ML SLEUTH
The detective of machine learning. Case files on AI claims and failures, real-world crimes touched by AI, and the evidence behind both — sourced, tested, and closed with a verdict.
What Sleuth Investigates
Hype vs. Reality
Launch claims against what the receipts show. Verdict: Confirmed, Misleading, or Busted.
Incident Case Files
Documented AI failures reconstructed from primary sources, end to end.
Benchmark Forensics
Leaderboard games, data contamination, and eval sleight-of-hand.
"Made by AI?"
Forensic breakdowns of viral images, videos, and voices — deepfakes debunked.
How a Case Gets Made
You bring the case
A video, a claim, a piece of footage that smells wrong. Drop the link and why it doesn't add up — an email address is all we need.
Sleuth investigates
Evidence pulled apart with machine learning and primary sources — court records, benchmarks, forensics, published research.
The verdict lands
Confirmed, Misleading, or Busted — published as a case file here and as an episode on the channel, crediting whoever brought it in.
New cases. Cold evidence. One verdict.
Seen something that doesn't add up? Bring the Sleuth the footage, the claim, or the mystery. The strongest submissions become full investigations on the channel.