"Context is quality" - My friend Illia's writeup on winning an AI agents competition with one agent, full context, and one execute_code tool - worth the read.
Agent browses a collection with thousands of files. Classic tool-call loop hits a wall fast - paginated results, way more data than the agent actually needs, and to filter it properly you basically have to bake filtering into the tool itself.
This is one of the bottlenecks we
Barely touched bitgn PAC myself but pulled my friends in. @brainopia placed high, Illia Dzivinskyi's Operation Pangolin won the whole thing (solution: github.com/idzivinskyi/bi…, challenge: bitgn.com/challenge/PAC). I mostly watched from the sidelines while my smart friends did the
A year and a half in the making. Tried it too early, shelved it, never stopped experimenting.
Today it's real. Just ask your files what you need -- they'll listen.
Today, we're launching Playbook Intelligence 🔮
10 days of design iterations, 10 weeks of campaign work, and 10 years of brand, taste, and direction. All captured in a single conversation.
→ "Find all files related to this client and prep a share"
→ "Clean up my intakes
