Hiring loops move quickly, but diligence still matters. The site is built around a simple principle: every material claim should point to a published artifact or it should be treated as unsupported.

That means the portfolio favors:

• Case studies with explicit scope and limits
• Evidence IDs that point to stable snapshots
• An AI assistant that should answer only from the public corpus

If evidence is missing, the correct answer is not a smooth paragraph. The correct answer is: Not in my public corpus.