How to catch AI hallucinations before they reach production
A four-gate verification pattern, confidence scoring with decay, and cross-file audits — the QA layer most AI workflows are missing.
Install in one line
CLI$ mfkvault install devto-3610352-how-to-catch-ai-hallucinations-before-they-reach-production-31gbRequires the MFKVault CLI. Prefer MCP?
Free to install — no account needed
Copy the command below and paste into your agent.
Instant access • No coding needed • No account needed
What you get in 5 minutes
- Full skill code ready to install
- Works with 3 AI agents
- Lifetime updates included
Run this helper
Answer a few questions and let this helper do the work.
▸Advanced: use with your AI agent
Description
A four-gate verification pattern, confidence scoring with decay, and cross-file audits — the QA layer most AI workflows are missing. Tag: claude Reading time: 2 min Positive reactions: 0 Full article: https://dev.to/craftframework/how-to-catch-ai-hallucinations-before-they-reach-production-31gb
Security Status
Scanned
Passed automated security checks
Related AI Tools
More Career Boost tools you might like
ru-text — Russian Text Quality
FreeApplies professional Russian typography, grammar, and style rules to improve text quality across content types
/forge：工作流总入口
Free'Forge 工作流总入口。检查项目状态，推荐下一步该用哪个 skill。任何时候不知道下一步该干什么，就用 /forge。触发方式：用户说"forge"、"下一步"、"接下来做什么"、"继续"（在没有明确上下文时）。'
TypeScript React & Next.js Production Patterns
FreeProduction-grade TypeScript reference for React & Next.js covering type safety, component patterns, API validation, state management, and debugging
Charles Proxy Session Extractor
FreeExtracts HTTP/HTTPS request and response data from Charles Proxy session files (.chlsj format), including URLs, methods, status codes, headers, request bodies, and response bodies. Use when analyzing captured network traffic from Charles Proxy debug
Java Backend Interview Simulator
FreeSimulates realistic Java backend technical interviews with customizable interviewer styles and candidate levels for Chinese tech companies
AI News & Trends Intelligence
FreeFetches latest AI/ML news, trending open-source projects, and social media discussions from 75+ curated sources for comprehensive AI briefings