The Test That Killed the Team: One awk Line, 12 AI Agents
An AI reviewer's cleanup test read an awk array instead of testing membership, and kill -KILL took down 12 of my agents' sessions. The fix is a refusal.
14 articles tagged with “AI Governance”
An AI reviewer's cleanup test read an awk array instead of testing membership, and kill -KILL took down 12 of my agents' sessions. The fix is a refusal.
An attorney verified his citations, then an AI rewrite added errors. Fabricated legal citations are now judged at signing and filing, not at AI use.
OpenAI's $110 billion round proves capital was committed, not that value was created: the Honor System finale on how to measure AI ROI with Net Verified Value.
Mini Shai-Hulud packages had valid provenance and were still malicious, and under EU AI Act Article 50, Code adherence is not conclusive evidence either.
A May 2026 audit estimated 146,932 hallucinated citations in 2025 papers; the failure that matters is when an institution signs that slop into authority.
Sleeper poisoning planted fabricated memories in up to 99.8% of attempts on GPT-5.5, so AI memory must prove it is current before it is obeyed.
KPMG pulled an AI report when only 5 of its 45 citations held up. The deeper failure is unverified AI output becoming trusted organizational memory.
In 1,140 runs, AI agents left at least one required file unread 67.9% of the time. More than half of those runs claimed a complete review. That gap is review debt.
A selected, non-exhaustive set of NXTG.ai artifacts, each paired with the public probe that supports the narrow claim beside it. Run the probe; treat the result as time-stamped evidence.