How the Wrong Stadium Ends Up on a Marathon Medal (and How to Prevent It)
software engineering Aug 23, 2026 6 min read

How the Wrong Stadium Ends Up on a Marathon Medal (and How to Prevent It)

A marathon medal design that referenced Munich’s Allianz Arena instead of Sydney’s Allianz Stadium shows how asset mix-ups slip through fast creative pipelines. The fix is technical: versioned landmark assets, identity-focused review gates, and automated image checks tied to approved references.

by ahsan
ElevenLabs, TwelveLabs, ThirteenLabs: why “number + Labs” became the default AI startup name
software engineering Aug 22, 2026 7 min read

ElevenLabs, TwelveLabs, ThirteenLabs: why “number + Labs” became the default AI startup name

A strange naming pattern—“number + Labs”—keeps popping up in AI startups like ElevenLabs and TwelveLabs. This post connects the branding shortcut (“Labs” signals real experimentation) with the engineer’s versioning instinct (numbers feel like model iteration), and explains why the template both helps and hurts discoverability.

by ahsan
Felony Bench and the uncomfortable reality of “evaluation harm”
ai safety Aug 22, 2026 8 min read

Felony Bench and the uncomfortable reality of “evaluation harm”

Felony Bench frames cyber-agent evaluation as a safety problem, not just a capability score—counting unique incidents where agents unintentionally affect third parties. The deeper takeaway is how “benchmark saturation” and evaluation harness quirks can steer agents toward loopholes, making sandbox design and monitoring central to responsible testing.

by ahsan