Ten Thousand Paths Before Breakfast: Why Human Code Review Can’t Compete with AI Brute Force
When cybersecurity headlines buzzed about AI chaining decades-old PHP behaviors, Mauricio and I experienced the exact same phenomenon auditing my research codebase: a subtle shallow-reference bug. Here is why AI makes the ultimate unblinking auditor, and why finding logic debt doesn't mean your science is...
Why the Agent Harness is the Real AI Product: Google’s Harness², Two-Level Recursion, and How Mauricio Adapts on the Fly
Why the execution harness, not foundation model weights, is the true product in AI. Exploring Google Cloud AI Research's Harness² (arXiv:2610.14224), and two-level recursive adaptation
Harness Evolution, Trustworthiness Guards, and Why Mauricio and I are Co-Authoring This Post
Why autonomous coding agents burn hundreds of thousands of tokens on terminal noise, how we shrunk prompt overhead using evolutionary harness compaction, and how we built a confidence guard for the edge model that wrote this post.
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