Python Adopts Standard Lock File Format for Reproducible Installs
(socket.dev)
Python has officially standardized a lock file format.
Python has officially standardized a lock file format.
Show HN: Localscope–Limit scope of Python functions for reproducible execution
(readthedocs.io)
Have you ever hunted bugs caused by accidentally using a global variable in a function in a Jupyter notebook? Have you ever scratched your head because your code broke after restarting the Python kernel? localscope can help by restricting the variables a function can access.
Have you ever hunted bugs caused by accidentally using a global variable in a function in a Jupyter notebook? Have you ever scratched your head because your code broke after restarting the Python kernel? localscope can help by restricting the variables a function can access.
Stagex – Container-native, full-source bootstrapped, and reproducible toolchain
(stagex.tools)
Minimalism and security first repository of reproducible and multi-signed OCI images of common open source software toolchains full-source bootstrapped from Stage 0 all the way up.
Minimalism and security first repository of reproducible and multi-signed OCI images of common open source software toolchains full-source bootstrapped from Stage 0 all the way up.
Is NixOS truly reproducible?
(luj.fr)
Build reproducibility is often considered as a de facto feature provided by functional package managers like Nix. Although the functional package manager model has important assets in the quest for build reproducibility (like reproducibility of build environments for example1), it is clear among practitioners that Nix does not guarantee that all its builds achieve bitwise reproducibility. In fact, it is not complicated to write a Nix package that builds an artifact non-deterministically:
Build reproducibility is often considered as a de facto feature provided by functional package managers like Nix. Although the functional package manager model has important assets in the quest for build reproducibility (like reproducibility of build environments for example1), it is clear among practitioners that Nix does not guarantee that all its builds achieve bitwise reproducibility. In fact, it is not complicated to write a Nix package that builds an artifact non-deterministically:
TinyZero: Reproduction of DeepSeek R1 Zero in countdown and multiplication tasks
(github.com/Jiayi-Pan)
TinyZero is a reproduction of DeepSeek R1 Zero in countdown and multiplication tasks. We built upon veRL.
TinyZero is a reproduction of DeepSeek R1 Zero in countdown and multiplication tasks. We built upon veRL.
Zig Reproduced Without Binaries
(jakstys.lt)
I decided to bootstrap Zig without using binaries that are checked in the repository and answer if the resulting zig1.wasm in the latest Zig release (0.13.0) is the same the one bootstrapped without using those binaries.
I decided to bootstrap Zig without using binaries that are checked in the repository and answer if the resulting zig1.wasm in the latest Zig release (0.13.0) is the same the one bootstrapped without using those binaries.
Package reproducibility in Python notebooks using uv isolated environments
(marimo.io)
One of marimo’s goals is to make notebooks reproducible, down to the packages used in them. To that end, it’s now possible to create marimo notebooks that have their package requirements serialized into them as a top-level comment.
One of marimo’s goals is to make notebooks reproducible, down to the packages used in them. To that end, it’s now possible to create marimo notebooks that have their package requirements serialized into them as a top-level comment.