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1000 results for “context”

  1. Проблема не в промпте: как Claude Code плывет на длинных задачах и как управлять контекстом

    На коротких задачах coding-агент выглядит почти как живой разработчик: читает код, гоняет тесты, находит проблему, предлагает diff, но на длинной дистанции магия заканчивается. Стоит агенту или пользователю подмешать еще пару логов, несколько файлов "на всякий случай" или еще один MCP-сервер, и агент начинает забывать договоренности, повторять уже проверенные шаги и терять план. Обычно это объясняют так: "модель тупит" или "надо лучше промптить", но на практике проблема часто в другом: мы складируем состояние задачи в историю чата и надеемся, что модель удержит его сама. Не удержит. Контекст у LLM - это не бездонный мешок, а рабочая часть "памяти" модели, ее нужно проектировать: что хранить отдельно, что подмешивать just-in-time, что выбрасывать после шага и что обязательно возвращать после compaction. В этой статье я разберу context engineering на примере coding agents, а конкретно на Claude Code: почему long context до сих пор деградирует, почему проблема особенно больно бьет по агентам, чем полезны /compact и Plan Mode, и как собрать минимальный контекстный конвейер без магии и лишней философии.

    habr.com/ru/articles/1004994/

    #ai #claude_code #coding_agents #context_engineering

  2. #Contexto #MalditaCiencia #MalditaAlimentación Cualquier proceso de cocinado a altas temperaturas puede generar acrilamida en alimentos con almidón, no solo las freidoras de aire @[email protected]

    Cualquier proceso de cocinado ...

  3. #Contexto #MalditaCiencia #MalditaAlimentación Cualquier proceso de cocinado a altas temperaturas puede generar acrilamida en alimentos con almidón, no solo las freidoras de aire @[email protected]

    Cualquier proceso de cocinado ...

  4. #Contexto #MalditaCiencia #MalditaAlimentación Cualquier proceso de cocinado a altas temperaturas puede generar acrilamida en alimentos con almidón, no solo las freidoras de aire @[email protected]

    Cualquier proceso de cocinado ...

  5. @randulo

    Follow these simple steps:
    1. Start a war, a really big war.
    2. Smash just about everything.
    3. Give the profits to the least smashed nation.

    If your white male is lucky to grow up in that nation, there will be fabulous remunerations during the rebuild of the others.

    #contextiseverything

  6. The latest update (a few minutes ago) is deemed the 2026 snapshot of .

  7. Auf Anregung und mit Hilfe von Pablo Rodríguez (ousia.tk/; gepriesen sei er! 🙇) bekommt die eBook-Ausgabe meines ConTeXt-Buchs viele kleine Anmerkungen, aus denen sich die Codebeispiele leichter kopieren lassen.
    Leider stehen sie nicht immer an der richtigen Stelle, das war jetzt in nach-letzter Minute nicht mehr zu schaffen.

    #ConTeXt #Buchprojekt #TeXConTeXt

  8. RE: mastodon.social/@warandpeas/11

    #ContextAndPerspective
    Hopefully we'll someday see on display the fossilized remnants of the "Brainless Trumposaurus" and #GQP subspecies.

  9. Context: Someone wrote a post about a reading of erotic poetry where they opined about how awkward and distasteful it would be for them to hear people the age of their parents read erotic poems.

    I found this very upsetting and responded to that thread explaining why.

    Hopefully they've removed that post. I can no longer see it. Though I guess it's possible they blocked me and that's why I can't see it. Either way, I'm removing the individual's name and instead just reposting my rant, which still needs saying.

    - - - - -

    Why does age matter here?? What does that change? I can see cringing at erotica at all, like some people object to PDA, but as you age you may realize there's far less difference than you think, and how outright inhumane it is (and I don't use that as hyperbole but as literal truth) to have older humans treated as something different than "regular" humans, made to live life separately and diminished in participatory privilege. If you think it differently offensive than race segregation, maybe think harder.

    It is scary enough growing old without people treating you like the walking dead who need to stop participating in regular life and just sit by and watch available time pass, kept from doing anything by people who casually and without apology talk of it like "of course it must be thus".

    It may seem like just words but such words form rock hard prisons in our society. Actual enforcement of such separation occurs exactly because people shamelessly call for it in this way. It would be in many cases more humane to offer people death with dignity than require they live on in such a world that sees and treats them this way.

    It's hard to overstate how angry this makes me.

    #aging #discrimination #manners #segregation #society #insensitivity #AgeDiscrimination #elderly #poetry #erotica #pluralism #multiculturalism

  10. The announced update has happened.

    Beware of changes WRT footnotes!

    Full announcement:
    mailman.ntg.nl/archives/list/n

    Another addition is:
    \setuplayout[grid=snapping]
    different grid snapping model that delegates more to the TeX engine. Some info in beyond-snapping.tex; still experimental. Some mechanisms (like section heads & math) accept a snapping parameter.

    Several bug fixes & small enhancements.

    Wolfgang updated the interface definition files!

    Prep for 26

  11. To the travel cat who sees a Dutchman and assumes a cloud of smoke; to the stranger who sees a Muslim and assumes a closed door; and to the Board members who see a policy and assume a moral high ground: Context matters.

    I am often greeted with the noise of "incidental" outrage: "F@ you, zealous bigot." My answer remains the same: "My dear, context please. Your words are just noise." Read on: library.profpeter.my/paper-tra

    #ContextMatters #CriticalThinking #LiquidModernity #SocialCritique #Philosophy

  12. Context often shapes data more than we realize. In qualitative research, the environment where you collect data can influence participant responses and the overall outcomes. Environmental triangulation helps by introducing variation in setting, reducing location-based bias, and capturing context more effectively. Whether in a quiet office or a busy café, setting matters.
    Learn how to apply this strategy in your research: qdacity.com/environmental-tria

    #Research #Student #PhD #ResearchMethods #CAQDAS

  13. Context often shapes data more than we realize. In qualitative research, the environment where you collect data can influence participant responses and the overall outcomes. Environmental triangulation helps by introducing variation in setting, reducing location-based bias, and capturing context more effectively. Whether in a quiet office or a busy café, setting matters.
    Learn how to apply this strategy in your research: qdacity.com/environmental-tria

    #Research #Student #PhD #ResearchMethods #CAQDAS

  14. Context often shapes data more than we realize. In qualitative research, the environment where you collect data can influence participant responses and the overall outcomes. Environmental triangulation helps by introducing variation in setting, reducing location-based bias, and capturing context more effectively. Whether in a quiet office or a busy café, setting matters.
    Learn how to apply this strategy in your research: qdacity.com/environmental-tria

    #Research #Student #PhD #ResearchMethods #CAQDAS

  15. Context often shapes data more than we realize. In qualitative research, the environment where you collect data can influence participant responses and the overall outcomes. Environmental triangulation helps by introducing variation in setting, reducing location-based bias, and capturing context more effectively. Whether in a quiet office or a busy café, setting matters.
    Learn how to apply this strategy in your research: qdacity.com/environmental-tria

    #Research #Student #PhD #ResearchMethods #CAQDAS

  16. Context often shapes data more than we realize. In qualitative research, the environment where you collect data can influence participant responses and the overall outcomes. Environmental triangulation helps by introducing variation in setting, reducing location-based bias, and capturing context more effectively. Whether in a quiet office or a busy café, setting matters.
    Learn how to apply this strategy in your research: qdacity.com/environmental-tria

    #Research #Student #PhD #ResearchMethods #CAQDAS

  17. #ContextoUniversidad #sesgo partidista conservador del grado de Derecho, aún no aprobado, de #ICAMUniversidad autorizada por #Ayuso, dirigida por el Colegio de Abogados de Madrid. Ficha a ex altos cargos de la judicatura vinculados al PP
    Pedro González #Trevijano (exrector @urjc.bsky.social @Urjc
    Eduardo Torres Dulce, ex-Fiscal General del Estado vinculado al #OpusDei, Consuelo Madrigal
    fiscal general española de 2015 a 2016
    Los 3 propuestos a sus cargos de magistrados por el partido popular

  18. #ContextoUniversidad #sesgo partidista conservador del grado de Derecho, aún no aprobado, de #ICAMUniversidad autorizada por #Ayuso, dirigida por el Colegio de Abogados de Madrid. Ficha a ex altos cargos de la judicatura vinculados al PP
    Pedro González #Trevijano (exrector @urjc.bsky.social @Urjc
    Eduardo Torres Dulce, ex-Fiscal General del Estado vinculado al #OpusDei, Consuelo Madrigal
    fiscal general española de 2015 a 2016
    Los 3 propuestos a sus cargos de magistrados por el partido popular

  19. #ContextoUniversidad #sesgo partidista conservador del grado de Derecho, aún no aprobado, de #ICAMUniversidad autorizada por #Ayuso, dirigida por el Colegio de Abogados de Madrid. Ficha a ex altos cargos de la judicatura vinculados al PP
    Pedro González #Trevijano (exrector @urjc.bsky.social @Urjc
    Eduardo Torres Dulce, ex-Fiscal General del Estado vinculado al #OpusDei, Consuelo Madrigal
    fiscal general española de 2015 a 2016
    Los 3 propuestos a sus cargos de magistrados por el partido popular

  20. contextvars: почему thread-local сломался в asyncio и как это починили

    В мире потоков всё было просто: threading.local() даёт каждому потоку свои данные. Request ID, текущий пользователь, database connection — положил в thread-local, достал когда нужно. FastAPI, Flask, Django — все так делали. Потом пришёл asyncio, и эта модель сломалась. В одном потоке выполняются тысячи корутин, и thread-local у них общий. Положил request ID в одной корутине — прочитал чужой в другой. contextvars , появившийся в Python 3.7, решает эту проблему, но механика его работы не очевидна. Разберём, почему thread-local не работает в async, как устроены contextvars, и какие паттерны использовать.

    habr.com/ru/companies/otus/art

    #python #asyncio #контекст_выполнения #корутины

  21. ⚠️ The upcoming ConTeXt update has changes WRT footnotes.

    Better install it beside your current one instead of just updating and check if everything works as intended.

    Full announcement in mailman.ntg.nl/archives/list/n

    Maybe also have a look in the manual “beyond-inserts”.

  22. Contextual AI just launched Agent Composer, a Retrieval-Augmented Generation platform built on Llama models that topped the FACTS benchmark. Powered by Google Cloud Vertex AI, it promises lower hallucination rates for enterprise AI. Curious how this could reshape open-source AI workflows? Read the full story. #RetrievalAugmentedGeneration #LlamaModels #AgentComposer #FACTSbenchmark

    🔗 aidailypost.com/news/contextua

  23. Contextual AI just launched Agent Composer, a Retrieval-Augmented Generation platform built on Llama models that topped the FACTS benchmark. Powered by Google Cloud Vertex AI, it promises lower hallucination rates for enterprise AI. Curious how this could reshape open-source AI workflows? Read the full story. #RetrievalAugmentedGeneration #LlamaModels #AgentComposer #FACTSbenchmark

    🔗 aidailypost.com/news/contextua

  24. #ContextoUniversidad Lo que no te cuentan de las Cátedras Universitarias empresariales.
    * Las cátedras por definición son un instrumento de #propaganda al servicio de lobbies o grupos de interés de ahí el sentido de muchas de sus actividades.
    *. Dedican un tiempo del personal funcionario PDI (y de PTGAS también) que si se evaluase con seriedad, veríamos si salía rentable para la universidad que la avala (Seguramente un rotundo NO)
    Pero aquí todo vale y es pasta "blanca", claro.

  25. #ContextoUniversidad: lo q no te cuentan sobre la importancia que dan al número de estudiantes internacionales en la universidad española:
    1) Pagan. Son importante fuente de financiación. Es el modelo anglosajón.
    Los estudiantes nacionales cada vez tienen menos acceso por falta de ingresos
    2) El número de estudiantes internacionales matriculados son usados como KPis, indicadores, en rankings academicos universitarios
    3) Lo q te ocultan es q pagan altas matrículas, residencias privatizadas.