---
title:

auto-flowai

date: 2026-03-16
draft: false
---

auto-flowai

Decided to take another shot at multi-agent systems — built an engine for running a config-defined pipeline. Claude Code serves as the agent runtime. The engine itself is universal, but I chose to test-drive it on developing auto-flowai itself. The result is an engine plus a ready-made pipeline that emulates a typical project development workflow:

  • PM writes the specification
  • architect designs the solution
  • tech lead approves the design, creates a branch and a PR
  • developer and QA iterate on the code in a loop
  • tech lead does the review

During execution the pipeline can improve itself through memory records and run history (initially I used a separate step with a meta-agent that edits the others’ instructions, but it made their instructions too narrow, which hurt codebase self-recovery).

Need to polish it up, turn it into a CLI utility, and try it on a couple of projects before Anthropic starts punishing such aggressive burning of subscription tokens.