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Reproducible LLM Inference Needs Fixed Batch Geometry

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 the order of requests in a batch," per the project's own documentation. That one environment variable is the difference between a pipeline you
Bob M 07 Nov 2026
Ripple-65B Preview: 80.52 On TerminalBench, Zero Independent Verification

Ripple-65B Preview: 80.52 On TerminalBench, Zero Independent Verification

Bob M 06 Nov 2026
Kimi K3.1 Pro Open Weights Landed. Self-Hosting Can Wait.

Kimi K3.1 Pro Open Weights Landed. Self-Hosting Can Wait.

Bob M 06 Nov 2026
OpenAI Images 2.6 GIF Creation: What Shipped and What Didn't

OpenAI Images 2.6 GIF Creation: What Shipped and What Didn't

Bob M 05 Nov 2026
Self-Hosted Chinese AI Models For Coding: One GPU Or Eight

Self-Hosted Chinese AI Models For Coding: One GPU Or Eight

Bob M 05 Nov 2026
AI Search Traffic Ate 40.2% of Publisher Referrals. Now What?

AI Search Traffic Ate 40.2% of Publisher Referrals. Now What?

Bob M 04 Nov 2026
Weight-Space Programming: The 0.016% Edit That Fixed Qwen's Math

Weight-Space Programming: The 0.016% Edit That Fixed Qwen's Math

Bob M 04 Nov 2026
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