Quesma
2 Intel
Quesma is a Warsaw-based startup building analytics and evaluation tools for coding agents, aimed at showing what agents did, what it cost and what users got back. Founder and CEO Jacek Migdał previously spent ten years at Sumo Logic. Quesma earlier built a Kibana gateway proxy; in September 2025 Hydrolix bought that intellectual property after Quesma said it would stop supporting the product. Its public research includes CompileBench, OTelBench and BinaryAudit.
Intel
Runs one identical prompt and a six-hour budget through Opus 5.5 in Claude Code and GPT-6 Astra in Codex to build an interactive Three.js visualization of Invisible Cities, comparing design quality, runtime and cost.
An empirical benchmark of Qwen3.8 27B GGUF quantizations on GPQA Diamond, IFBench, and Terminal-Bench 2.1 finds 4-bit (17GB, fits a 24GB card) matches full-precision performance, while 1-bit quantization collapses toward random accuracy.