DevOps — Tech News

Penpot returned a true zero: 3,617 title matches and no fingerprint in any field

Penpot returned a true zero: 3,617 title matches and no fingerprint in any field Zero is a result worth reporting precisely, and it is also easy to…

zoomeye measurement methodology

How much of the public internet runs on Caddy? A ZoomEye measurement of 1.7 million assets What the number is for Caddy is a web server written in G…

webserver exposure caddy measurement

Code: Megapixel99/undetermined Plenty of libraries fit a curve to measurements and hand you back a number. undetermined hands back a number with the…

statistics measurement python node

Code: Megapixel99/canfail A CI guard that has never failed may be incapable of failing. A lint rule disabled by a config merge, a type check whose g…

verification python measurement

Code: Megapixel99/assay-checks assay audits mutation harnesses: the scripts that deliberately break your code and check that a test notices. It look…

mutationtesting verification measurement

Update — v0.3.1 released. CauterRule is now live on GitHub and PyPI . It turns repeated agent failures into permanent standing rules — extract, repl…

ai llm measurement agents

A mixture-of-experts model only activates a few of its experts per token, which means (unlike a dense model, where every forward pass touches every…

llm measurement macos ssd

I have a small transformer that turns a one-line spec into a working web app. It is 11.9M parameters, 6 layers, d=384, trained on 4,176 generated pr…

measurement codegeneration llm tokenization

Code: Megapixel99/capture-the-flag I built a capture-the-flag arena where language models attack and defend each other's containers. The replays the…

llm measurement finetuning security

Four-bit training quantizes every number to one of 16 values. NVFP4's menu is {0, ±0.5, ±1, ±1.5, ±2, ±3, ±4, ±6} , with one scale factor per block…

llm quantization training measurement

I asked models to extract facts with provenance two different ways. Naive: return {answer, quote} , insist the quote is verbatim, then string-match…

llm extraction provenance measurement

Code: Megapixel99/capture-the-flag In April I ran five games of an AI capture-the-flag tournament between five small open-weight models (1.0B to 2.5…

llm measurement security benchmarks