#triage

Run an open-source repo as its maintainer: triage the tracker, delegate the work, review hard, merge on green. One loop, one version, and per-repo differences in config instead of prose.

MemPenny Plus: Claude Memory Manager 2026 - Lean AI Companion Sync & Rollback Tool

Local-first issue tracker for builders juggling many projects — capture from any app, prioritize on a Kanban board, and let AI agents work the backlog over MCP.

On this task an LLM did not beat free deterministic clustering. Clustering is worth +60.6 macro F1 over the majority floor at zero cost; adding claude-opus-5 cost 11.9 macro F1 and $0.31. Measured against a published corpus. Project 1 of an AI-in-QA portfolio.

基于 LLM 的多 Agent 分诊就医系统 · Spring AI 多Agent编排 / Supervisor规划 / SSE透明推理 / RAG溯源 / 医疗安全护栏

Voice agent that calls patients at dose time and triages what they report. Deterministic emergency layer that an LLM cannot override downward, measured against a synthetic register-varied benchmark.