When an AI agent writes its own logs, the record of an incident is authored by its cause. This dev explains why stacking verifiers won't fix that, and what will: making tampering leave a shape.
{ author: James Anderson }
Asked directly, every model caught the wrong label. Asked for a site note, they repeated it. This dev tests what models do when a published label contradicts its own data.
Submitted for the @kaggle Benchmarking Challenge.
{ author: @dannwaneri }
Numbered prompt checklists drift as logs and diffs fill the context. This dev rebuilds an agent workflow as a declarative DAG of targets and prerequisites, tested across 143 production tickets.
{ author: @RandalSchwartz + @GoogleDevExpert }
Another developer, legacy code, the cache, CORS, Safari. Fresh back from FrontKon in Prague, this dev rounds up the usual suspects, then makes the case for a little more understanding.
{ author: @SylwiaLask8977 }
A 503 doesn't automatically mean a retry is safe. This dev ran 8 models through 14 API failure scenarios, and one payment trap was answered correctly just 6 times out of 24.
Submitted for the @kaggle Benchmarking Challenge.
{ author: @dbalcare }