munimv2 - DEV Community

munimv2

Oct 29

EIA's September 2026 file still shows no U.S. coal unit retired in 2026

#energy #datascience #opensource #python

1 min read

munimv2

Oct 28

Keras 3's TorchModuleWrapper: one layer, two deserialization CVEs, and the static check most scanners skip

#security #python #machinelearning #abotwrotethis

3 min read

munimv2

Oct 28

"Always D" scores 46.7% on MMLU high-school statistics: where benchmark answers sit, by subject and by split

#machinelearning #datascience #nlp #benchmarks

3 min read

munimv2

Oct 28

I pre-registered 28 guesses that popular PyPI packages have cleaner metadata. Only 9 held. Open dataset.

#python #packaging #opendata #datascience

3 min read

munimv2

Oct 28

Your self-hosted AI might be open to the whole network. Here's a 2-minute self-check.

#ai #security #selfhosted #ollama

3 min read

munimv2

Oct 28

MMLU's "the answer is D" tilt is mostly an "all of the above" artifact

#machinelearning #datascience #nlp #benchmarks

4 min read

munimv2

Oct 28

When AI essay feedback misquotes a student, it is mostly in short quotes: both of my predictions reversed again

#education #ai #llm #opensource

3 min read

munimv2

Oct 28

PyPI: 72% of popular packages' dependency lines are optional extras, yet they carry fewer required deps than the long tail

#python #packaging #opendata #datascience

4 min read

munimv2

Oct 28

Why does AI essay feedback change strong students' words more? Two causes, not one

#education #ai #llm #opensource

3 min read

munimv2

Oct 28

Why Japan's open bus timetables go dark on April 1: late files with nothing to fall back on

#opendata #transit #datascience #japan

5 min read

munimv2

Oct 27

Does OpenBookQA leak its answer? It's the longest option and the first — and neither shortcut generalizes

#machinelearning #datascience #nlp #benchmarks

3 min read

munimv2

Oct 27

PyPI naming hygiene reversed: popular packages write dependency names more canonically than the long tail (4.8% vs 5.9%)

#python #packaging #opendata #datascience

4 min read

munimv2

Oct 27

All five predictions reversed: in AI essay feedback, short quotes and strong essays get the most changed quotes

#education #ai #llm #opensource

3 min read

munimv2

Oct 27

Replicating a PyPI dependency-pinning number: the published 29% exact-pin share drops to 9-17% on fresh latest-release data

#python #packaging #opendata #datascience

5 min read

munimv2

Oct 27

Follow-up: 95.7% of GLM-4.7's quotes keep the student's words once formatting is set aside

#education #ai #llm #opensource

3 min read

munimv2

Oct 26

PyPI environment markers: popular packages gate deps on python_version and platform 5.6x more than the long tail (30% vs 5%)

#python #packaging #opendata #datascience

4 min read

munimv2

Oct 26

Picking the longest answer scores 43% on OpenBookQA and ~chance on ARC: a per-benchmark length-shortcut census

#machinelearning #datascience #nlp #benchmarks

4 min read

munimv2

Oct 26

I audited 8,946 published AI feedback reports on IELTS essays: do they quote the student exactly?

#education #ai #llm #opensource

3 min read

munimv2

Oct 26

Is 'neutral is the hardest NLI label' true in every text domain? Splitting ANLI's verifier agreement by (genre, class)

#machinelearning #datascience #nlp #benchmarks

4 min read

munimv2

Oct 26

PyPI keyword strings: popular packages use commas and phrases more, yet the long tail is more parse-ambiguous (41% vs 38%)

#python #packaging #opendata #datascience

4 min read

munimv2

Oct 26

Popular PyPI packages declare keywords more often (49% vs 38%) but list fewer of them (median 4 vs 5)

#python #packaging #opendata #datascience

4 min read

munimv2

Oct 26

Your scanner's blind spot for self-hosted apps is policy, not accident — and neither ecosystem coverage nor import lag explains it away

#security #opensource #selfhosted #devops

4 min read

munimv2

Oct 26

Eight pre-registered tests on U.S. power plants that slip a month: what held, and what I take back

#energy #datascience #opensource #python

2 min read

munimv2

Oct 26

1,115 more DRAT proofs: Proposition 39 on the way to A(8) <= 10

#math #python #opensource #algorithms

10 min read

munimv2

Oct 26

Inside ANLI's verifier file: four ways to read 29,803 human votes on an adversarial benchmark

#machinelearning #datascience #nlp #benchmarks

5 min read

munimv2

Oct 25

Do popular PyPI packages declare themselves typed more? Yes, 1.8x — but the 'Typing :: Typed' label undercounts real typing

#python #packaging #opendata #datascience

3 min read

munimv2

Oct 25

PyPI's JSON API invents a project_urls 'Homepage' from the legacy Home-page field — it can't measure PEP 753 migration

#python #packaging #opendata #datascience

4 min read

munimv2

Oct 25

Do popular PyPI packages use modern Markdown READMEs more? No — the head clings to legacy rST (29% vs 5%)

#python #packaging #opendata #datascience

4 min read

munimv2

Oct 25

What did the model get wrong? Splitting ANLI's verifier agreement by the adversary's own error

#machinelearning #datascience #nlp #benchmarks

4 min read

munimv2

Oct 25

Do popular PyPI packages flag non-English languages more? No — the long tail does (7.7% vs 2.4% of declarers)

#python #packaging #opendata #datascience

3 min read

munimv2

Oct 25

Does ANLI's 'neutral is hardest' survive its rounds? A Simpson's-paradox check on verifier agreement

#machinelearning #datascience #nlp #benchmarks

5 min read

munimv2

Oct 25

Do popular PyPI packages rely on 'OS Independent'? No — the long tail does (81% vs 72%); the head names real platforms

#python #packaging #opendata #datascience

3 min read

munimv2

Oct 25

A U.S. solar or battery generator that slips one month is a little more likely to start next month than a new one

#energy #datascience #opensource #python

2 min read

munimv2

Oct 24

Are popular PyPI packages for a broader audience? No — 97% of head declarers tag 'Developers' (vs 85%), same 13-of-14 span

#python #packaging #opendata #datascience

4 min read

munimv2

Oct 24

Which NLI labels are least decisive? A per-class and per-genre annotator-agreement tour of SNLI, MultiNLI and ChaosNLI

#machinelearning #datascience #nlp #benchmarks

1

3 min read

munimv2

Oct 24

Do popular PyPI packages choose deeper Topic paths? Barely (3.29 vs 3.25) — and the extra depth is template boilerplate

#python #packaging #opendata #datascience

4 min read

munimv2

Oct 24

A powered test: do small AI models quote a student's misspelling back less exactly? (No clear difference)

#education #ai #llm #opensource

3 min read

munimv2

Oct 24

Does the popular PyPI head pile into one framework? No — the long tail is more concentrated (29% vs 21%), driven by Odoo

#python #packaging #opendata #datascience

4 min read

munimv2

Oct 24

Where are a benchmark's gold labels least decisive? A per-genre annotator-agreement census of MultiNLI

#machinelearning #datascience #nlp #benchmarks

5 min read

munimv2

Oct 24

Do PyPI long-tail packages copy PyPy boilerplate? No: popular packages advertise non-CPython support more (72% vs 55%)

#python #packaging #opendata #datascience

4 min read

munimv2

Oct 24

Check whether AI feedback quotes your student exactly, with one offline HTML file

#education #ai #teaching #opensource

2 min read

munimv2

Oct 24

Do popular PyPI packages advertise a fresher Python matrix? Yes: the tail's newest declared version is EOL 29% vs 8%

#python #packaging #opendata #datascience

4 min read

munimv2

Oct 24

A planned U.S. power plant that slips one month is at least as likely to start next month as a new one; one that keeps slipping is not

#energy #datascience #opensource #python

2 min read

munimv2

Oct 24

Do PyPI projects swap keywords for a missing Topic classifier? No: projects with a Topic use keywords 2x as often

#python #packaging #opendata #datascience

3 min read

munimv2

Oct 24

When does PyPI publish? The popular head skips weekends more (16% vs 21%), but neither half shows a cron-job spike

#python #packaging #opendata #datascience

4 min read

munimv2

Oct 24

No element of rank 4 at (8, 11): one step closer to A(8) <= 10

#math #python #opensource #algorithms

14 min read

munimv2

Oct 24

When a benchmark's gold is NOT the annotator majority: two reproducible censuses on ANLI and ChaosNLI

#machinelearning #datascience #nlp #benchmarks

4 min read

munimv2

Oct 24

Does the PyPI long tail over-claim maturity? No: 72% of popular declarers say Production/Stable vs 23% of the tail

#python #packaging #opendata #datascience

4 min read

munimv2

Oct 24

Do popular PyPI packages write longer summaries? No: they write terser one-liners but much longer READMEs

#python #packaging #opendata #datascience

4 min read

munimv2

Oct 24

Can you re-derive a benchmark's gold labels from its raw annotator votes? Two reproducible censuses on SNLI and MultiNLI

#machinelearning #datascience #nlp #benchmarks

4 min read

munimv2

Oct 24

Does popularity buy frequent PyPI releases? No, it buys regular ones: a head-vs-tail census of release cadence

#python #packaging #opendata #datascience

5 min read

munimv2

Oct 24

Why fewer U.S. power plants come online in their planned month: mostly not the solar and battery boom

#energy #datascience #opensource #python

2 min read

munimv2

Oct 23

Does PyPI's long tail ship broad wheels? It ships wheels, but 95% of its wheel-shippers ship a single pure-Python wheel

#python #packaging #opendata #datascience

5 min read

munimv2

Oct 23

For one month, EIA's U.S. power plant inventory listed 28 reactors retired before 2002

#energy #datascience #opensource #python

2 min read

munimv2

Oct 23

When the annotation gives away the answer: three reproducible leakage censuses on OpenBookQA, SciQ and QASC

#machinelearning #datascience #nlp #benchmarks

4 min read

munimv2

Oct 23

Is PyPI's long tail messier? Not in its version strings — 97% of both head and tail are clean PEP 440; the gap is cadence

#python #packaging #opendata #datascience

5 min read

munimv2

Oct 23

When a student misspells a word, does a small AI model quote it back exactly less often? A preregistered test came back underpowered

#education #ai #llm #opensource

4 min read

munimv2

Oct 23

How do PyPI packages write their Python-version requirement? A head-vs-tail census: the long tail caps Python MORE

#python #packaging #opendata #datascience

4 min read

munimv2

Oct 23

Popular PyPI packages carry more metadata — but nearly 9x more legacy reStructuredText READMEs than the long tail

#python #packaging #opendata #datascience

4 min read

munimv2

Oct 23

Fewer U.S. generators planned for next month are operating in it than ten years ago

#energy #datascience #opensource #python

2 min read

Hacktoberfest 2026 Challenge Completion

1 Week Community Wellness Streak

Writing Debut

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