The Mathematics Search Engine

1+ day, 16+ hour ago   (700+ words) Data as of October 10, 2026 · How the score is built Decision readingDecider 4B is tracked, but not publicly ranked yet. The profile exposes 6 sourced benchmark rows and leaves unsupported fields blank until a published record exists. Decider 4B will be repriced, updated or…...

1+ day, 16+ hour ago   (46+ words) BenchLM Command A+ vs Decider 4B Estimated · Public rank #145 Decider 4B has no comparable published API token rate. Decider 4B is not ranked on the public lane for agentic tasks, so no winner is named for agentic tasks....

19+ min ago   (357+ words) I’m building GhostSwitch, a local assistant that keeps one Qwen3.5 model in memory and attaches a LoRA expert from the Hub for each message: a coding adapter for a coding question, a finance adapter for a finance one, and so on....

31+ min ago   (198+ words) Glitch tokens are strings an AI tokenizer knows and the model itself barely does. I opened the vocabulary behind GPT 3, ran four checks, and found a supply chain problem that most teams never audit. There is a string at position…...

24+ min ago   (827+ words) What we built at the Semicon India hackathon and how fine-tuning an existing model sharpened chip images At the Semicon India hackathon, our challenge was to fix that with AI: take a degraded semiconductor image, clean up the noise, and…...

1+ hour, 28+ min ago   (557+ words) According to reporting from TestingCatalog, Decision-1 handles yes/no questions, multiple-choice selections, numeric ratings, and rubric-based grading, the last of which lets it score an AI-generated response against a predefined checklist. That rubric-grading capacity is what makes the model useful…...

1+ hour, 9+ min ago   (11+ words) Towards Data Science...

17+ min ago   (796+ words) Your model returned JSON. Then production asked for a number and got "high". Structured outputs are having a moment. The provider can constrain the sample. Your system still has to decide what to do when the shape is wrong, truncated,…...