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Measuring How Cost Scales by Counting Instead of Timing

Code: Megapixel99/countfn Every empirical complexity tool I could find on either registry measures elapsed time. PyPI's big-O estimates the class fr…

measurementstatisticspythonnode
Dev.to Sep 27, 2026, 03:00 UTC
EN

A Curve Fitter That Refuses to Answer

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

statisticsmeasurementpythonnode
Dev.to Sep 26, 2026, 03:00 UTC
EN

Breaking CI Guards on Purpose to Prove They Can Fail

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…

verificationpythonmeasurement
Dev.to Sep 24, 2026, 03:00 UTC
EN

Ten Packages, One Rule: A Check Must Be Able to Fail

Between 20 August and 31 August I published ten small packages, eight of them on the last day. The first of the eight repositories was created at 06…

verificationmeasurementpythonnode
Dev.to Sep 20, 2026, 03:00 UTC
EN

What Mutation Testing Frameworks Do When a Timeout Kills Them

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

mutationtestingverificationmeasurement
Dev.to Sep 19, 2026, 03:00 UTC
EN

My Extraction Score Was 0.08 and the Model Was Innocent: Rebuilding the Ruler

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

aillmmeasurementagents
Dev.to Sep 13, 2026, 23:08 UTC
EN

Why a Small Transformer Can't Copy a Word It Hasn't Seen

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…

measurementcodegenerationllmtokenization
Dev.to Aug 24, 2026, 14:00 UTC
EN

Don't trust model quotes; use anchors instead

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

llmextractionprovenancemeasurement
Dev.to Aug 20, 2026, 11:19 UTC

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