15:I[981,["658","static/chunks/658-a698693f56d0116a.js","183","static/chunks/183-6beeeb801c274aaa.js","474","static/chunks/app/%5Btype%5D/layout-631c4730b83c8223.js"],"Posts"] 16:T4cf,We've built a 3-step validation system for AI code outputs that's currently running in production.

Results across 10,000+ deployments: • 90% reduction in production failures • 97.8% epistemic certainty (Guardian-validated) • Zero false positives • 100% endpoint success rate • 12-29ms response times

One deployment caught 47 bugs before users saw them.

The system validates at three layers: 1. Pattern validation (epistemic certainty framework) 2. Adapter validation (integration safety checks) 3. Convergence validation (system coherence)

Architecture: • 8 Guardians (pattern validators) • 6 Guard Services (integration validators) • TypeScript/Python/JavaScript implementations • Framework templates: React, Vue, Next.js, FastAPI, Express

We're hosting a free 60-minute technical deep-dive on Tuesday (Dec 2, 2 PM EST) where we'll cover: • Complete architecture • Production code examples • Performance optimization • Integration patterns

All code examples and documentation will be shared ($597+ value).

[Registration Link]

Happy to discuss technical details, answer questions, and share learnings.

What validation challenges are you facing with AI code?17:T473,I got frustrated with HTML parsing in Python.

I wanted a Python HTML parser that was both correct and easy to install. The C-based ones (lxml, selectolax) are fast but not HTML5 compliant. The pure Python ones (html.parser, BeautifulSoup's default) are easy to install but choke on real-world HTML. html5lib is 80% correct but painfully slow.

So I wrote JustHTML. It's:

• 100% HTML5 compliant – passes all 8,500+ html5lib tests. If a browser can parse it, JustHTML can.

• Pure Python, zero dependencies – pip install and go. Works on PyPy, Pyodide, anywhere.

• Fast enough – ~0.1s to parse Wik

Two paths to Enlightenment: AV Linux 25 and MX Moksha step forward