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Type Hints in Python Libraries and Frameworks: An Empirical Analysis of Adoption

https://arxiv.org/abs/2609.02782
1•runningmike•58m ago

Comments

runningmike•58m ago
Full title: "Type Hints in Python Libraries and Frameworks: An Empirical Analysis of Adoption and Maintenance"

Conclusion: Type hints in Python libraries and frameworks primarily serve as API contracts rather than comprehensive descriptions of implementation details.

I come from C/C++, so for me using Python without type hints is the way forwards. But for some libraries it make sense. As long as type hints "do nothing"...but only for some tools.

More than 100 water systems were hit in July cyberattacks

https://www.theregister.com/cyber-crime/2026/08/26/more-than-100-water-systems-were-hit-in-july-c...
1•NordStreamYacht•1m ago•0 comments

Audacity 4.0

https://github.com/audacity/audacity/releases/tag/Audacity-4.0.0
1•ClydeN•1m ago•0 comments

AnnotationSync a KOReader's plugin to sync between devices

https://github.com/dani84bs/AnnotationSync.koplugin
1•greensquare•1m ago•0 comments

Android 17 and higher includes a Memory Limiter

https://source.android.com/docs/core/perf/memory-limiter
1•nisiddharth•4m ago•1 comments

The Perpetual Tourist Experiment

https://experimentalliving.substack.com/p/the-perpetual-tourist-experiment
1•soltanov•5m ago•0 comments

Democrats block constitutional amendment to lock Supreme Court at 9 justices

https://www.nbcnews.com/politics/congress/house-democrats-block-constitutional-amendment-supreme-...
1•downbad_•5m ago•0 comments

How Much Pensions Replace Your Salary by Country

https://www.visualcapitalist.com/ranked-how-much-of-your-income-pensions-replace-in-retirement/
1•tcp_handshaker•7m ago•0 comments

RSA-260

https://en.wikipedia.org/wiki/RSA_numbers
2•tosh•8m ago•1 comments

Geometric Shapes Found Inside AIs – Tom McGrath [video]

https://www.youtube.com/watch?v=_egu7OFem-k
2•binyu•13m ago•0 comments

GitSpawn: Flaw Lets Untrusted Repos Run Code in Claude Code, Codex, Cursor, Grok

https://www.manifold.security/blog/ai-coding-agents-git-hijack
2•chillax•16m ago•0 comments

WASM_OS, an operating-system experiment that runs inside a browser tab

https://wasmos-production.up.railway.app
3•layerdynamicsai•18m ago•0 comments

Google Sold Its Engineers on Management [2013]

https://hbr.org/2013/12/how-google-sold-its-engineers-on-management
1•BerislavLopac•19m ago•0 comments

Why C++ Wins in Finance [video]

https://www.youtube.com/watch?v=InLxLEqg_fs
2•rramadass•21m ago•1 comments

Gloria Steinem, groundbreaking feminist campaigner, dies aged 92

https://www.theguardian.com/books/2026/sep/03/gloria-steinem-groundbreaking-feminist-campaigner-d...
5•mellosouls•23m ago•2 comments

Ask HN: Why does Claude not let me edit my questions?

2•joooscha•24m ago•0 comments

DevSecOps Consulting Services and DevSecOps Services – Kellton

https://www.kellton.com/cloud-engineering/devsecops
1•Priyasinhakt•25m ago•0 comments

Understanding, Mitigating Numerical Sources of Nondeterminism in LLM Inference

https://arxiv.org/abs/2506.09501
1•shakna•27m ago•0 comments

From Bitcoin Bankruptcy to Data Center Billions in West Texas

https://americanbuildout.com/from-bitcoin-bankruptcy-to-data-center-billions-in-west-texas/
1•newyorkinfra•28m ago•0 comments

Please don't rearrange our shoes when we turn up, paramedics in Japan urge

https://www.theguardian.com/world/2026/aug/28/never-tidy-paramedics-shoes-japan-custom-etiquette
6•high_na_euv•31m ago•0 comments

SAAB showcases full-scale uncrewed aircraft concept

https://www.saab.com/newsroom/press-releases/2026/saab-showcases-full-scale-uncrewed-aircraft-con...
1•embedding-shape•32m ago•0 comments

Introducing Atlas: the first multimodal world model

https://twitter.com/theworldlabs/status/2094839756329041984
1•binyu•33m ago•1 comments

Dear ImGui: Bloat-free Graphical User interface for C++

https://github.com/ocornut/imgui
2•Bluestein•34m ago•0 comments

Guard Llama

https://en.wikipedia.org/wiki/Guard_llama
5•tosh•34m ago•1 comments

£100M competition to back British AI companies to fix public services

https://www.gov.uk/government/news/100-million-competition-to-back-british-ai-companies-to-fix-pu...
2•nixlaz•35m ago•0 comments

Buildkite Outage Postmortem

https://www.buildkitestatus.com/incidents/tm6746k61p73
1•juanfatas•36m ago•0 comments

An Accidental Blackboard

https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html
1•javaeeeee•36m ago•0 comments

Gemini 3.8 Flash Arrives, Promptly Mocked by Rivals

https://chinaonchina.com/article/gemini-3-8-flash-debuts-promptly-mocked-by-rivals
2•try-working•38m ago•0 comments

ZJIT GC: Inlining GC Fastpath in ZJIT

https://railsatscale.com/2026-09-01-zjit-gc-fastpath/
2•riffraff•38m ago•0 comments

Agent-manager - The fastest workflow for every coding agent (claude codex etc..)

https://agent-manager.dev/
1•yoanwaidev•44m ago•1 comments

LTO Tape Shipments Up 57% in Q1 2026 as AI and Archive Demand Accelerate

https://www.storagereview.com/news/lto-tape-shipments-up-57-in-q1-2026-as-ai-and-archive-demand-a...
2•giuliomagnifico•50m ago•0 comments