multi-block-diffusion-kak-tekst-nauchili-generirovatsya-pachkami-a-ne-po-slovu/</loc><lastmod>2026-07-04</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/besplatnyij-ii-agent-dlya-hhru-kak-zastavit-nejroset-iskat-rabotu-za-tebya/</loc><lastmod>2026-07-04</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/dspark-dflash-mtp-qat-spasut-li-novyie-tehnologii-disk-ot-spillover/</loc><lastmod>2026-07-04</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-nahodit-slepyie-zonyi-v-promptinge-metodika-rabotyi-s-claude-fable-5/</loc><lastmod>2026-07-04</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ai-inzheneriya-2026-klyuchevyie-trendyi-s-konferentsii-ai-engineer-worlds-fair---harness-evalyi-i-pesochnitsyi/</loc><lastmod>2026-07-04</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/handoff-driven-development-novaya-metodologiya-ai-assisted-razrabotki-s-shablonom-repozitoriya/</loc><lastmod>2026-07-04</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/the-fast-gemma-challenge-kak-vyizhat-iz-gemma-4-moe-100-tps-na-a10g-s-pomoschyu-multiagentnogo-podhoda/</loc><lastmod>2026-07-04</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-skorost-prefilling-kritichna-dlya-rag-i-pochemu-strix-halo-proigryivaet-interaktivnomu-ispolzovaniyu/</loc><lastmod>2026-07-03</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ispolzovat-subagents-v-claude-code-dlya-borbyi-s-perepolneniem-konteksta-polnoe-rukovodstvo/</loc><lastmod>2026-07-03</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/obzor-ai-brauzerov-2026-comet-ot-perplexity-i-drugie-alternativyi-chrome-i-safari/</loc><lastmod>2026-07-03</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/mxfp4-v-deepseek-v4-flash-putanitsa-formatov-i-chto-eto-znachit-dlya-polzovatelej/</loc><lastmod>2026-07-03</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-zamenit-llm-viki-na-chistyij-python-kompilyator-poshagovoe-rukovodstvo-s-kodom/</loc><lastmod>2026-07-03</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/119b-parametrov-no-mozgov---na-6b-chestnyij-test-mistral-leanstral-15-i-ego-zapusk-u-vas-doma/</loc><lastmod>2026-07-03</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/eldr---novyij-metod-dekodirovaniya-dlya-moe-kak-lokalnost-ekspertov-menyaet-pravila-igryi/</loc><lastmod>2026-07-03</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/robot-dvoretskij-za-100-instruktsiya-po-sborke-sdelaj-sam/</loc><lastmod>2026-07-03</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kozhevennaya-masterskaya-v-kvartire-ai/</loc><lastmod>2026-07-03</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/glm52-na-5x-pro-6000s-i-5090-test-proizvoditelnosti-kvantovanie-i-stoimost-zapuska/</loc><lastmod>2026-07-03</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/shest-nerasskazannyih-urokov-rag-pochemu-kosinus-ne-osnova-i-kak-stroit-retrieval-na-sql-filtratsii/</loc><lastmod>2026-07-03</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/determinirovannyij-rag-instrument-pamyati-s-recall-10-bez-vyizovov-llm---razbor-podhoda/</loc><lastmod>2026-07-03</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/fiktivnaya-ai-transformatsiya-pochemu-90-korporativnyih-vnedrenij---pustaya-trata-deneg/</loc><lastmod>2026-07-03</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ai-agentyi-v-sdlc-gonka-vooruzhenij-kotoruyu-razrabotchiki-proigryivayut/</loc><lastmod>2026-07-03</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-obojti-regionalnyie-ogranicheniya-claude-code-s-lokalnyimi-modelyami-mehanizm-anthropicbaseurl/</loc><lastmod>2026-07-03</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-ai-agentyi-ne-opravdali-ozhidanij-meta-analiz-slov-tsukerberga-i-posledstviya-dlya-industrii/</loc><lastmod>2026-07-03</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ekonomika-inferensa-llm-pochemu-dorogie-modeli-stoyat-dorogo-i-kak-eto-vliyaet-na-limityi/</loc><lastmod>2026-07-03</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-nastroit-esp-claw-na-esp32-s3-prevraschaem-mikrokontroller-v-ii-agenta-dlya-umnogo-doma/</loc><lastmod>2026-07-03</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/samovosproizvodyaschijsya-ai-cherv-pochemu-vasha-lokalnaya-model-mozhet-stat-zaraznoj/</loc><lastmod>2026-07-03</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/uskorenie-ai-na-amd-gpu-novyij-metod-generatsii-hip-yader-s-pomoschyu-rl-i-multiagentnogo-poiska/</loc><lastmod>2026-07-03</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/domashnij-server-dlya-llm-na-6x-p40-zapusk-minimax-m27-s-kvantovaniem-q3xl/</loc><lastmod>2026-07-02</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/openlumara-harness-token-effektivnaya-upryazhka-s-openai-mostom-dlya-lokalnyih-llm/</loc><lastmod>2026-07-02</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/tokenminning-kak-sokratit-rashodyi-na-ai-agentov-minimiziruya-tokenyi-bez-poteri-kachestva/</loc><lastmod>2026-07-02</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/polnoe-rukovodstvo-po-szhatiyu-dekodernyih-embedderov-ot-8b-do-prodakshena-bez-poteri-recall/</loc><lastmod>2026-07-02</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sobrat-lokalnuyu-multimedijnuyu-rpg-model-dyavolski-podrobnyij-gajd/</loc><lastmod>2026-07-02</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pervoe-nezavisimoe-testirovanie-1-bitnoj-modeli-bonsai-8b-dlya-vyizova-instrumentov-na-cpu-pobeda-nad-ibm-granite-pri-grammaticheski-ogranichennoj-dekodirovke/</loc><lastmod>2026-07-02</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-razvernut-koding-model-na-tryoh-spark-gb10-vyibor-modeli-i-stek-vllm--llama-swap/</loc><lastmod>2026-07-02</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/meta-spider-meta-vnimanie-dlya-kontrolya-povedeniya-llm---razbor-novyih-komponentov/</loc><lastmod>2026-07-02</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sozdaem-lokalnyij-bekend-dlya-npc-s-dialogami-npc-npc-na-baze-llm/</loc><lastmod>2026-07-02</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/strukturirovannyij-parsing-voprosov-v-rag-rukovodstvo-s-kodom-kotoroe-ispravlyaet-tipichnyie-oshibki/</loc><lastmod>2026-07-02</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/arhitektura-ii-agentov-v-korporativnoj-platforme-komponentyi-stsenarii-i-bezopasnost/</loc><lastmod>2026-07-02</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gfusion-10b-kak-sber-perevel-gigachat-v-diffuzionnuyu-llm-i-uskoril-generatsiyu-na-70/</loc><lastmod>2026-07-02</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-produktivizirovat-cv-sistemu-opyit-x5-tech-s-10-mln-proverok-v-mesyats/</loc><lastmod>2026-07-02</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ai-bezopasnost-v-agentnuyu-epohu-klassifikatsiya-realnyih-ugroz-i-intsidentov/</loc><lastmod>2026-07-02</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/odin-simvol-obnulyaet-prompt-caching-v-vllm-kopaem-v-ishodniki/</loc><lastmod>2026-07-02</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-postroit-ai-agenta-dlya-kompas-3d-otkaz-ot-mcp-graf-api-i-kompilyator-pod-gost/</loc><lastmod>2026-07-02</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-opredelit-ii-muzyiku-po-spektralnyim-artefaktam-algoritm-i-analitika-yandeks-muzyiki/</loc><lastmod>2026-07-02</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-detektsiya-obektov-pereshla-na-temnuyu-storonu-sber-ai-lab-vzlomala-prognozirovanie-na-aaai-2026/</loc><lastmod>2026-07-02</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ornith-35b-fp8-lokalnyij-monstr-kodinga-kotoryij-ne-prosit-interneta/</loc><lastmod>2026-07-02</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/senior-swe-bench-novyij-benchmark-kotoryij-ne-proschaet-halturu-v-ai-kodinge/</loc><lastmod>2026-07-02</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/tenstorrent-p150a-dlya-lokalnogo-ai-obzor-proizvoditelnost-i-opyit-ispolzovaniya/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/99-protiv-73-pochemu-chelovek-do-sih-por-obhodit-ii-v-chtenii-kalendarya---rezultatyi-benchmarka-multimodalnyih-llm/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/model-profiler-ot-aws-hvatit-gadat-pora-profilirovat-modeli-v-bedrock/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sobrat-polnostyu-lokalnyij-veb-issledovatelskij-ai-agent-stek-i-komponentyi/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/realno-li-zakryityie-modeli-luchshe-pereosmyislenie-sravneniya-benchmarkov-v-ai/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/persistent-latent-memory-dlya-multiagentnyih-llm-metod-ilcp-s--vae-kompressorom/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/open-source-real-time-voice-ai-pipeline-gemma-4-cerebras-i-qwen-tts---razbor-arhitekturyi/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/novyij-swe-rebench-leaderboard-kak-modeli-glm-52-qwen36-i-gemma-4-spravlyayutsya-s-zadachami-razrabotki/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/venice-ai-polnaya-shifrovka-kak-platforma-s-200-modelyami-sdelala-privatnost-glavnyim-ficherom/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kakie-lokalnyie-llm-pomeschayutsya-v-vashu-ram-polnoe-rukovodstvo-ot-8-do-128-gb-s-otkryityim-datasetom/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/claude-sonnet-5-agentnyij-apgrejd-tsenyi-i-kak-ispolzovat-v-api-i-claude-code/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/multiagentnaya-sistema-dlya-kod-revyu-kak-sokratit-vremya-ozhidaniya-s-2-dnej-do-15-minut/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/spyware-v-claude-code-kak-obnaruzhit-shpionskij-kod-skryito-natselennyij-na-kitajskih-polzovatelej/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/arhitektura-nejropoiska-discovery-ai-ot-vk-kak-obedinit-llm-i-poisk-s-zaderzhkoj-500-ms/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sobiraem-ai-agenta-s-strands-i-amazon-bedrock-polnyij-gajd-po-razvertyivaniyu-v-oblake/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/hister-gugl-dlya-ai-agenta-kotoryij-ne-slivaet-vashi-dannyie-v-oblako/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/openpangu-20-flash-kitajskij-llm-kotoryij-zastavit-vas-peresmotret-ponyatie-byistro/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ustranit-zatsiklivanie-v-qwen36-35b-i-ornith-v1-nastrojki-parametrov-dekodirovaniya/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kontekstnaya-inzheneriya-dlya-lokalnyih-llm-kak-sdelat-srednyuyu-model-nadezhnoj-za-schet-produmannogo-konteksta-i-filtratsii/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-postroit-ii-agenta-dlya-tehpodderzhki-ot-rag-k-avtonomnomu-analizu-tiketov/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/luchshie-stati-po-agentnoj-razrabotke-za-iyun-2026-podborka-prakticheskih-kejsov-i-instrumentov/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/razryiv-v-47-tochnosti-llm-kak-podacha-zaprosov-menyaet-rezultatyi-benchmarkov-na-28-i-76---eksperiment-s-gajdom-po-promptingu/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-vyibrat-samuyu-krupnuyu-model-ii-dlya-144-gb-vram-sravnenie-qwen-gemma-minimax-i-sovetyi-po-kvantizatsii/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/audiocpp-zapuskaem-vibevoice-15b-na-cggml-v-4-raza-byistree-realnogo-vremeni/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/claude-code-pomechaet-zaprosyi-steganografiej-chto-eto-znachit-dlya-privatnosti-i-bezopasnosti/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zapusk-agents-a1-gguf-35b-qwen35-moe-nvfp4-dlya-blackwell-i-mtp-speculative-decoding-s-uskoreniem-122x/</loc><lastmod>2026-07-01</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-postroit-korporativnogo-rag-assistenta-opyit-yumoney-i-arhitektura-bezopasnoj-platformyi/</loc><lastmod>2026-06-30</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/meta-reanimiruet-ddr4-kak-cxl-20-prevraschaet-staruyu-pamyat-v-zoloto-dlya-ai-infrastrukturyi/</loc><lastmod>2026-06-30</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ataka-na-ai-brauzeryi-kak-sajtyi-obhodyat-guardrails-i-pochemu-eto-ugroza-dlya-agentov/</loc><lastmod>2026-06-30</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/claude-sonnet-5-na-amazon-bedrock-koding-agentyi-novogo-pokoleniya-i-enterprise-fichi-kotoryih-zhdali/</loc><lastmod>2026-06-30</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/claude-sonnet-5-agentnyij-byudzhetnik-kotoryij-zastavit-opus-nervno-kurit-v-storonke/</loc><lastmod>2026-06-30</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/glm-52-protiv-konkurentov-na-zadachah-computer-vision-production-test-i-vyivodyi/</loc><lastmod>2026-06-30</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pagestorm-kak-lokalnaya-model-dlya-knig-zamenyaet-chatgpt-i-ne-boitsya-tormozov/</loc><lastmod>2026-06-30</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/turboocr-v3-kak-zapustit-vyisokoskorostnoj-server-ocr-na-ccuda-do-520-imgs-na-rtx-5090/</loc><lastmod>2026-06-30</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/stohasticheskij-popugaj-chto-na-samom-dele-imeli-v-vidu-bender-i-gebru-intervyu-s-avtorom-termina/</loc><lastmod>2026-06-30</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-standartizirovat-otchetyi-ob-otsenkah-ii-razbiraem-json-shemu-eee-ot-hugging-face/</loc><lastmod>2026-06-30</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/hydrahead-qwen-slomala-stereotip-o-tom-chto-vse-golovyi-vnimaniya-odinakovyi/</loc><lastmod>2026-06-30</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/meta-tajno-testirovala-chatgpt-gemini-i-characterai-na-bezopasnost-dlya-detej-chto-eto-znachit-dlya-industrii/</loc><lastmod>2026-06-30</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/agentyi-sbezhali-iz-pesochnitsyi-intervyu-s-ekspertom-po-bezopasnosti-llm-v-2026-godu/</loc><lastmod>2026-06-30</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ne-dat-vashemu-ai-agentu-szhech-ofis-agent-runtime-security-i-llm-firewall-v-2026/</loc><lastmod>2026-06-30</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/norm-preserving-abliteration-na-qwen36-35b-kak-snyat-tsenzuru-bez-poteri-kachestva-dataset-otkryit/</loc><lastmod>2026-06-30</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/google-raskusil-ai-pustyishek-kto-popadaet-v-top-15-effektivnyih-polzovatelej-i-kak-tuda-popast/</loc><lastmod>2026-06-30</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/svoya-rubashka-blizhe-k-telu-pochemu-ai-startapyi-vrode-base44-brosayut-api-i-pilyat-sobstvennyie-modeli/</loc><lastmod>2026-06-30</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-uskorit-inferens-ornith-35b-na-30-40-s-pomoschyu-spekulyativnogo-dekodirovaniya-poshagovyij-gajd-s-qwen36-35b-dflash/</loc><lastmod>2026-06-29</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/klassicheskoe-nlp-protiv-sovremennyih-llm-poshagovyij-gajd-po-identifikatsii-avtora-teksta-na-python/</loc><lastmod>2026-06-29</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-chatbot-arena-prevratilas-v-biznes-s-dohodom-100m-istoriya-kommertsializatsii-ai-benchmarka/</loc><lastmod>2026-06-29</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kvae-audio-novyij-audiotokenizator-ot-sbera-s-otkryityim-kodom---obzor-ustanovka-i-sravnenie-s-analogami/</loc><lastmod>2026-06-29</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/avtomatizatsiya-kadrovogo-dokumentooborota-s-pomoschyu-ai-opyit-smart-engines-po-sokrascheniyu-vremeni-oformleniya/</loc><lastmod>2026-06-29</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/prompt-regression-kak-pojmat-skryityie-oshibki-promptov-s-pomoschyu-avtomaticheskih-testov/</loc><lastmod>2026-06-29</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/korporativnaya-ekzamenatsionnaya-platforma-s-ai-arhitektura-generatsiya-voprosov-cherez-llm-multi-tenant/</loc><lastmod>2026-06-29</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/bolt-graphics-pokazala-gpu-s-ddr5-sodimm-nakonets-to-videopamyat-mozhno-apgrejdit/</loc><lastmod>2026-06-29</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/nasa-zagnala-chatgpt-v-protsessor-razmerom-s-ladon-zachem-astronavtam-lokalnyij-llm/</loc><lastmod>2026-06-29</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/avtonomnyij-ai-pajplajn-178-relizov-bez-chelovecheskogo-koda---opyit-i-vyivodyi/</loc><lastmod>2026-06-29</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/mqtt--timescaledb--llm-cherez-mcp-kak-zastavit-datchiki-govorit-s-nejrosetyu/</loc><lastmod>2026-06-29</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/laboratornaya-oshibka-kotoraya-mozhet-sovershit-revolyutsiyu-sozdan-effektivnyij-nejromorfnyij-chip-imitiruyuschij-nejron/</loc><lastmod>2026-06-29</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/malenkie-modeli-vs-gigantyi-kak-ne-razoritsya-na-tokenah-i-ne-poteryat-v-kachestve---gajd-2026/</loc><lastmod>2026-06-29</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/deepseek-v4-vyihodit-v-seredine-iyulya-novyie-tsenyi-na-api-i-chto-izmenitsya-dlya-razrabotchikov/</loc><lastmod>2026-06-29</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/lfm25-230m-kak-ya-poselil-yazyikovuyu-model-na-raspberry-pi-i-ona-ne-sdohla/</loc><lastmod>2026-06-29</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/eksperiment-propusk-blokov-transformera-v-llamacpp-dlya-uskoreniya-zagruzki-bez-poteri-kachestva/</loc><lastmod>2026-06-29</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-prinuditelno-privyazat-ii-k-faktam-tri-zaschitnyih-kontura-protiv-gallyutsinatsij/</loc><lastmod>2026-06-29</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/taskctx-otkryityij-plagin-dlya-claude-code-kotoryij-sam-taschit-kontekst-iz-jira-i-linear-cherez-rag/</loc><lastmod>2026-06-29</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/mica-novyij-metod-adaptatsii-v-peft-ot-hugging-face---kak-ispolzovat-minor-component-adaptation-dlya-effektivnogo-doobucheniya/</loc><lastmod>2026-06-29</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/agent-harness-dlya-malenkih-lokalnyih-modelej-kak-obojti-problemyi-s-tool-calls-i-sostoyaniem/</loc><lastmod>2026-06-29</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/musornaya-svalka-huggingface-pochemu-90-fine-tuned-modelej-ne-stoyat-vashego-mesta-na-diske/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ornith-10-35b-gguf-obnovlenie-mtp-speculative-decode-vyizhimaet-45-ts-na-rtx-4090/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sozdanie-dostupnogo-datepicker-na-react-s-ai-sravnenie-podhoda-8020-i-sistemnogo-proektirovaniya-s-agentom/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zapusk-step-37-flash-198b-moe-vision-na-43090-proizvoditelnost-kvantovanij-i-problema-mtp/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/tri-realnyie-ataki-na-ai-agentov-razbor-uyazvimostej-i-metodyi-zaschityi-owasp-asi/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/qwen36-27b-vs-opus-48-kto-napisal-vokselnyij-dvizhok-na-c-bez-frejmvorkov/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-tehnicheski-idealnyij-sajt-na-nextjs-pro-ii-mozhet-provalitsya-v-seo-razbor-oshibok-na-primere-nejropro/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/arhitektura-ii-agenta-s-zhelaniyami-kak-postroit-tsifrovogo-cheloveka-na-lokalnyih-modelyah/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/besplatnyij-api-deepseek-chat-kak-ya-sekonomil-200-v-mesyats-s-pomoschyu-revers-inzhenerii-veb-chata/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zapusk-sana-16b-v-formate-158-bit-ekstremalnoe-kvantovanie-dlya-vstraivaemyih-ustrojstv/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/buduschee-fizicheskogo-ii-pochemu-umnyie-interfejsyi-vazhnee-umnyih-robotov/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ai-tyutor-na-baze-gemini-uluchshil-uspevaemost-po-matematike-v-serra-leone-rezultatyi-rct/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ai-proektirovanie-radiochipov-kak-nejroseti-sozdayut-nevozmozhnyie-dlya-cheloveka-shemyi/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/obnovlyonnyij-benchmark-us-ban-openai-vs-anthropic---kto-bezopasnee/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/olmoearth-v11-sputnikovyie-snimki-teper-v-tri-raza-byistree---i-bez-kompromissov/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/anthropic-mythos-kak-model-dlya-koda-sprovotsirovala-pravitelstvennyij-kontrol/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gpt-56-pod-ugrozoj-blokirovki-kak-pravitelstvo-ssha-beret-kontrol-nad-ai-modelyami/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/chto-obsuzhdayut-na-reddit-pro-lokalnyih-ai-agentov-v-iyune-2026-trendyi-hajp-i-rabochie-resheniya/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ai-agent-v-bi-kak-perestat-klikat-po-200-dashbordam-i-nachat-zhit/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ffasr-leaderboard-kak-izmeryayut-realnyie-sposobnosti-asr-modelej-v-shumnyih-komnatah/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-openai-testiruet-tsepochki-myislej-gpt-55-na-predatelstvo-goblinyi-monitoring-i-system-card/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/tulongfeng-i-fugu-protiv-mythos-aziatskij-proryiv-ili-vyinuzhdennaya-zamena/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/benchmarking-agentov-gde-zakanchivayutsya-tsifryi-i-nachinaetsya-istina-rabota-s-pi-coding-agent-i-transformers/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-korporativnomu-ii-nuzhna-agentnaya-logika-reshenie-problemyi-masshtabirovaniya/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-stripe-postroil-production-grade-ai-agentov-dlya-finansovogo-komplaensa-arhitektura-uroki-i-rezultatyi/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-prevratit-ml-reshenie-v-statyu-dlya-top-konferentsii-neurips-iclr-acl-gajd-ot-issledovatelya-sber-ai/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/modifitsirovannyie-4090-na-96gb-i-5090---moshennichestvo-kak-ne-popastsya-na-udochku/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/metodyi-verifikatsii-rezultatov-nejrosetej-ot-slepogo-doveriya-k-promyishlennoj-ekspluatatsii/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/stroim-kopilota-dlya-issledovanij-belkov-estestvennyie-zaprosyi-i-vektornyij-poisk-s-amazon-bedrock-agentcore/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/llm-arbitr-v-rag-kak-odin-vyizov-modeli-zamenyaet-tselyij-pajplajn-rerankerov/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gibridnyie-modeli-vs-transformeryi-kto-tochnee-ugadyivaet-slova-razbor-na-primere-olmo-hybrid/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/issledovanie-predvzyatosti-llm-kak-modeli-otsenivayut-drug-druga-i-pochemu-qwen-predvzyatyi-k-sebe/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/dobavlenie-mcp-tools-v-reachy-mini-govorim-robotu-prinesi-kofe-i-on-delaet/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/novyij-podhod-k-enterprise-rag-filtratsiya-po-dvum-tablitsam-i-parallelnoe-detektirovanie-anchors/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/400-millionov-dokumentov-za-paru-mesyatsev-kak-huntington-bank-razgryob-dannyie-s-aws-i-ne-soshyol-s-uma/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/46-bita-kotoryie-ne-vrut-hardtanh-kesh-priznakov-i-obuchenie-bez-kompromissov/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-uluchshit-kachestvo-video-s-seedvr2-na-amazon-sagemaker-poshagovoe-rukovodstvo/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/chaplin-open-source-ai-agent-dlya-analiza-zdorovya-aws-cherez-bedrock-i-mcp/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/catastrophic-forgetting-bolshe-ne-problema-izolyatsiya-vesov-transformerov-s-otkryityim-kodom/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sozdat-mcp-server-dlya-interaktivnogo-izvlecheniya-teksta-iz-pdf-v-amazon-s3/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ispolzovat-computer-use-v-gemini-35-flash-api-bezopasnost-i-stsenarii-avtomatizatsii/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/google-gemini-35-flash-i-spark-agentyi-kotoryie-ne-spyat-mcp-na-steroidah/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-razvernut-chatgpt-podobnyij-interfejs-dlya-langgraph-agentov-na-oblachnom-gpu-s-vllm-i-mcp/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gbdt-vs-llm-dlya-frod-detektsii-benchmark-latentnosti-stoimosti-i-determinizma-hajp-umer/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-nastroit-yolo-agentov-na-otdelnom-mac-mini-bezopasnaya-agentskaya-razrabotka-pod-ios/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/deepseek-v4-kak-open-source-moe-s-1m-kontekstom-perevorachivaet-pravila-igryi/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/context-graph-memory-dlya-multiagentov-889-tochnosti-pri-269-tokenah-na-zapros---novyij-standart-pamyati/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/avtomaticheskoe-redaktirovanie-dokumentov-s-pomoschyu-qwen-25-27b-i-pi-agenta-poshagovoe-rukovodstvo/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/mellum2-obzor-12b-mixture-of-experts-modeli-jetbrains-s-aktivnyimi-25b-parametrami/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/cuga-ot-ibm-sobiraem-ai-agenta-za-10-minut-bez-boli-legkij-open-source-karkas-kotoryij-horonit-langchain-s-kodom/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sudya-kotoryij-sudit-svoih-issledovanie-vskryilo-sistemnuyu-predvzyatost-llm-pri-otsenke/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/modelregistry-kak-ya-perestal-zhdat-zagruzki-llm-i-polyubil-torrentyi-s-rezervnyim-planom/</loc><lastmod>2026-06-28</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ekstremalnaya-llm-sborka-4-modifitsirovannyih-4090-s-48-gb-i-128-gb-ddr5---realnost-ili-bezumie/</loc><lastmod>2026-06-27</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/chatgpt-multi-pane-kak-skrestit-chatgpt-s-mnogookonnostyu-i-zabyit-o-limitah-codex/</loc><lastmod>2026-06-27</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sber-sluchajno-dokazal-chto-ii-ne-umeet-dumat-razbor-metodologicheskih-oshibok-v-state-laboratorii-nejronauk/</loc><lastmod>2026-06-27</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/fajntyuning-na-potrebitelskom-zheleze-v-2025-godu-vozvraschenie-k-istokam-ili-novyij-vitok-prakticheskoe-rukovodstvo-s-unsloth-i-qlora/</loc><lastmod>2026-06-27</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ragpad-terminalnyij-bloknot-s-lokalnyim-ii-kotoryij-ne-slivaet-vashi-zametki/</loc><lastmod>2026-06-27</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-routing-layer-dlya-optimizatsii-ai-zatrat-mozhet-slomat-produkt-realnyij-kejs-i-arhitekturnyie-patternyi/</loc><lastmod>2026-06-27</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ostorozhno-moshennichestvo-fejkovyie-96gb-rtx-40905090-dlya-ai-zadach/</loc><lastmod>2026-06-27</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kitaj-i-yaponiya-vryivayutsya-obzor-modelej-tulongfeng-i-fugu-na-fone-begstva-ot-anthropic/</loc><lastmod>2026-06-27</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ai-poisk-klientov-dlya-it-kak-ne-utonut-v-chatah-i-zayavkah/</loc><lastmod>2026-06-27</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/spectralquant-vyizhimaet-965-tochnosti-bf16-iz-q4km-kak-kalibrovka-chinit-kvantovanie-dlya-qwen35-08b/</loc><lastmod>2026-06-27</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sozdat-bota-dlya-statisticheskogo-arbitrazha-bez-programmirovaniya-s-pomoschyu-ai-agentov-polnyij-gajd/</loc><lastmod>2026-06-27</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zhelezo-dlya-nejrosetej-kak-sobrat-rabochee-mesto-pod-ai-zadachi-bez-lishnego-shuma/</loc><lastmod>2026-06-27</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/contextforge-sdk-dlya-beskonechnogo-konteksta-llm-s-dolgosrochnoj-pamyatyu---obzor-i-ustanovka/</loc><lastmod>2026-06-27</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-zamenit-google-vision-na-lokalnuyu-qwen-model-dlya-raspoznavaniya-chekov-poshagovyij-gajd/</loc><lastmod>2026-06-26</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/nemotron-3-super-120b-a12b-gibrid-mambamoe-s-idealnyim-needle-retrieval-do-504k-tokenov-na-43090/</loc><lastmod>2026-06-26</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-zapustit-4b-model-lokalno-pajplajn-distill-on-idle-dlya-assistenta-pamyati-na-ustrojstve/</loc><lastmod>2026-06-26</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/skalpel-dlya-golosa-kak-sobrat-lokalnyij-meditsinskij-stenograf-na-macbook-bez-interneta-i-kompromissov/</loc><lastmod>2026-06-26</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/obzor-knigi-domain-specific-small-language-models-chto-nuzhno-znat-praktikam/</loc><lastmod>2026-06-26</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-raspoznat-nejroslop-i-ochistit-tekst-cheklist-markerov-i-instrumentyi-redaktirovaniya/</loc><lastmod>2026-06-26</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-prevratit-lokalnuyu-llm-v-agenta-s-instrumentami-poshagovoe-rukovodstvo-s-gemma-4-i-ollama/</loc><lastmod>2026-06-26</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/nejrosajtyi-dlya-biznesa-kak-ai-sajtyi-povyishayut-konversiyu-i-uskoryayut-izmeneniya/</loc><lastmod>2026-06-26</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-obedinit-rtx-5080-i-rtx-4060-dlya-inferensa-llm-gajd-po-geterogennoj-sborke/</loc><lastmod>2026-06-26</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/issledovanie-anthropic-pochemu-ekspertyi-predmetnoj-oblasti-vyiigryivayut-u-programmistov-v-ai-agentah/</loc><lastmod>2026-06-26</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/retsept-ot-katastroficheskogo-zabyivaniya-izolyatsiya-vesov-vmesto-obschih-parametrov---razbor-metoda-i-kod-na-github/</loc><lastmod>2026-06-26</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/belyij-dom-zastavlyaet-openai-otlozhit-reliz-gpt-56-chto-proishodit-i-chto-eto-znachit-dlya-polzovatelej/</loc><lastmod>2026-06-26</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/upravlenie-izolirovannyimi-okruzheniyami-agentov-arhitektura-lifecycle-v-orkestrovom-frejmvorke/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-zapustit-vllm-server-na-hugging-face-jobs-odnoj-komandoj-poshagovoe-rukovodstvo/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/patronus-ai-poluchil-50m-simulyatsii-digital-worlds-vmesto-testov-na-zhivyih-lyudyah/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-vektornyij-rag-ne-spravlyaetsya-s-pamyatyu-agentov-kontekstnyij-graf-dayot-89-tochnosti-protiv-50/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/retrofit-legacy-servisov-kak-dobavit-a2a-i-mcp-poverh-rest-api-bez-perepisyivaniya-koda/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/besplatnyij-meditsinskij-rag-api-dlya-lokalnyih-llm---byistryij-dostup-k-faktam-bez-gpu/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/notion-mail-zakryivaetsya-kak-ai-agentyi-dobivayut-klassicheskie-pochtovyie-klientyi/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-gbdt-vsyo-eschyo-luchshe-llm-dlya-real-time-frod-detektsii-polnyij-benchmark-s-otkryityim-kodom/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ne-zhdi-poka-claude-podorozhaet-taschim-artefaktyi-na-lokalnyie-modeli---gotovyij-repozitorij-i-instruktsiya/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/optimizatsiya-obucheniya-modelej-na-sagemaker-s-nvidia-blackwell-prakticheskie-nastrojki-batch-size-precision-i-checkpointing/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gibridnyie-llm-vs-transformer-kakie-tokenyi-predskazyivayut-luchshe-razbor-olmo-hybrid/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/un0-novyij-ai-chip-obeschaet-energoeffektivnost-kak-u-kalkulyatora-verim/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-zapustit-3-ai-agenta-s-raznyimi-llm-na-odnom-starom-gpu-gtx-1080-8gb-reshenie-problemyi-nehvatki-pamyati/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sozdayom-repl-dlya-llm-na-chistom-bash-tutorial-s-curl-jq-i-pipes/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zapusk-glm-52-gguf-na-consumer-zheleze-492gb-model-na-threadripper-i-rtx-5090/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/23b-na-ai-agentov-iz-videoigr-kak-general-intuition-obuchaet-robotov-na-fortnite-i-realnyih-dannyih-za-8-minut/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ornith-10-397b-moe-kotoryij-vyikachaete-na-noutbuk-sota-bez-podvoha/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/llm-sandbox-realizatsiya-agenta-s-docker-pesochnitsej-dlya-bezopasnogo-ispolneniya-koda/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/novyij-sempler-i-verifikator-dlya-llamacpp-delaem-iz-05b-monstra-kodinga-bez-doobucheniya/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-snyat-tsenzuru-s-gemma-4-12b-bez-poteri-intellekta-obzor-metoda-opus47-i-cot-doobucheniya/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-validirovat-nvidia-h100-pcie-sravnenie-s-h100-nvl-na-servere-yadro-benchmarki-i-komandyi/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/loop-engineering-kak-avtomatizirovat-prompting-ai-agentov-s-pomoschyu-pyati-bazovyih-blokov/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/q4-protiv-q8-dlya-gemma-4-31b-na-4090-tupoj-benchmark-kotoryij-vsyo-rasstavil-po-mestam/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sravnenie-ai-agentov-na-slozhnoj-zadache-realnyij-benchmark-depixelizing-pixel-art/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zapusk-glm-52-s-mtp-speculative-decoding-na-4-dgx-spark-sborka-vllm-i-triton-yadra/</loc><lastmod>2026-06-25</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gefen---novaya-zamena-adamw-kak-snizit-potreblenie-pamyati-na-8x-pri-obuchenii-nejrosetej-github--instruktsiya/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/tokenov-bolshe-net-kak-kompanii-vvodyat-kvotyi-na-ii-i-pochemu-accenture-zapreschaet-sotrudnikam-delat-prezentatsii-cherez-nejroseti/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-zapustit-sdxl-v-brauzere-s-webgpu-open-source-reshenie-dlya-lokalnoj-generatsii-izobrazhenij/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-poluchit-besplatnyij-gpt-4-api-cherez-reversing-windows-copilot/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sipp-llm-v-brauzere-bez-serverov---kak-umestit-gigabajtyi-v-veb-stranitsu/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/grep-graf-ili-lsp-chto-deshevle-i-tochnee-dlya-konteksta-kodovogo-agenta-rezultatyi-936-progonov-na-apache-superset/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sravnenie-llm-dlya-prodayuschih-botov-na-russkom-test-10-modelej-i-luchshie-po-tsenekachestvu-deepseek-v4-flash/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-izolirovat-ii-agent-v-docker-sandbox-poshagovoe-rukovodstvo-po-bezopasnosti/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/uskorenie-fine-tuning-moe-modelej-s-nvidia-nemo-automodel-37x-byistree-i-32-pamyati/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/chzhou-huni-vskryil-pravdu-ai-agentyi-shtampuyut-uyazvimosti-byistree-chem-myi-ih-zakryivaem/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/openai-pokazala-jalapeo-svoj-chip-svoj-mir-i-proschaj-nvidia/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ii-proektiruet-radiochipyi-kotoryie-chelovek-ne-mozhet-predstavit-obzor-metoda-obratnogo-proektirovaniya/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/nex-n2-mini-ultra-uncensored-heretic-model-kotoraya-dumaet-kak-agent-i-plyuet-na-zapretyi/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/anchor-detection-dlya-rag-parallelnyij-poisk--odin-llm-vyizov---arhitektura-i-kod/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zapusk-javascript-iz-llm-v-brauzere-novaya-ficha-llamacpp-web-ui-cherez-web-workers/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/qwen-agentworld-35b-a3b-novaya-model-dlya-agentov-i-kodinga---obzor-benchmarkov/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/baidu-unlimited-ocr-raspoznavanie-dokumentov-lyuboj-dlinyi-za-odin-prohod---pervyij-obzor/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-otuchit-llm-pridumyivat-tsifryi-metod-borbyi-s-gallyutsinatsiyami-v-analize-dannyih-s-pomoschyu-claude-desktop-i-mcp-servera/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/llamacpp-granit-embeddingi-i-vulkan---tri-kita-novogo-reliza/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/spring-data-jdbc-skill-dlya-ai-agentov-kak-poluchit-kachestvo-opus-za-kopejki/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sozdat-personalnyij-benchmark-llm-na-osnove-svoih-sessij-i-sekonomit-v-37-raz/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/generatsiya-api-avtotestov-iz-swagger-s-pomoschyu-openapi-generator-cursor-i-claude-code-polnoe-rukovodstvo/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/besplatnaya-svyazka-dlya-ai-agentov-kak-zamenit-dorogoj-context7-lokalnyim-mcp-serverom-zameryi-8-alternativ/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ai-agentyi-razgonyayut-sdlc-do-upora-kejs-aws-i-trevozhnyie-tsifryi-issledovaniya-2026/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/qwen-agentworld-35b-a3b-mir-v-35-milliardov-gde-aktivnyi-tolko-3/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-generirovat-avtotestyi-s-pomoschyu-ii-opyit-pilota-uroki-i-luchshie-praktiki/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/650-meditsinskih-ner-modelej-na-mac-kak-mlx-razgonyaet-pytorch-v-30-raz/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/mimo-25-na-dvuh-rtx-pro-6000-kontekst-razmerom-s-vojnu-i-mir-za-sekundu/</loc><lastmod>2026-06-24</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/minimax-27-na-gibridnoj-pamyati-96gb-vram--192gb-ddr5-test-proizvoditelnosti-i-tehnika-reap/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/nvidia-obeschaet-15x-uskorenie-diffuzionnyih-modelej-chto-eto-znachit-dlya-lokalnogo-zapuska/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/openmythos-kak-novyij-benchmark-razoblachaet-hvalenyie-lokalnyie-llm/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-najti-yazyik-myislej-v-llm-eksperimentalnoe-issledovanie-activation-steering-na-modelyah-7b/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/glm-52-na-mac-studio-s-512-gb-prefill-100-ts-i-nikakih-kompromissov/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/claude-tag-v-slack-tsifrovoj-stalker-ili-idealnyij-kollega/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/deshevyie-api-modeli-na-openrouter-skryitoe-kvantovanie-i-ekonomika-na-primere-glm-52/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-realizovat-multi-tenancy-s-amazon-bedrock-agentcore-poshagovoe-rukovodstvo-s-primerami-koda/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/karta-kitajskih-startapov-ai-chipov-kto-uzhe-postavlyaet-h100h200-klass-i-vyishel-na-ipo/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/vibethinker-3b-kak-malenkaya-model-obhodit-opus-45-v-rassuzhdeniyah---razbor-metoda-sftgrpo/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-poisk-v-rag-dolzhen-byit-filtratsiej-a-ne-poiskom-novaya-mentalnaya-model-s-tablitsami/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-myi-nauchili-ii-chitat-kod-assistent-na-kodovoj-baze-zvuka/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sravnenie-cpu-modelej-tts-2026-kokoro-82m-vs-supertonic-3-vs-inflect-nano---proizvoditelnost-i-utmos/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sozdayom-agentnyie-prilozheniya-s-cuga-obzor-24-rabochih-primerov-na-lyogkom-karkase-ot-ibm/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/lokalnyij-ai-koding-agent-na-gemma-4-i-opencode-poshagovaya-nastrojka/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sobrat-zhivuyu-infrastrukturu-s-pomoschyu-ii-agentov-bez-kubernetes-i-devops-poshagovoe-rukovodstvo/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/razbor-baga-codex-kak-ai-agent-unichtozhal-ssd-logami-i-kak-eto-ispravit/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-zastavit-claude-code-pomnit-i-slushatsya-skills--mcp-protiv-haosa-v-kontekste/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ezhenedelnyie-relizyi-pypi-s-ai-i-open-source-poshagovoj-gajd-ot-huggingface/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/bezopasnost-ii-agentov-pochemu-system-prompt-ne-zaschischaet-i-chto-delat/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kisinwi-automl-na-multiagentah---kto-tut-glavnyij/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/arhitektura-nejroseti-na-c-bez-frejmvorkov-polnyij-razbor-kejsa-prognozirovaniya-vvp/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zapusk-minimax-m3-eagle3-na-llamacpp-konvertatsiya-v-gguf-i-uskorenie-inferensa-s-pomoschyu-draft-modeli/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/eu-ai-act-obyazatelnoe-vodyanoe-markirovanie-teksta-s-avgusta-2025---chto-nuzhno-znat-razrabotchikam-i-provajderam/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/114k-strok-koda-ot-ai-kak-ya-ne-dal-proektu-razvalitsya-kogda-kontekst-lopnul/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/microsoft-fast-context-open-source-uskoritel-kotoryij-perevernul-predstavlenie-o-dlinnyih-kontekstah/</loc><lastmod>2026-06-23</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kontrastivnyij-kovektor-hirurgicheskij-skalpel-dlya-refusal-napravleniya-v-llm-kotoryij-ne-kalechit-model/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/qt-creator-20-lokalnyij-ai-v-oflajne---kogda-ide-sama-dopisyivaet-kod-bez-otpravki-dannyih-v-oblako/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ne-dat-ai-agentu-slomat-kod-praktika-ruchnogo-merzha-i-granits-otvetstvennosti/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/google-deepmind-investiruet-75-mln-v-a24-chto-eto-znachit-dlya-ai-v-kinoindustrii/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/mythos-pod-zamkom-kak-pravitelstvo-ssha-ostanovilo-eksport-ii-modeli-anthropic/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/avtomatizatsiya-generatsii-kontenta-s-comfyui-na-aws-sagemaker-poshagovoe-rukovodstvo-s-aws-cdk/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/poddelnyie-tesla-v100-kak-kitajskie-hakeryi-sozdayut-deshevyie-klonyi-gpu-i-stoit-li-ih-pokupat/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/moebius-02b-model-dlya-image-inpainting-s-proizvoditelnostyu-na-urovne-10b---ustanovka-i-testirovanie/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/reasoner-bez-llm-obuchaemyij-nejronnyij-vsa-na-16-kb-dlya-multi-hop-qa/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/qwen36-27b-na-chetyiryoh-frejmvorkah-odinakovyij-prompt-raznyij-rezultat/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/besplatnaya-zamena-context7-sravnenie-8-instrumentov-dlya-docs-mcp-i-sborka-lokalnoj-svyazki-s-neuledge/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zoloto-na-mle-bench-kak-ya-poteryal-kod-i-vernul-ego-logirovaniem/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/glm-52-ud-iq1m-na-50903090-ti-rezultatyi-testa-skorosti-predobrabotki-i-dekodirovaniya/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-zapustit-deepseek-r1-na-otechestvennyih-arm64-protsessorah-i-nvidia-a100-v-zakryitom-konture-instruktsiya-dlya-otchayannyih/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sdelat-mcp-server-iz-spring-servisa-za-vecher-poshagovoe-rukovodstvo-s-kodom/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ii-agent-dlya-prodazh-na-nestjs-i-bullmq-arhitektura-kotoraya-ne-razvalitsya-v-pervyij-zhe-den/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sozdanie-ii-assistenta-s-dolgovremennoj-pamyatyu-i-agentami-polnyij-gajd-po-realizatsii-na-ollama-i-rag/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/skill-compass---huk-dlya-claude-code-kotoryij-sam-nahodit-nuzhnyie-skillyi-i-vam-ne-nuzhno-gadat/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/elmur-na-iclr-2026-kak-dolgovremennaya-pamyat-dlya-robotov-dobivaet-kvadratichnoe-proklyatie-vla/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/avtootsenka-vebinarov-s-llm-sudej-konvejer-na-whispercpp-i-claude-code-za-nedelyu/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/capability-based-testirovanie-llm-agentov-edinyij-nabor-testov-dlya-neskolkih-assistentov/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/lokalnyij-ai-perevodchik-s-potokovyim-vyivodom-sobiraem-open-source-reshenie-kotoroe-ne-slivaet-dannyie/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/local-llm-inference-optimization-polnoe-rukovodstvo-s-komandami-i-tehnikami/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/meta-spider-novyij-frejmvork-na-meta-vnimanii-dlya-llm-i-agentov---obzor-i-zapusk-cherez-llamacpp/</loc><lastmod>2026-06-22</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/luchshie-lokalnyie-modeli-text-to-image-test-192-promptov-i-metodologiya-sravneniya/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/numa-mirror-v-llamacpp-kak-vyizhat-maksimum-iz-mnogosoketnyih-serverov-bez-boli/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/obnovlenie-benchmarka-vlm-kto-teper-korol-lokalnogo-zreniya/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/qwen-36-27b-abliterated-udalenie-bezopasnostnyih-ogranichenij-s-minimalnoj-poterej-kachestva/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/tool-calling-function-calling-v-llm-kak-ai-agentyi-reshayut-kakoe-dejstvie-vyipolnit---polnoe-rukovodstvo/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/obuchil-500m-llm-i-330m-generator-izobrazhenij-s-nulya-chestnyij-rasskaz-o-tom-chto-ne-pishut-v-blogah/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ai-agent-napisal-kod-tyi-uveren-chto-on-ne-unichtozhit-tvoyu-sistemu-pesochnitsa-docker-microvm-ili-wasm/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sobiraem-analog-firebase-na-open-source-poshagovyij-tutorial-s-kodom/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ii-agentyi-avtomatiziruyut-bekportyi-v-valkey-opyit-forka-redis/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ternarnyie-nejroseti-na-mikrokontrollerah-razbor-grablej-pri-obuchenii-vit-cnn-i-rnn/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sud-na-ai-detektsiyu-oruzhiya-sistema-omnilert-ne-srabotala---uroki-dlya-integratorov/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ferc-zatyagivaet-gajki-novyie-pravila-dlya-ai-datatsentrov-udaryat-po-energosisteme-byistree-chem-vyi-dumaete/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/vrachi-znakomtes-vash-novyij-kollega---llm-kotoryij-stavit-diagnozyi-tochnee-vas/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zaschita-avtorskih-prav-muzyikantov-v-epohu-ai-kak-rabotayut-sistemyi-atributsii-sureel-i-soundverse/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/informatsionno-orientirovannoe-proektirovanie-sistem-vizualizatsii-novyij-frejmvork-otsenki/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/inference-zolotaya-lihoradka-kak-baseten-privlek-15b-i-pochemu-eto-vazhno-dlya-vyibora-provajdera-ai-inferensa/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/100-rl-avtomobilej-dlya-sglazhivaniya-trafika-praktika-masshtabnogo-razvertyivaniya/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/snarkroute-stroim-nodovyie-redaktoryi-dlya-ai-kotoryie-ne-privyazanyi-k-fabrike/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/anthropic-zamorozil-tsenyi-na-claude-agent-sdk-razbiraemsya-chto-vyigodnee---podpiska-ili-api/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/shpionyi-v-karmane-kak-vredonosnyie-skills-dlya-ii-agentov-voruyut-vashi-dannyie/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/google-io-2026-agentyi-muzyika-i-video---sundar-pichai-peresobiraet-poiskovik/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/krizis-tokenmaxxing-v-amazon-kogda-metriki-ai-nanosyat-otvetnyij-udar/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-izbezhat-sboev-v-json-shemah-pri-ispolzovanii-fallback-modelej-v-ai-agentah-retsept-s-python-realizatsiej/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sovremennyij-stek-rag-2025-otkaz-ot-enkoderov-v-polzu-llm-i-perehod-na-sglang/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/google-ai-ultra-za-100-razrabotchiki-vash-novyij-karmannyij-superkompyuter/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gemini-31-flash-lite-cli-dlya-integratsii-s-gmail-drive-i-docs---ustanovka-i-pervyie-primeryi/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/1-mln-tokenov-opus-46-deepseek-glm-5---kto-ne-poteryaet-seredinu-vashego-dogovora/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-otklyuchit-ai-v-google-docs-poshagovaya-instruktsiya-po-udaleniyu-gemini-i-drugih-navyazchivyih-funktsij/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/occ-rag-malenkie-modeli-kotoryie-otvechayut-tolko-po-delu-06b-i-17b/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/longconspectwriter-kak-vyizhat-konspekt-lektsii-iz-8-gb-i-ne-poteryat-seredinu/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/how-to-reduce-ai-sycophancy-lessons-from-oxfords-study-on-warm-vs-truthful-ai/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/integratsiya-nemotron-35-content-safety-nastrojka-multimodalnoj-bezopasnosti-dlya-enterprise-ai/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sozdanie-kastomnogo-gstreamer-plagina-dlya-nvidia-deepstream-na-python-kak-obojti-nvinfer-i-vzyat-kontrol-nad-metadannyimi/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/porog-ottoka---eto-tsenovoe-reshenie-kak-nastroit-churn-threshold-s-uchyotom-stoimosti-uderzhaniya-i-poter/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/prodvinutyij-rag-dispetcherizatsiya-voprosov-s-profilirovaniem-dokumenta-strategiej-chankov-i-auditom-na-osnove-gpt-41/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/mistral-small-4-otkryityij-moe-zver-s-rassuzhdeniem-kartinkami-i-kodom---kak-priruchit-lokalno/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-cloudflare-postroila-ai-revyu-koda-v-masshtabe-ci-orkestratsiya-s-opencode/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/avtomaticheskoe-obnaruzhenie-sboev-ai-agentov-i-analiz-pervoprichin-s-strands-evals-sdk/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/rtx-5090-msi-500w-appetit-i-smertelnyij-izgib-kabelya---instruktsiya-po-vyizhivaniyu/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/subquadratic-subq-proryiv-v-skorosti-i-kontekste-llm---analiz-zayavlenij-i-nezavisimyih-testov/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/cocoindex-code-semanticheskij-poisk-po-kodu-dlya-ai-agentov-za-dve-komandyi/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/dreamx-world-10-kamera-v-karmane-u-modeli-mira---i-nikakih-skleek/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/semantic-memory-sozdayom-lokalnuyu-bazu-znanij-na-rust-s-vektornyim-poiskom-i-mcp-serverom/</loc><lastmod>2026-06-21</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/polnyij-gajd-po-vnutrennostyam-llm-ot-tokenizatsii-do-prodakshena-na-primere-gemma-4-12b/</loc><lastmod>2026-06-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ternml-zapusk-nejrosetej-na-mikrokontrollerah-bez-fpu-za-36-rublej---rukovodstvo-i-benchmarki/</loc><lastmod>2026-06-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/nobelevskij-laureat-dzhon-dzhamper-alphafold-uhodit-iz-deepmind-v-anthropic-chto-eto-znachit-dlya-industrii-ai/</loc><lastmod>2026-06-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/exl3-teper-na-mac-apple-silicon-snimaet-proklyatie-cuda-dlya-vyisokotochnyih-llm/</loc><lastmod>2026-06-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/optimizatsiya-rag-dlya-pdf-kak-izvlekat-tekst-iz-izobrazhenij-bez-lishnih-zatrat-na-vision-llm/</loc><lastmod>2026-06-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/avtomaticheskaya-narezka-dokladov-v-vertikalnyie-video-pajplajn-s-whisper-llm-i-ffmpeg/</loc><lastmod>2026-06-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/glm-52-ud-iq2m-etot-kitaets-risuet-svg-na-vashem-noutbuke-poka-vyi-pete-chaj/</loc><lastmod>2026-06-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/arhitektura-sajta-pod-upravleniem-ii-mcp-server-llm-i-versionirovanie-kontenta---razbor-po-kostochkam/</loc><lastmod>2026-06-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/rag-stek-2026-kak-zamenit-enkoderyi-i-rerankeryi-na-llm---polnyij-gajd-po-novomu-pajplajnu/</loc><lastmod>2026-06-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/glm-52-kitajtsyi-snova-pyitayutsya-na-etot-raz---s-effektivnostyu-98-i-vdvoe-menshim-rashodom-tokenov/</loc><lastmod>2026-06-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-dat-lokalnomu-ai-agentu-veb-dostup-bez-platnyih-api-poshagovaya-nastrojka-searxng--scrapling/</loc><lastmod>2026-06-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sobrat-ii-personazha-na-python-openrouter-dolgosrochnaya-pamyat-i-golos-za-vyihodnyie/</loc><lastmod>2026-06-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/attention-algebra-kogda-grammatika-teksta-prevraschaetsya-v-muzyiku-sfer/</loc><lastmod>2026-06-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ne-pudri-mne-mozgi-grep-kak-cocoindex-code-nashel-to-chto-iskal-claude-code/</loc><lastmod>2026-06-20</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/python-314-jit-kompilyator-i-otklyuchenie-gil---kak-uskorit-skriptyi-bez-izmeneniya-koda/</loc><lastmod>2026-06-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/dve-radeon-r9700-vllm-i-proklyatyij-long-context-kak-ya-zastavil-rdna4-rabotat-s-128k-tokenov/</loc><lastmod>2026-06-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-zaschitit-dannyie-ot-opasnyih-ai-skillov-razbor-ataki-na-awscredentials-i-drugie-sekretyi/</loc><lastmod>2026-06-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-dobavit-veb-poisk-v-ii-agentov-na-aws-nastrojka-web-search-on-amazon-bedrock-agentcore-s-mcp/</loc><lastmod>2026-06-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/proval-ai-modelej-dlya-zametok-propuski-huzhe-gallyutsinatsij---rezultatyi-benchmarka-8-modelej/</loc><lastmod>2026-06-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gpu-resident-top-k-dlya-agentic-rag-kak-zapustit-similarity-search-na-gpu-i-uskorit-retrieval-v-857x/</loc><lastmod>2026-06-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/novyij-agentnyij-benchmark-claude-fable-i-glm-52-lidiruyut-v-svoih-kategoriyah---chto-eto-znachit-dlya-razrabotchikov/</loc><lastmod>2026-06-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/startap-subquadratic-zayavlyaet-o-proryive-model-subq-v-12-raz-byistree-i-deshevle---razbor-dokazatelstv-i-skepsisa/</loc><lastmod>2026-06-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ustojchivyij-llm-pajplajn-realizatsiya-fallback-provajdera-cherez-fsm-s-llm-nano-vm/</loc><lastmod>2026-06-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/agentskij-northminicode-v-opencode-na-domashnem-servere-sobiraem-llamacpp-s-cohere2moe-i-razgonyaem-dva-rtx-5060-ti/</loc><lastmod>2026-06-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/occ-rag-kompaktnyie-modeli-dlya-chestnogo-rag-bez-gallyutsinatsij---obzor-i-gajd-po-zapusku/</loc><lastmod>2026-06-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/vajb-inzhiniring-vs-cline-kak-llm-agentyi-vshivayut-reklamu-v-vash-kod-i-portyat-proekt/</loc><lastmod>2026-06-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ai-agentyi-lomayut-git-flow-obzor-cursor-origin-zed-deltadb-i-gitlab-project-switch/</loc><lastmod>2026-06-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/glm-52-744b-zapusk-2-bitnoj-versii-na-43090---benchmarki-i-pochemu-iq1m-ne-uskoril-vyivod/</loc><lastmod>2026-06-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/nejrosajtyi-chto-eto-kak-rabotayut-i-skolko-stoyat-chast-1/</loc><lastmod>2026-06-19</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/qwopus-36-27b-coder-v-2-bitnom-gguf-zapusk-agentnogo-kodinga-na-videokartah-do-10gb/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-revyuit-ai-kod-strategii-avtomatizatsii-i-ruchnogo-kontrolya-v-2026/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/mosaicleaks-kak-sohranit-privatnost-dannyih-v-deep-research-agentah/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ya-stroil-ai-mastera-dlya-d-and-d-i-ne-umer-ot-perepolneniya-konteksta/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/claude-fable-5-polnyij-obzor-vozmozhnostej-kodinga-do-zapreta-pravitelstvom/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/laguna-m1-obzor-225b-moe-modeli-ot-poolside---kvantovanie-i-lokalnyij-zapusk/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/diy-kak-podklyuchit-gazovyij-sensor-k-llm-sempleru-dlya-dinamicheskogo-izmeneniya-temperaturyi-i-topp/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/obnovlenie-mistralrs-v0810-kak-zapuskat-agentnyie-skillyi-cherez-v1skills/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ustanovka-chistoj-ubuntu-2604-na-asus-gx10-klon-dgx-spark-reshenie-problem-s-energopotrebleniem-i-zfs/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/beyond-lora-kak-vyibrat-luchshij-metod-peft-dlya-tonkoj-nastrojki-modelej/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/dispetcherizatsiya-rag-kak-parsit-voprosyi-vyibirat-strategiyu-chankinga-i-tir-modeli/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/nvfp4-kv-cache-quantization-32gb-vram-teper-hvataet-dlya-qwen-27b-s-polnyim-kontekstom/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-nastroit-avtosvodku-dnya-iz-activitywatch-i-drugih-istochnikov-polnoe-rukovodstvo-s-konfigami/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-zapustit-gaia---frejmvork-amd-dlya-ii-agentov-na-ryzen-ai-ustanovka-i-primeryi/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/open-source-modeli-obognali-proprietarnyie-po-dole-na-openrouter---analiz-ryinka-za-3-mesyatsa/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/oshibki-pri-sozdanii-meditsinskogo-servisa-na-llm-4-kejsa-iz-prodakshna-i-kak-ih-ispravit/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sborka-domashnego-ai-servera-za-25-tyisyach-rublej-zapuskaem-qwen-code-dlya-lokalnogo-kodinga/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sozdat-ai-assistenta-dlya-biznes-analiza-po-babok-na-osnove-lyubyih-llm-obzor-ainalitik-v2/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/golosovoj-ai-bot-dlya-telemeditsinyi-twilio-i-llm-bez-kompromissov/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pishem-koding-agenta-na-swift-vnutrennee-ustrojstvo-tsikl-agenta-i-upravlenie-kontekstom/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/geo-v-2026-kak-popast-v-otvetyi-chatgpt---tehnicheskij-razbor-mehaniki-tsitirovaniya/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ii-ne-zamenit-arhitektora-kak-agentnyie-sistemyi-peresobirayut-arhitekturu-po---opyit-goda/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kompilyatsiya-yolov8n-v-hef-dlya-hailo-8l-na-raspberry-pi-5-poshagovoe-rukovodstvo/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-block-pishet-15-koda-cherez-ai-agentov-razbor-arhitekturyi-builderbot-i-otkryitogo-frejmvorka-goose/</loc><lastmod>2026-06-18</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/clean-architecture-dlya-ai-agentov-kak-perestroit-typescript-proekt-chtobyi-claude-code-ne-lomal-kod/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-ai-adopshn-plohaya-metrika-razbor-oshibok-izmereniya-produktivnosti-ot-tehnicheskogo-direktora/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/lemonade-v108-avtoupravlenie-pamyatyu-oblachnyij-offload-i-vyizov-lokalnyih-modelej-kak-mcp-instrumentov---polnyij-obzor-novyih-fich/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/tokenmaxxing-i-roi-ai-kak-predpriyatiya-pereosmyislivayut-zatratyi-na-iskusstvennyij-intellekt-intervyu-s-nea/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/glm-52-nauchilsya-snimat-kino-kitajskaya-open-source-model-teper-generiruet-video/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/deep-research-codex-kak-sobrat-lokalnyij-deep-research-agent-za-kopejki/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/osvobozhdaem-vram-posle-zapuska-llm-no-mmap-i-mlock-kak-lekarstvo-ot-utechki-pamyati-v-llamacpp/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/llamacpp-b9680-web-ui-ischez-razrabotchiki-molchat-a-server-ne-rabotaet/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/molmomotion-otkryitaya-model-dlya-predskazaniya-3d-dvizheniya-obektov-po-tekstu/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-proektirovat-arhitekturu-dlya-ii-kodirovaniya-opyit-resheniya-problemyi-rosta-kontekstnogo-okna/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/agentic-resource-discovery-ard-novyij-standart-dlya-dinamicheskogo-poiska-instrumentov-ii-agentov-ot-microsoft-google-i-hugging-face/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-postroit-llm-s-nulya-poshagovoe-rukovodstvo-ot-bigram-do-transformer/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/vyizhat-soki-iz-malenkoj-llm-kak-rust-i-candle-prevraschayut-byudzhetnyie-modeli-v-zverej/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zapusk-trellis2-na-mac-nativnyij-mlx-port-dlya-generatsii-3d-iz-izobrazheniya/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/google-amie-pereigral-vrachej-na-ih-pole-chto-pokazalo-issledovanie-v-nature/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/xdof-startap-za-70m-kotoryij-reshil-glavnuyu-problemu-robotov---dannyie/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sozdavat-llm-agentov-bez-frejmvorkov-prototipirovanie-workflow-na-python-i-openai-api/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/matematicheskaya-dubinka-protiv-gallyutsinatsij-pramaana-labs-poluchila-dengi-ot-khosla-ventures-na-verifikatsiyu-llm/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/glm-52-744b-monstr-s-mit-litsenziej---kak-distillyatsiya-perevernet-lokalnyij-ai/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/lokalnyij-llm-agent-pishet-raytraced-fps-na-c-tehnika-headless-screenshot-loops/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zabudte-pro-stsenaristov-eta-open-source-rpg-pishet-npc-i-kvestyi-na-letu-cherez-lokalnuyu-llm/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/siq-1-qwen36-kak-35b-model-s-ppo-uchitsya-issledovat-mir-bez-vashego-prismotra/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/lokalizatsiya-avtonomnogo-transporta-kak-sensoryi-i-dannyie-reshayut-problemu-neopredelennosti/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/razbiraem-vopros-na-atomyi-parsing-zaprosov-dlya-qa-sistem-s-kodom/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/dreamx-world-5b-kak-zapustit-otkryituyu-model-generatsii-mirov-na-svoyom-zheleze/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sozdat-ai-agentov-dlya-biznes-analitiki-na-baze-1s-bez-bolshih-byudzhetov-razbor-realnogo-kejsa/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/glm-52-kitajskij-dolgozhitel-kotoryij-ne-zabyivaet-s-chego-nachal/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ii-agent-sluchajno-snyos-prodakshen-razbor-oshibok-i-uroki-vosstanovleniya-infrastrukturyi/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-lokalnyie-modeli-nakonets-stali-poleznyimi-analiz-klyuchevyih-faktorov-progressa-v-2025-godu/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/rag-ot-a-do-ya-shpargalka-arhitektora-s-kodom-metrikami-i-8-grablyami-prodakshena/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/test-caveman-stoit-li-ispolzovat-peschernyij-stil-dlya-ekonomii-tokenov-v-ai/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/tok-pod-napryazheniem-pochemu-moskva-zadyihaetsya-bez-elektrichestva-dlya-ai-stoek-i-chto-s-etim-delat/</loc><lastmod>2026-06-17</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/approxima-qa-agent-na-llm-kotoryij-ne-ischet-knopki-po-css-klassam/</loc><lastmod>2026-06-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/glm-52-igrushka-dlya-gikov-ili-rabochij-instrument-zapuskaem-lokalno-i-cherez-oblako/</loc><lastmod>2026-06-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/glm-52-pobil-rekord-terminal-bench-pervaya-otkryitaya-model-s-rezultatom-vyishe-80/</loc><lastmod>2026-06-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-sgenerirovat-realizatsiyu-indexeddb-s-pomoschyu-llm-prompt-testyi-wpt-i-rezultatyi/</loc><lastmod>2026-06-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ii-bolshe-ne-kozel-otpuscheniya-pochemu-kompanii-vrode-robinhood-perestali-opravdyivat-uvolneniya-avtomatizatsiej/</loc><lastmod>2026-06-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-izbezhat-slomannyih-pajplajnov-pri-sboe-llm-biblioteka-vosstanovleniya-s-sohraneniem-shemyi/</loc><lastmod>2026-06-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/prompt-injection-2026-pochemu-nelzya-zapatchit-kak-zaschititsya-ot-supply-chain-agentov/</loc><lastmod>2026-06-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/vibethinker-3b-3-milliarda-parametrov-kotoryie-polozhili-na-lopatki-deepseek/</loc><lastmod>2026-06-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/diffusiongemma-dlya-tool-calls-pochemu-parallelnaya-generatsiya-vyiigryivaet-u-avtoregressii/</loc><lastmod>2026-06-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/meh-kostyum-dlya-llm-startap-probably-poluchaet-9m-ot-a16z-i-obeschaet-ubit-gallyutsinatsii/</loc><lastmod>2026-06-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/realnaya-otsenka-modelej-detektsii-anomalij-vo-vremennyih-ryadah-razbor-metodologicheskih-oshibok-f1-i-benchmarking-14-arhitektur/</loc><lastmod>2026-06-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/vibethinker-3b-kompaktnaya-model-s-rassuzhdeniyami-urovnya-deepseek-v3---arhitektura-rezultatyi-i-otkryityij-kod/</loc><lastmod>2026-06-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/pochemu-distillyatsii-qwenclaude-chasto-huzhe-bazovyih-modelej-analiz-i-predosterezhenie-dlya-soobschestva/</loc><lastmod>2026-06-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/nex-n2-pro-gguf-obzor-proizvoditelnosti-kvantovanie-i-pravda-o-rebrendinge/</loc><lastmod>2026-06-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/vajbkoding-uvolneniya-i-bitva-za-vyizhivanie-it-ryinok-2026-v-zerkale-ai/</loc><lastmod>2026-06-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/mcp-protiv-cliskill-chto-effektivnee-dlya-ii-agentov-sravnenie-benchmarkov-dlya-vnutrennih-api/</loc><lastmod>2026-06-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/nex2-mini-phase-twin-30b-model-v-16gb-vram---tehnologii-kvantovaniya-i-zapusk-lokalno/</loc><lastmod>2026-06-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/qwable-v1-otkryitaya-distillirovannaya-versiya-claude-fable-5-na-qwen36---ustanovka-i-kvantovanie/</loc><lastmod>2026-06-16</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url>
</urlset>
