8+ hour, 56+ min ago   (1734+ words) Five original tasks, three fresh attempts per model, official providers pinned and fallbacks disabled. Under a shared high-reasoning, 8,000-token limit, Kimi K3 was the safest model at getting an answer over the line; the reason matters more than the headline score....

6+ hour, 51+ min ago   (1362+ words) DeepSeek V4 Flash won the scorecard and lost the stopwatch. In my predeclared 20-task repository test, run through Codex with hidden tests, it produced 19 accepted fixes for a metered API cost of $0.3433. My normal Codex model accepted 17. DeepSeek, however, took 1.93 times…...

2+ week, 5+ day ago   (1353+ words) Thinking Machines introduced Inkling on July 15, 2026 as its first open-weight foundation model. It is available as a BF16 checkpoint and an NVFP4 checkpoint, through the company’s Tinker fine-tuning service, and through a group of third-party inference providers. The model is intended as…...

1+ mon, 2+ week ago   (1002+ words) Rio 3.5 Open 397B is a real, large, open-weight Hugging Face release tied to Rio de Janeiro’s municipal technology company. Its specs are impressive. Its benchmark claims are even bigger. The right response is neither hype nor dismissal, but verification. As of…...

2+ mon, 1+ week ago   (1153+ words) MiniCPM5-1B is a compact open-weight language model from OpenBMB, released as the first checkpoint in the MiniCPM5 series. In plain English: it is a small text-generation model designed to run locally, including in resource-constrained environments, while still supporting modern workflows such as…...