ARC-AGI-3 and GPT-6 Astra: Two Scores, One Model, and the Harness Gap
GPT-6 Astra scored 62.7% and 99.9% on ARC-AGI-3 with the same weights. The harness made the difference, and that should change how you evaluate your…
GPT-6 Astra scored 62.7% and 99.9% on ARC-AGI-3 with the same weights. The harness made the difference, and that should change how you evaluate your…
A law firm's AI governance story, read from a three person shop's point of view. Where AI automation for small business breaks, and the one…
ChatGPT Work is really two products with one name. After a week of real tasks I break down Work Cloud vs Work Local, Codex, and…
A 4-bit model just beat the 16-bit checkpoint it was quantized from. I break down quantization-aware healing, the numbers, and what it changes for local…
Sentence Transformers v6 makes ColBERT-style retrieval trainable on one consumer GPU. The numbers, two traps in the fine print, and when it beats dense embeddings.
ChatGPT's site-scoped searches jumped 46x overnight and Reddit lost 86% of its citations. What the shift means for llm seo, and how to check your…
Frontier models got expensive enough that model choice is now a real decision. What the Ramp billing data shows, and the routing rules I actually…
Before you compare Python sandbox libraries, check whether your host exposes /dev/kvm. It decides which isolation tier you can actually build on.
Late interaction embedding models beat dense retrieval by one NDCG point and cost 42x the index. Here is where that trade actually pays off in…
IBM tested agent memory across eight models. More memory made weaker models worse. How to calibrate the dose, and why prompt caching decides the bill.