AI Coding Rules Blog
High-intent guides for engineering teams using AI assistants in production. Focused on standards, velocity, debugging, and secure delivery.
Team Agreement Template for AI-Assisted Development
A concise team agreement that defines expectations, review standards, and accountability for AI-assisted coding.
AI Rule Drift: How to Prevent Standards from Decaying
How to keep AI coding standards current as your codebase, team, and tooling evolve.
Security Checks to Run Before Merging AI-Generated Code
A practical pre-merge security checklist for teams shipping AI-assisted code to production.
Incident-Ready Observability for AI-Assisted Engineering Teams
Observability practices that make AI-generated code debuggable under real production pressure.
Building AI Quality Gates in CI/CD
How to turn AI coding standards into automated quality gates that improve merge confidence.
Prompt Patterns for Reliable AI Refactors
Prompt structures that reduce risk when using AI tools for large codebase refactors.
AI Rules for Monorepo Governance and Cross-Team Consistency
How to structure AI coding rules in monorepos so standards stay consistent without blocking domain autonomy.
AI Coding Workflow for Fast-Moving Startups
A lean workflow that keeps startup velocity high while avoiding AI-induced code debt.
Secure AI Coding Policy Template for Startup and Enterprise Teams
A practical policy structure for preventing security drift in AI-assisted development.
Debugging AI-Generated Regressions in Production
A practical incident workflow for diagnosing and fixing regressions introduced by AI-assisted changes.
High-Signal AI PR Review Checklist (Without Slowing Engineers)
A review checklist that catches real risk in AI-assisted pull requests while keeping throughput high.
Cursor vs Claude vs Copilot Rules: What Actually Changes
A practical comparison of how rule files behave in Cursor, Claude Code, and GitHub Copilot.
AI Coding Rules Rollout Playbook for Engineering Teams
How to ship AI coding standards across a real team without killing velocity or creating policy theater.