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Show HN: High deterministic real time in Python with copy and patch compiler

https://copapy.nonan.net
2•Saloc•1mo ago
Copapy is an experiment in making Python usable for hard real-time systems by removing almost everything that makes Python non-deterministic.

Instead of an interpreter or JIT, Copapy builds a computation graph by tracing Python code and uses a copy-and-patch compiler to assemble machine code from precompiled templates, patched at compile time. The result is static native code with no GC, no syscalls, and no memory allocations at runtime. Once compiled, execution is fully predictable, and instruction counts and latency can be reasoned about ahead of execution. It also supports automatic differentiation, which is useful for control, optimization, and estimation workloads.

Copapy treats Python as a frontend, not a runtime. During tracing, standard Python code is executed, allowing to benefit from Python's expressiveness and tooling.

The copy-and-patch compiler makes porting to new architectures straightforward as long as a C compiler is available. x86_64 as well as 32- and 64-bit ARM are already supported. Copapy comes as small Python package with minimal dependencies, and does not require a cross-compilation toolchain since the package ships with precompiled stencils.

The current focus is on robotics, aerospace, embedded systems, and control systems in general.

This project is early but already usable and easy to try out. If anyone is interested in integrating Copapy into commercial hardware products, or adopting it for open source projects, I'd love to hear about real use cases and constraints.

Repo: https://github.com/Nonannet/copapy

Ask HN: AI Generated Diagrams

1•voidhorse•29s ago•0 comments

Microsoft Account bugs locked me out of Notepad – are Thin Clients ruining PCs?

https://www.windowscentral.com/microsoft/windows-11/windows-locked-me-out-of-notepad-is-the-thin-...
1•josephcsible•46s ago•0 comments

A delightful Mac app to vibe code beautiful iOS apps

https://milq.ai/hacker-news
1•jdjuwadi•3m ago•1 comments

Show HN: Gemini Station – A local Chrome extension to organize AI chats

https://github.com/rajeshkumarblr/gemini_station
1•rajeshkumar_dev•3m ago•0 comments

Welfare states build financial markets through social policy design

https://theloop.ecpr.eu/its-not-finance-its-your-pensions/
2•kome•7m ago•0 comments

Market orientation and national homicide rates

https://onlinelibrary.wiley.com/doi/10.1111/1745-9125.70023
3•PaulHoule•7m ago•0 comments

California urges people avoid wild mushrooms after 4 deaths, 3 liver transplants

https://www.cbsnews.com/news/california-death-cap-mushrooms-poisonings-liver-transplants/
1•rolph•8m ago•0 comments

Matthew Shulman, co-creator of Intellisense, died 2019 March 22

https://www.capenews.net/falmouth/obituaries/matthew-a-shulman/article_33af6330-4f52-5f69-a9ff-58...
3•canucker2016•9m ago•1 comments

Show HN: SuperLocalMemory – AI memory that stays on your machine, forever free

https://github.com/varun369/SuperLocalMemoryV2
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Show HN: Pyrig – One command to set up a production-ready Python project

https://github.com/Winipedia/pyrig
1•Winipedia•12m ago•0 comments

Fast Response or Silence: Conversation Persistence in an AI-Agent Social Network [pdf]

https://github.com/AysajanE/moltbook-persistence/blob/main/paper/main.pdf
1•EagleEdge•12m ago•0 comments

C and C++ dependencies: don't dream it, be it

https://nibblestew.blogspot.com/2026/02/c-and-c-dependencies-dont-dream-it-be-it.html
1•ingve•13m ago•0 comments

Show HN: Vbuckets – Infinite virtual S3 buckets

https://github.com/danthegoodman1/vbuckets
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Open Molten Claw: Post-Eval as a Service

https://idiallo.com/blog/open-molten-claw
1•watchful_moose•14m ago•0 comments

New York Budget Bill Mandates File Scans for 3D Printers

https://reclaimthenet.org/new-york-3d-printer-law-mandates-firearm-file-blocking
2•bilsbie•14m ago•1 comments

The End of Software as a Business?

https://www.thatwastheweek.com/p/ai-is-growing-up-its-ceos-arent
1•kteare•16m ago•0 comments

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https://ai-devkit.com/skills/
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Show HN: A unique twist on Tetris and block puzzle

https://playdropstack.com/
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The logs I never read

https://pydantic.dev/articles/the-logs-i-never-read
1•nojito•21m ago•0 comments

How to use AI with expressive writing without generating AI slop

https://idratherbewriting.com/blog/bakhtin-collapse-ai-expressive-writing
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Show HN: LinkScope – Real-Time UART Analyzer Using ESP32-S3 and PC GUI

https://github.com/choihimchan/linkscope-bpu-uart-analyzer
1•octablock•22m ago•0 comments

Cppsp v1.4.5–custom pattern-driven, nested, namespace-scoped templates

https://github.com/user19870/cppsp
1•user19870•23m ago•1 comments

The next frontier in weight-loss drugs: one-time gene therapy

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2•bookofjoe•26m ago•1 comments

At Age 25, Wikipedia Refuses to Evolve

https://spectrum.ieee.org/wikipedia-at-25
2•asdefghyk•29m ago•4 comments

Show HN: ReviewReact – AI review responses inside Google Maps ($19/mo)

https://reviewreact.com
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Why AlphaTensor Failed at 3x3 Matrix Multiplication: The Anchor Barrier

https://zenodo.org/records/18514533
1•DarenWatson•31m ago•0 comments

Ask HN: How much of your token use is fixing the bugs Claude Code causes?

1•laurex•34m ago•0 comments

Show HN: Agents – Sync MCP Configs Across Claude, Cursor, Codex Automatically

https://github.com/amtiYo/agents
1•amtiyo•35m ago•0 comments

Hello

2•otrebladih•36m ago•1 comments

FSD helped save my father's life during a heart attack

https://twitter.com/JJackBrandt/status/2019852423980875794
3•blacktulip•39m ago•0 comments