Show HN:AI 控制框架 – 阻止 AI 編碼助手交付虛假程式碼
Hacker News 上推出了一個新的「AI 控制框架」,旨在防止 Claude Code、Cursor 和 Copilot 等 AI 編碼助手生成不可部署或「虛假」的程式碼。該框架包含 DRS 評分、合約凍結和 30 分鐘模擬超時等功能,以提高程式碼的可靠性。
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Stop shipping non-deployable AI code. Framework with DRS scoring, contract freezing, and 30-min mock timeout. Works with Claude Code, Cursor, Copilot.
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AI Control Framework
Stop wasting time on non-deployable AI-generated code. Ship with confidence.
95% of generative AI pilots fail to move to production — MIT/Fortune, 2025
42% of AI projects were abandoned in 2025 (up from 17% in 2024) — S&P Global
This framework exists because AI coding tools are powerful but undisciplined. Without guardrails, they produce impressive demos that never ship.

Run one command. Get a deployability score. Know exactly what to fix.
The Problem
AI coding assistants (Claude Code, Cursor, Copilot) fail in predictable ways:
This framework addresses 13 specific failure patterns with validated solutions.
The Solution
Results
Quick Start (2 Minutes)
1. Clone and Install
2. Initialize Your Project
3. Start Every Session With
How It Works
Contract Freezing
Mock Timeout
DRS Calculation (13 Components)
What's Included
Session Commands
Configuration
CI/CD Integration
FAQ
Q: What if I need more than 5 files?
Deploy what you have (DRS 85+), then start a fresh session.
Q: Can I override the mock timeout?
No. This is intentional. 30 minutes forces real implementation.
Q: What if contracts must change?
Run approve-contract-change.sh with justification. Creates audit trail.
Q: Does this work with all AI assistants?
Yes, if they can read project files. Optimized for Claude Code.
Version History
Roadmap: Pro Features (Coming Soon)
We're exploring a hosted dashboard for teams. Planned features:
Interested? Join the discussion and tell us what features matter most to you.
The core framework will always be free and open source.
Contributing
See CONTRIBUTING.md.
Priority areas: language-specific patterns, CI/CD integrations, success stories.
License
MIT License - Use freely in personal and commercial projects.
Support
Without this framework: 70% of AI coding time wasted on non-deployable output.
With this framework: Ship production code in hours, not days.
Stop hoping AI code will work. Start knowing it will deploy.
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Stop shipping non-deployable AI code. Framework with DRS scoring, contract freezing, and 30-min mock timeout. Works with Claude Code, Cursor, Copilot.
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