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When Time Hardens AI Risk-Synthetic Stability and the Failure of Governance

https://zenodo.org/records/18195561
1•businessmate•14s ago•1 comments

Grok assumes users seeking images of underage girls have "good intent"

https://arstechnica.com/tech-policy/2026/01/grok-assumes-users-seeking-images-of-underage-girls-h...
1•chha•4m ago•0 comments

A Codebase by an Agent for an Agent

https://ampcode.com/by-an-agent-for-an-agent
1•tosh•4m ago•0 comments

C++ std::move doesn't move anything: A deep dive into Value Categories

https://0xghost.dev/blog/std-move-deep-dive/
1•signa11•4m ago•0 comments

Why do developers sign up for tools but never pay?

https://www.zolly.dev/
1•Parameswar•5m ago•1 comments

Yagni You aren't gonna nail it, until you do

https://medium.com/@souravray/yagni-you-arent-gonna-nail-it-until-you-do-a47d5fa303dd
1•souravray•5m ago•1 comments

Vui.el: Declarative, component-based UI library for Emacs

https://github.com/d12frosted/vui.el
2•lightveil•10m ago•0 comments

10x PostgreSQL performance boost on AWS RDS via ML-driven tuning

https://www.dbtune.com/blog/how-midwest-tape-achieved-a-10x-performance-boost-with-postgresql-tun...
2•lnardi•15m ago•1 comments

Marmot Protocol: Decentralized group messaging base on MLS and Nostr

https://github.com/marmot-protocol/marmot
1•cxplay•15m ago•0 comments

How to Hypothetically Secure $1B in Bitcoin

https://nelop.com/secure-1-billion-bitcoin/
1•nelop•18m ago•1 comments

LLM predictions for 2026, shared with Oxide and Friends

https://simonwillison.net/2026/Jan/8/llm-predictions-for-2026/
1•salvozappa•20m ago•0 comments

Show HN: A permanent digital billboard where communities fight for territory

https://www.themillionlines.com
1•lolzenom•21m ago•0 comments

An AI workspace built for deep work and long research workflows

https://alpie.ai/
1•ChiragArya•21m ago•0 comments

Phenomenon of "Grokking" in Neural Networks

https://twitter.com/godofprompt/status/2008458571928002948
1•vismit2000•21m ago•0 comments

Testing whether marketing emails will convert before you send them

https://vect.pro/#/signup?continue=%2Fapp%2Ftools%3Ftool%3DMarketing+Email
1•WoWSaaS•24m ago•1 comments

GLM-4.7: Frontier intelligence at record speed

https://www.cerebras.ai/blog/glm-4-7
1•sorenbs•28m ago•0 comments

Show HN: Tea Dating App for Men

https://www.herlaps.com/
2•ellie_dcruz•28m ago•2 comments

Iran: An Uprising Besieged from Within and Without: Three Perspectives

https://crimethinc.com/2026/01/07/iran-an-uprising-besieged-from-within-and-without-three-perspec...
1•pabs3•29m ago•0 comments

The future of space exploration depends on better biology

https://www.economist.com/leaders/2025/12/30/the-future-of-space-exploration-depends-on-better-bi...
1•zeristor•30m ago•1 comments

Using process dynamics to select compression modes online

https://substack.com/inbox/post/183988513
1•Alex1Morgan•31m ago•1 comments

Moving Scratch generation to Python on browser

https://kushaldas.in/posts/introducing-ektupy.html
1•kushaldas•37m ago•0 comments

How AI Is Making Everything More Expensive [video]

https://www.youtube.com/watch?v=JlmLdvCM-ZI
1•mgh2•37m ago•1 comments

Dutch set to outlaw fireworks after more new year chaos

https://www.theguardian.com/world/2026/jan/09/dutch-netherlands-fireworks-ban-new-years-eve
2•n1b0m•37m ago•0 comments

Apple Loses Safari Lead Designer to the Browser Company

https://www.macrumors.com/2026/01/08/apple-loses-safari-designer-to-the-browser-company/
2•mgh2•39m ago•0 comments

HP's EliteBoard G1a is a Ryzen-powered Windows 11 PC in a membrane keyboard

https://arstechnica.com/gadgets/2026/01/hps-eliteboard-g1a-is-a-ryzen-powered-windows-11-pc-in-a-...
1•teleforce•39m ago•0 comments

End-to-End Influencer Marketing AI Agent

https://kflx.ai/en
1•Lily_666•40m ago•1 comments

15 Years of Indie Dev in 4 Bits of Advice

https://www.pentadact.com/2026-01-08-15-years-of-indie-dev-in-4-bits-of-advice/
2•microflash•40m ago•0 comments

Who's who at X, the deepfake porn site formerly known as Twitter

https://www.ft.com/content/ad94db4c-95a0-4c65-bd8d-3b43e1251091
5•doener•42m ago•1 comments

Claude Code changes it's privacy settings and policy

2•tankenmate•45m ago•0 comments

GNU Awk and Me: 37 Years of Free Software Development [video]

https://www.youtube.com/watch?v=Hm1a-pWsnMI
4•benhoyt•46m ago•0 comments
Open in hackernews

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

https://copapy.nonan.net
1•Saloc•19h 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