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The Discipline of 100% Conventional Commits and Zero Reverts Across 15h Continuous Agent Sprints
Category: Software Engineering • Published: 2026-09-03 • By Muhammad Ali
On September 9, 2026, Y Combinator's official **Paxel Report #4** completed a quantitative audit of our coding sessions across Antigravity, Cursor, and cloud environments.
The audit revealed a striking quantitative correlation:
- **Plan-First Sessions:** Produced **0.0 unresolved errors per session**.
- **Sessions Without Prior Plan:** Produced an average of **5.0 unresolved errors per session**.
- **Commit History:** **100% Conventional Commits, 0 Reverts** across the entire audited repository history.
### The Fallacy of Rapid 'Vibe' Coding
The current trend in AI-assisted coding is rapid, unstructured generation—prompting the model blindly, hitting compile errors, asking the model to fix its own errors, and generating a chaotic tangle of bug fixes and reverts.
We reject this approach entirely. Our operational protocol demands:
1. **Thorough Architecture Exploration:** Reading all relevant interface drivers, bus specs, and physical constraints before generating a single line of code.
2. **Implementation Plan Gate:** Formulating a structured design document with clear verification steps.
3. **Atomic Commit Discipline:** Every commit strictly conforms to Conventional Commits:
`feat(acoustics): implement tooth-pass harmonic filter`
`fix(pagedown): handle window handle null checks in sentinel`
Discipline is not the enemy of speed—it is the engine of velocity.