PROJECT REGISTER / 002
Start with the problem and key judgement, then follow the prototype, current evidence, and next step.
Search infrastructure that agents can inspect and control
The decision was not to find a cheaper search API, but to treat search as a product capability with multi-source verification, progressive disclosure, and replaceable engines.
An external-PR investigation that scanned 93 open-source agent projects selected it as an architecture-validation case in the MCP search category.
Treat context cost and safety boundaries as one MCP adoption problem
Treat token savings and safe adoption as one workflow instead of asking teams to choose efficiency or protection.
The public case records schema compression of up to 86% and puts the safety policy beside a one-command installation path.
Make AI collaboration persist beyond a single session
Treat documentation, handover, and reusable skills as product information architecture rather than post-delivery paperwork.
The practice record covers trajectory mining across 196 sessions and turns the learning into reusable skills and a maintenance loop.
OPEN-SOURCE INDEX / 005
These projects do not need full case files yet, but together they show my work across product workflows, agent tooling, and collaboration infrastructure.
Product workflow
An AI workflow for Chinese support tickets, combining hierarchical retrieval, evidence-backed drafting, human review records, and offline evaluation.
Python↗05Content system
A 12-Factor content system for AI agents, spanning multi-source extraction, SEO generation, and knowledge evolution.
Python↗06Agent tooling
An SEO crawling and auditing tool built for AI agents, with both CLI and MCP interfaces.
Python↗07Collaboration infrastructure
A reference architecture for multi-project AI workspaces, organising AGENTS, HANDOVER, and lifecycle hooks into a portable system.
Shell↗08Orchestration
A reusable AI orchestration system for complex multi-stage development work, with explicit phase boundaries and handoffs.
Shell↗09Knowledge tooling
An Open Knowledge Format navigator for searching, auditing, fixing, and exporting knowledge bundles.
Python↗10Skill system
A Claude Code skill collection for frontend and Next.js workflows, combining curated community skills with custom practice.
Python↗11Content pipeline
A pluggable YouTube-to-article pipeline covering download, AI rewriting, SEO, and HTML rendering.
Python↗