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GitHub is filling with AI-generated repositories that have zero tests, complexity scores above 50, and copy-paste duplication throughout. Here is why lagging signals like stars and forks will not fix this, and how pre-commit quality gates will.
How a single AI prompt on production code triggered a government security incident, and what automated quality gates would have caught before it shipped.
Long AI coding sessions silently degrade code quality as context window constraints decay. Learn how deterministic quality gates prevent context rot from reaching production.
A step-by-step tutorial for wiring LucidShark into Claude Code via MCP so every AI-generated file is quality-gated before commit. Local, fast, and deterministic.
A Claude Code agent's tools list is a runtime gate, not a comment. A body-vs-allowlist consistency check in CI took 317 agents to A-grade in one sweep.
Prompt instructions are a request. API contracts are a wall. Why I moved my blog QA gate out of the prompt and into the server.
A single prompt instruction loses to the rest of the prompt's bias. Programmatic quality gates enforce what prompts suggest.
Leverage Orquesta's quality gates to harness AI speed while ensuring human oversight. AI simulates changes; team leads review and approve before execution.
How three review guards — adversarial pre-flight, empirical verification, post-delivery sweep — catch slop shipping to partners. Seven PRs, one day, zero embarrassment.
An AI agent had a 41-check quality checklist but kept making cosmetic edits instead of addressing failures. The fix was application-layer forcing.
Our verification gate let zero-change PRs pass because there were no files to check. The quality checks we built were never enforced.
Modern software delivery is no longer just about writing code and running tests. High-performing...