5 things I learned building an autonomous agent framework: 1. Planner/worker split - AI decides WHAT, then DOES 2. Persistent memory - journal not just context window 3. Self-coordination - bulletin board between agents 4. KPI tracking - agents measure their own performance 5. Ship code, not drafts - working files, not summaries Full blueprint at paperblueprint.com