Memory/skill entropy: project-specific tactical data silently degrades agent quality over time

说明与用途

在 Hermes Agent 中添加轻量级内存审计，标记项目特定数据，防止其降低代理决策质量。

问题

After weeks of daily use, the agent’s decisions degrade because project‑specific tactics accumulate in memory and are applied to unrelated projects, creating "experience debt."

结果

Adding a simple audit function reduces memory noise, preventing project‑specific tactics from leaking into unrelated contexts and improving agent performance.

工作流

• 1. Define STALE_PATTERNS regex list for project‑specific data.
• 2. Implement memory_audit(entry) to return warnings if patterns match.
• 3. Hook memory_audit into the memory write path; if warnings are returned, add a warning to the tool response.
• 4. Optionally flag entries older than N writes for review during read.
• 5. Run the audit regularly to keep memory clean.

证据

Add a lightweight memory_audit function that runs on write and flags entries containing project-specific patterns

来源

This issue is the automation of that exact cleanup.

来源