Why CEREBRO kept it

Sparse attention for long context, LLM mechanics, title only.

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• 2026-11-03

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Shares tags: ai/llm-mechanics · cerebro/signal

• Anthropic added “message threads” to the Messages API (public beta): send the conversation once, then only new messages. Already on by default in Claude Codereddit · 2026-11-03
• beacon.shrss · 2026-11-03
• 我们可能从一开始，就把 Agent Memory 想得太复杂了 最近一篇论文《Is Complex Agentic Memory Always Needed?》做了一个很有意思的实验： 不做 Memory Extraction，不做复杂的知识图谱，也不让 LLM 在写入时反复总结、更新记忆 只保留原始对话历史，在需要的时候检索出来，交给 LLM 自己推理 结果呢？ 在 LoCoMo、Lox · 2026-11-03
• Introducing LongCat-2.5, our latest natively multimodal agentic model with 1.6T total parameters and ~48B active. Built for long-horizon agentic tasks, it brings stronger visual understanding and agex · 2026-11-03
• LongCat-2.5 looks much more focused on the part of agentic coding that actually gets difficult: staying useful across a long project. @Meituan_LongCat trained it on long-horizon agent trajectories atx · 2026-11-03
• 📝Claude CodeやCodexの利用料、「同じリポジトリで何度も使う」なら2〜3割減らせるかもしれない https://t.co/M23ulxRV6C Microsoft ResearchとUC Berkeleyなどが出した「TokenEconomizer」 コーディングAIの過去のセッションから学んで、次からのムダを減らすプラグイン GitHubのREADMEによると ・SWE-Benx · 2026-11-03

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