How does this skill help the AI learn?

By making quality gates blocking, the AI receives immediate feedback on failures. Over time, it learns to preemptively write code that satisfies these constraints to avoid the 'cost' of extra iterations.

Which tools can be used for backpressure checks?

The skill supports any command-line tool, including Bun, Vitest, Biome, ESLint, TypeScript (TSC), and npm audit, allowing for flexible enforcement based on your stack.

What is Backpressure in an AI workflow?

Backpressure is an automated enforcement mechanism that blocks an AI's progress until it satisfies specific quality standards, such as passing tests, clean linting, or successful builds.

Does backpressure increase development time?

While it adds validation steps to the AI's loop, it drastically reduces total development time by catching errors early and minimizing the need for manual human-in-the-loop corrections.

AI-DLC Quality Backpressure

Name: AI-DLC Quality Backpressure
Author: TheBushidoCollective

byTheBushidoCollective

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安全与测试

Enforces automated quality gates using Stop hooks to ensure AI-generated code passes tests, linting, and type checks before proceeding.

The AI-DLC Quality Backpressure skill implements a robust enforcement methodology that blocks AI progress until specific technical standards are satisfied. Instead of relying on manual checklists, this skill uses automated 'Stop' hooks to create a natural incentive for the AI to produce high-quality, valid code. By integrating tools like test runners, linters, and type checkers directly into the AI's iteration loop, it fosters behavioral learning where the AI preemptively addresses quality issues, leading to cleaner codebases and more efficient development cycles with significantly reduced human review overhead.

主要功能

01Configurable graduated strictness for evolving projects

025 GitHub stars

03Automated security, build, and type-safety verification

04Smart caching to optimize validation runtimes

05Real-time feedback loops for AI behavioral learning

06Blocking quality gate enforcement via Stop hooks

使用场景

01Enforcing strict project-specific architectural and styling patterns

02Automating code quality enforcement in autonomous AI development

03Reducing manual code review burden by pre-filtering non-compliant code

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add thebushidocollective/ai-dlc backpressure

For use in Claude.ai and ChatGPT

Download Skill