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You can get Jev-style typed decisions from an ordinary LLM by forcing one output token and reading its logprobs. Where that matches Jev, and where it loses.
What it takes to process 600 TB of video on 1,600 GPUs: the Ray Core to Ray Data migration, the storage throughput, and the 24-hour path to a running job.
CoreWeave Inference achieves the highest output speed for the newly-launched Kimi K2.7 Code and ranks in the most attractive price-performance quadrant.
Making Intent Routing Explainable: Calibrated Probabilities, Decision Records and a Four-Tier Cascade
We catch up with RLM first author Alex Zhang, MIT PhD, on Jev, PhD masxing, and the future of harnesses.
Article URL: https://blog.cloudflare.com/clef-decision-models/ Comments URL: https://news.ycombinator.com/item?id=49923692 Points: 218 # Comments: 78
Concurrent autoregressive inference creates a fundamental interference problem: prefilling a newly arrived long prompt can delay tokens for requests that are already decoding.
TL;DRWe seek to identify open source reasoning models which are both small enough for white-box interpretability and display evaluation-gaming behavior.
The free models that actually work with OpenClaw, tested: Gemini Flash, Qwen on Groq, local Ollama models, OpenRouter free tier and what to skip.
Cohere released Embed 5 on Wednesday, giving teams the option to index data with Embed 5 Pro and query those The post Cohere’s faster query model barely dents retrieval quality in its tests appeared first on The New Stack.
🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training. - Release Release 5.18.0 · huggingface/transformers
TL;DR In only a few weeks, PyTorch Conference North America 2026 will begin in San Jose, bringing together the open source AI community to share ideas and collaborate. If you’ve...
A new report out today from Google LLC’s Google Threat Intelligence Group finds that monthly software vulnerability disclosures doubled between January and August.
IQuest Research released open weights for IQuest-Q1, a 320B sparse MoE with 15B active parameters built for command-line coding agents, with 512K context and 84.5 on CyberGym.
Today is the 20 year anniversary of Sam Altman’s first startup, and fittingly OpenAI the consumer AI company is so back (as is OpenAI the AI Cloud and OpenAI the Enterprise and Coding Definitely Not Anthropic Hyperscaler), with Dots — their voice-enabled answer to Instinct and Muse, ChatGPT Spaces…
It's Thursday, around quarter past two. Your team shipped an internal assistant two weeks ago. The demo went well enough that someone in finance asked whether it could read contracts. Word spread. Tod
Three machines, one model, one agent. A field report on what actually changed, and what I’d keep if I started over.
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