"Co-authored-by: Copilot" Is Not an Audit Trail — Here's What One Actually Looks

<p><em>Troy Anthony Cronin is the founder of GuardianChain, LLC and the architect of GC-1 — non-custodial cryptographic evidence infrastructure for AI accountability. 64,000+

<p>Last week my research agent failed at step 15 of a 30-step run. Langfuse showed me exactly where it broke. The writer sub-agent hallucinated, citing a stale 2019 population

<h2> The scenario </h2> <p>Your AI agent just deleted a customer record. Three months later, an auditor asks you to prove:</p> <ul> <li> <strong>What tool actually ran</strong>

<h1> How I Built an AI-Powered Code Review Bot That Saves 10 Hours/Week—Here's the Cheapest Way to Deploy It </h1> <p>My team was drowning. Every pull request meant 20-30 minutes

<h2> No jailbreak. No exploit. No alert fired. Just a conversation. </h2> <p>In September 2025, a Chinese state-sponsored threat group ran a cyberattack against 30 organizations