Agent Teams + Goals Finally Fixed the Recall Engine I'd Given Up On

For months, my recall engine was quietly broken, and I’d made my peace with it. I built it myself, on top of my PAI harness. The job is simple: when Claude needs something I told it before, the engine hands it all back in one quick call. One shot, no digging. Long texts broke that. Feed it enough and it would choke, so Claude would go find the information itself instead, the slow way. Maybe 70% accuracy, off the top. Not great, but good enough that I never bothered to fix it. ...

June 10, 2026 · 4 min · 725 words · Clement Ozemoya