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A collection of 3 posts
Python-Only Coding Benchmarks Are Lying by Omission
ai-models

Python-Only Coding Benchmarks Are Lying by Omission

Python has been doing too much unpaid PR work for coding models. For the last few years, “best coding model” has usually meant “best at Python-heavy benchmarks, plus vibes from a few repository demos.” That was convenient for leaderboard maintenance, not especially honest about software engineering. Multi-LCB, a new arXiv
19 Jun 2026 4 min read
The Cheapest Local AI GPU Story Is Really About Old NVIDIA Data-Center Silicon Finding a Second Life
nvidia

The Cheapest Local AI GPU Story Is Really About Old NVIDIA Data-Center Silicon Finding a Second Life

The most interesting local-AI GPU this week is not new, friendly, or remotely normal. It is a 2017 NVIDIA Tesla V100 SXM2 server accelerator, pulled out of the data-center afterlife, bolted to an SXM-to-PCIe adapter, cooled with a 3D-printed duct, and asked to run Ollama like it was born for
10 May 2026 5 min read
vLLM 0.20.2 Is a Patch Release About the Boring Parts That Decide Whether Local Inference Works
nvidia

vLLM 0.20.2 Is a Patch Release About the Boring Parts That Decide Whether Local Inference Works

vLLM 0.20.2 is the kind of release that will never trend, which is exactly why it matters. The patch notes are six commits from six contributors, mostly fixes for DeepSeek V4, gpt-oss MXFP4, and Qwen3-VL. No launch video. No grand benchmark chart. Just the maintenance work that decides
10 May 2026 4 min read
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