fly51fly (@fly51fly)

ByteRover는 LLM이 계층적 컨텍스트를 직접 큐레이션해 에이전트의 장기 기억을 구현하는 새로운 메모리 구조를 제안한 연구다. 에이전트 중심 워크플로에서 필요한 정보 선별·압축·조직화를 통해 더 효율적인 추론과 도구 사용을 목표로 한다.

https://x.com/fly51fly/status/2040550665920102475

#llm #agent #memory #arxiv #context

Prompo 0.2.1 (Alpha) is now available on the Chrome Web Store.

Prompo is designed to solve a problem that every serious AI user faces: lost context. Conversations disappear, prompts get scattered, and valuable outputs are hard to reuse.

With Prompo, you can save, organize, and manage your AI assets, prompts, chats, results, and projects. You can do so across platforms like ChatGPT, Claude, Gemini, and more.

#ai #context #web #extension #chrome

Another update for ConTeXt:
– bugfixes
– \externalfigure[foo.png][gray=yes]
– context --extra=compare --colors=red,blue one.pdf two.pdf
– new "squeeze" keyword for left and right justification
– align=fixed:small / broad:small (small penalty for interpunction)
– \pbsp as “possibly keep together space”

Details see
https://mailman.ntg.nl/archives/list/n[email protected]/thread/MER5BCFETHGCPHJAZLQRGQ4RZ7BSIZ7I/

#ConTeXt #TeXConTeXt #LMTX

週五短句：「團隊在討論方案猶豫不決時，先問自己：我提供足夠的脈絡了嗎？」

無論是不是 AI 產品，PM 的核心沒變。資料更新頻率、容錯標準、目前是探索還是要面對大規模用戶... 這些脈絡才是團隊最需要你協助的地方。不必急著跳下去參與深入的技術或設計決策，先確認資訊都攤在桌上了。

#脈絡 #Context #AI產品 #ProductManagement

Where #AI #context really shines is brevity. Its as if you are hand in glove with a co-worker who is totally in sync with you.

E.g: Today, mids session all I had to type as a prompt was "Ports? NginX?" just two words instead of typing long prompts or precise Google search.

The #LLM knew exactly where we were in context space and gave me exactly what I wanted.

Two.

Words.