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y></url><url><loc>https://ai-manual.ru/article/prompt-injection-pochemu-ii-do-sih-por-proigryivaet-etu-igru-v-koshki-myishki/</loc><lastmod>2026-02-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/8-shagovyij-plan-ceo-kak-zaschitit-agentnyie-ai-sistemyi-s-pomoschyu-granits-vmesto-promptov/</loc><lastmod>2026-02-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gumanitarij-protiv-koda-kak-ya-zastavil-kompyuter-ponimat-filosofiyu-bez-edinoj-strochki-python/</loc><lastmod>2026-02-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/p1-235b-a22b-kak-otkryitaya-model-pobedila-na-fizicheskoj-olimpiade-i-gde-skachat-vesa/</loc><lastmod>2026-02-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/evolyutsiya-ii-v-laboratorii-kak-200-nejrosetej-vyirabotali-immunitet-k-virusu-i-razuchilis-dumat/</loc><lastmod>2026-02-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-ozhivit-rolevyie-igryi-s-ii-metod-randomizatsii-sistemnyih-promptov/</loc><lastmod>2026-02-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/adallm-polnoe-rukovodstvo-po-zapusku-nvfp4-modelej-na-rtx-4090-s-fp8-kv-keshem-i-kastomnyim-yadrom/</loc><lastmod>2026-02-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/generativnyij-ii-bot-dlya-zakazov-kak-sdelat-chtobyi-on-ne-razgovarival-a-rabotal/</loc><lastmod>2026-02-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/bezopasnost-ii-pod-ugrozoj-pochemu-inzheneryi-massovo-uhodyat-iz-xai-i-chto-proishodit-s-grok/</loc><lastmod>2026-02-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sekretnyij-uchebnik-ot-soosnovatelya-openai-kak-gpt-rabotaet-na-200-strochkah-chistogo-python/</loc><lastmod>2026-02-15</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/json-parser-v-llamacpp-slomal-qwen3-next-coder-vot-kak-eto-chinit-v-2026-godu/</loc><lastmod>2026-02-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/snapllm-kak-mgnovenno-pereklyuchatsya-mezhdu-lokalnyimi-llm-i-sd-modelyami-bez-perezagruzki/</loc><lastmod>2026-02-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/edgedox-i-mnn-kak-zapustit-polnotsennyij-rag-s-llm-oflajn-na-android/</loc><lastmod>2026-02-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/seedance-20-protiv-gollivuda-kak-novyij-ai-videogenerator-bytedance-vyizval-skandal-iz-za-avtorskih-prav/</loc><lastmod>2026-02-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/qwen3-ttscpp-uskorenie-tts-v-4-raza-na-cpu-i-apple-silicon/</loc><lastmod>2026-02-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/perpleksiya-pod-mikroskopom-kak-razobrat-llm-po-tokenam-s-pomoschyu-perplex/</loc><lastmod>2026-02-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kvantovanie-minimax-m25-iq4nl-mxfp4moe-i-ud-q4kxl---kakoj-vyibrat-v-2026-godu/</loc><lastmod>2026-02-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/passllm-kak-ii-ugadyivaet-paroli-po-personalnyim-dannyim-pii/</loc><lastmod>2026-02-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/heretic-12-kak-snizit-potreblenie-vram-na-70-dlya-snyatiya-tsenzuryi-s-yazyikovyih-modelej/</loc><lastmod>2026-02-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kogda-normalnyie-datasetyi-nadoeli-zachem-kastomizirovat-llm-na-strannyih-dannyih-v-2026-godu/</loc><lastmod>2026-02-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kogda-svezhie-sql-dannyie-proigryivayut-staryim-vektoram-kak-rag-sistemyi-shodyat-s-uma-ot-konflikta-istochnikov/</loc><lastmod>2026-02-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/nemotron-nano-12b-v2-vl-kogda-nvidia-zastavila-malenkuyu-model-ponimat-video/</loc><lastmod>2026-02-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/junior-razrabotchik-i-ai-agentyi-realnyij-opyit-frejmvorki-i-lajfhaki-dlya-starta/</loc><lastmod>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od><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/chego-na-samom-dele-ne-hvataet-v-lokalnom-ai-7-proektov-kotoryie-zhdut-svoih-razrabotchikov/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gonka-gigantov-kak-openai-i-anthropic-pochti-odnovremenno-vyipustili-agentnyie-modeli-dlya-kodirovaniya-gpt-53-codex/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/maos-agentgate-kak-nastroit-cicd-dlya-ai-agentov-i-izbezhat-regressii-v-prodakshene/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/agentyi-na-16-gb-vram-bitva-za-kontekst-mezhdu-qwen3-devstral-i-gpt-oss/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/integratsiya-mcp-klienta-v-llamacpp-kak-prevratit-llama-cli-v-agenta-dlya-kodinga/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/ai-bridge-kak-zastavit-gemini-upravlyat-vashim-kompyuterom-cherez-python/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kogda-moe-modeli-tormozyat-optimiziruem-llamacpp-dlya-qwen3-coder-next/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/vash-agent-vryot-kak-sivyij-merin-kak-otlovit-gallyutsinatsii-v-prodakshn/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/24hr-research-agent-kak-nastroit-avtonomnuyu-sistemu-dlya-sozdaniya-knig-s-tsitatami/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/openai-frontier-protiv-lokalnyih-agentov-korporativnyij-vyibor-ili-dorogaya-igrushka/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/lightonocr-2-protiv-glm-ocr-kto-vyiigral-gonku-za-raspoznavanie-teksta-v-2026/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/claude-opus-46-kogda-odin-agent---eto-uzhe-skuchno/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/sygra-studio-kogda-vizualnyij-konstruktor-delaet-sinteticheskie-dannyie-dostupnyimi-bez-koda/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zaberite-svoj-besplatnyij-ai-assistent-qwen25-na-cpu-za-15-minut/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/lora-iz-pdf-kak-sozdat-adapter-dlya-lyuboj-modeli-na-osnove-dokumentov/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/google-nai-kak-ai-agentyi-avtomaticheski-delayut-interfejsyi-dostupnyimi-bez-programmistov/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/qwen-video-i-lokalnaya-video-generatsiya-kogda-zhdat-i-chto-budet-vmesto-sora/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/vibes-ot-meta-pervoe-testirovanie-standalone-prilozheniya-dlya-ai-video-kak-konkurenta-sora/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/deepbrainz-r1-kogda-malyie-modeli-umnee-bolshih-v-agentskih-rabochih-protsessah/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/gworld-kak-mirovaya-model-generiruyuschaya-html-kod-prevoshodit-gigantskie-llm-v-zadachah-gui/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/kak-gemini-nashla-bag-v-kriptografii-i-otkryila-novuyu-matematiku-razbor-realnogo-kejsa-iz-preprinta-google/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/56-millionov-protiv-100-milliardov-kak-otchyot-deepseek-r1-obvalil-ryinok-ii-na-600-mlrd/</loc><lastmod>2026-02-05</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url><url><loc>https://ai-manual.ru/article/zachem-lezt-v-chernyij-yaschik-mechanistic-interpretability-dlya-teh-kto-ne-boitsya-matrits/</loc><las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