Research
xAI Distills OpenAI: Musk's Trial Confession Torches the Frontier-Lab Moat
Musk admitted on the stand that xAI trains Grok on OpenAI's models. The frontier-lab moat just got named in court, and the buyer-side pricing math shifts with it.
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Research
vLLM at 10K QPS: What 50-Engineer ML Teams Learned Scaling Open-Weight LLM Inference
Teams hitting 10K QPS on vLLM aren’t winning on hardware, they’re winning on operational rigor. The cost isn’t the GPU bill. It’s the engineering time spent debugging KV-cache thrashing and speculative decoding edge cases no one saw in staging.
Research
40 Models Don't Win the Procurement Call. Five Do.
Bedrock powers generative AI for more than 100,000 organizations, but catalog breadth is a procurement trap. US enterprise buyers are landing on the same five models. Here's the convergence read.
Research
Schema Lock vs Tool Contract: OpenAI Wins the Compliance Read
OpenAI's Structured Outputs locks JSON schema adherence at the model level. Anthropic routes the same goal through tool contracts. For regulated industries, the distinction isn't academic.
Research
40 Firms Hold AI Nukes. 499,960,000 Locked Out.
Anthropic confirmed Claude Mythos Preview as a step change above Opus 4.6. It identifies zero-day vulnerabilities at a scale no prior frontier model has hit, and only 40 organizations get to touch it via Project Glasswing.