Free online guide distills Jeffrey Emanuel's agentic coding flywheel: markdown plans, beads, agent swarms

doodlestein · x · 2026-10-06

doodlestein shares a free online guide, The Agentic Coding Flywheel, based on Jeffrey Emanuel's methodology for orchestrating swarms of AI agents with exhaustive markdown plans, beads-based task management, and the Agent Flywheel stack. The core idea: spend most of your time planning — use a frontier planning model (e.g. GPT-5.6 Sol Pro) to turn your concept, goals, and user workflows into a comprehensive markdown design doc, moving the hardest thinking into representations that still fit model context windows. The guide frames a compounding "flywheel": every completed loop upgrades the artifacts feeding the next one, making the same project faster and safer over time, with interactive visualizations showing planning leverage, swarm determinism, and reusable memory across loop iterations.

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