Ruflo: A multi-model collaborative coding pipeline design
Minute_Pea_7056 · reddit · 2026-08-16
This post details 'Ruflo,' a proposed AI coding pipeline that utilizes multi-model collaboration and rigorous risk controls to automate software development.
Core Workflow:
- [PLAN]: Led by Fable 5, generating subtasks, file lists, risk tiers, and acceptance criteria.
- [WRITE]: Led by GPT-5.6 Sol, decomposing tasks and writing code in separate worktrees. Self-verification (compilation, unit tests) occurs before integration.
- [FAST CHECK]: Led by Opus 5, running full test suites, linting, type-checking, and security scans in parallel. Failure triggers rollback (max 2 retries) or human escalation.
- [RISK GATE]: Tasks are classified by risk. Low-risk items are auto-merged; medium/high-risk items go to voting.
- [VOTE]: Three independent models (Opus 5, Qwen 3.8, Sonnet 5) perform blind reviews in parallel. A 2/3 majority allows auto-merge for medium-risk tasks; otherwise, it goes to human review.
- [LEARN]: Outcomes are logged to a memory store to refine planning (risk flags) and writing strategies (direct handling vs. escalation).
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