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Sep 20, 2026 · Artificial Intelligence

TencentDB Agent Memory: Hierarchical AI Agent Memory Cuts Tokens 61%

Tencent Cloud's open-source TencentDB Agent Memory introduces a hierarchical L0–L3 memory system with symbolic short-term offloading to Mermaid canvases, achieving 61% token reduction on WideSearch and 33% on SWE-bench while preserving full drill-down traceability via node_id links, and integrates with Pi agents through a zero-code proxy.

AI Agent MemoryMermaidOpen Source

0 likes · 12 min read

TencentDB Agent Memory: Hierarchical AI Agent Memory Cuts Tokens 61%

Tencent Cloud Developer

May 26, 2026 · Artificial Intelligence

How TencentDB Agent Memory Cuts Tokens by 61% and Boosts Success Rate 52% with Mermaid Infinite Canvas and Context Offloading

The article presents a technical deep‑dive into TencentDB Agent Memory’s short‑term memory compression, which combines context offloading and a Mermaid‑based infinite canvas to reduce token usage by up to 61 % while improving task success rates by over 50 % across multiple long‑session benchmarks.

AgentLLMLong Context

0 likes · 45 min read

How TencentDB Agent Memory Cuts Tokens by 61% and Boosts Success Rate 52% with Mermaid Infinite Canvas and Context Offloading