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OSS2026-09-13 · source-backed
TencentCloud/TencentDB-Agent-Memory turns conversations, docs and code into Chat Memory, Skill, LLM-Wiki and Code-Graph as a team-level hub instead of per-agent recall. 26,539 stars, 2,501 forks, 765 open issues, pushed September 11, and the license reads NOASSERTION on the API, so read the terms before assuming open source. The typed-asset split is a different bet from a single index, and it's the second major cloud vendor this month to put memory behind a managed database product.
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TencentDB-Agent-Memory (+581 stars this week) delivers long-term memory through a local semantic pyramid (L0 Conversation → L1 Atom → L2 Scenario → L3 Persona) plus symbolic short-term memory that condenses tool logs into Mermaid symbols, zero external API dependencies (GitHub...
I've been telling people for months that the agent code I review is *correct and awful*. Correct in the sense that it compiles, passes the tests, does the thing. Awful in the sense that a 400-line function does the work of 80, the same helper exists three times under different...
After 20+ years maintaining Paint.NET, Rick Brewster concluded WINE's Direct2D would never be complete enough for what he needed, so the app now carries its own from-scratch reverse-engineered Direct2D implementation. He puts it at 180,000 lines against 700,000 for the rest of...
Fourteen times more commits. Not 14% more. 14x. GitHub COO Kyle Daigle dropped this number in a conversation covered by Simon Willison: the platform is currently running at 275 million commits per week, which annualizes to roughly 14 billion for 2026. In all of 2025, GitHub sa...
0.35 adds gpt-6-astra to the CLI's OpenAI provider, so llm -m gpt-6-astra works against the same logging, template and fragment machinery as every other model in the tool. For anyone scripting cross-model evals, that means a new frontier model needs zero new plumbing to enter...
Satya Nadella said companies routing everything through a single proprietary lab may not survive. His argument: you hand that lab your most sensitive business context, and the lab can turn it against you as a competitor. His prescription is an orchestration layer — keep the ha...
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