Reproducible LLM Inference Needs Fixed Batch Geometry
vLLM’s `VLLM_BATCH_INVARIANT=1` flag delivers reproducible LLM inference by making output “deterministic and independent of the batch size or...
Ripple-65B Preview: 80.52 On TerminalBench, Zero Independent Verification
Launch morning. GMI Cloud already had Ripple-65B Preview serving from its endpoints at $0.20 per million input tokens...
Kimi K3.1 Pro Open Weights Landed. Self-Hosting Can Wait.
Kimi K3.1 Pro went open-weight on November 4, 2026. Deadline day, zero slack in it. A Reddit post...
OpenAI Images 2.6 GIF Creation: What Shipped and What Didn’t
OpenAI shipped Images 2.6 on November 4, 2026, and GIF creation is the headline. You can now generate...
Self-Hosted Chinese AI Models For Coding: One GPU Or Eight
Qwen3.8-27B proves self-hosted Chinese AI models for enterprise coding don’t need a datacenter. It ships under Apache 2.0...
AI Search Traffic Ate 40.2% of Publisher Referrals. Now What?
Chartbeat’s 2026 Publisher Playbook puts AI search’s cost to publishers in one number: Google Search referrals across its...
Weight-Space Programming: The 0.016% Edit That Fixed Qwen’s Math
Weight-space programming moved Qwen3.5-0.8B from 7.9% to 48.1% accuracy on MATH-500. And the edit touched just 0.016% of...
Reddit Mandatory Logins: Where 1 Million Referrals a Week Went
Per week. On average, all through October. That’s the pace Reddit just admitted to shareholders. More than 1...
The Qwen3.8-27B reCAPTCHA Claim Needs Receipts
Qwen3.8-27B shipped August 14, 2026, and the reCAPTCHA story riding behind it is still unverified. Community posts in...
DeepSeek’s Super-Agent Coding Agent Won’t Act Unless Asked
It opened a work item, ran the job in its own session and its own directory, then answered...