Tencent Cloud open-sources Agent Memory system: 61% token savings, hits #1 on GitHub trending
menhguin · x · 2026-08-06
Tencent Cloud has open-sourced TencentDB-Agent-Memory, a team-level memory hub for AI agents that turns conversations, docs, and code into four reusable memory assets: Chat Memory, Skill, LLM-Wiki, and Code-Graph, shared across agents and frameworks. The repo hit #1 on GitHub's TypeScript trending this week and has 15.7k stars.
Key learnings from the team:
- Compressing stale context cut token usage by 61%
- Structured task maps (Mermaid-based) helped agents stay on track in 30+ step workflows
- Adding dedicated persona memory improved persona coherence from 48% to 76%
The 2.0.0 beta is out, supporting solo builders with a unified memory management and teams with a shared memory hub.
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