I build AI tools and voice interfaces. I’m a software engineer at Kardium; previously Amazon.
I built Live Transcriber for real-time speech transcription in Python. Source · 15K+ downloads.
Health Communication Reviewer checks claims against evidence and flags wording audiences may misinterpret.
I fixed a circular dependency in voice streaming in the OpenAI Agents SDK. Merged.
Latest model comparison
More reasoning can cost more without improving the coding score. Faded settings are reference points.
Task cost includes tokens consumed. Per-token prices alone miss that.
DeepSWE v1.1 · official launch results · checked October 1, 2026.
Sol and Astra · Sep 29 · Luna · Sep 22
Routine and complex are starting choices: cheapest within 10 and 3 score points of the best, respectively. Test on your tasks. No comparable ultra results are published.