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Python JIT compiler project under threat after steering council says proper process wasn't followed
The Python steering council has surprised onlookers by asking for the suspension of new development on the JIT (just in time) compiler project from the main branch of the Python code repository, pending creation and acceptance of a new PEP (Python enhancement proposal) for the project. Bug and security fixes for existing JIT code in main will continue to be accepted, but if no PEP is submitted and approved within six months, the JIT code will be removed from main. The announcement is...
Python JIT project was asked to pause development
We would like to take a moment to talk about the experimental just-in-time compiler in CPython, and the path we think it should take from here. Over the past several years, several core developers and contributors have been building a JIT compiler in the main branch of CPython. We want to begin by thanking them.
Agent JIT Compilation for Latency-Optimizing Web Agent Planning and Scheduling
arXiv:2605.21470v2 Announce Type: replace Abstract: Computer-use agents (CUAs) automate tasks specified with natural language such as "order the cheapest item from Taco Bell" by generating sequences of calls to tools such as click, type, and scroll on a browser. Current implementations follow a sequential fetch-screenshot-execute loop where each iteration requires an LLM call, resulting in high latency and frequent errors from incorrect tool use. We present agent just-in-time (JIT)...
JAX-AMG: A GPU-Accelerated Differentiable Sparse Linear Solver Library for JAX
Announce Type: cross Abstract: Sparse linear systems from PDE discretizations are central to scientific computing, yet no existing JAX-ecosystem solver simultaneously provides GPU-accelerated algebraic multigrid (AMG), automatic differentiation (AD), and distributed multi-GPU execution. JAX-AMG fills this gap by wrapping the Nvidia AmgX solver suite as a native JAX primitive, exposing AMG and Krylov methods with configurable preconditioners through a unified interface compatible with JIT...
JAX-AMG: A GPU-Accelerated Differentiable Sparse Linear Solver Library for JAX
Announce Type: new Abstract: Sparse linear systems from PDE discretizations are central to scientific computing, yet no existing JAX-ecosystem solver simultaneously provides GPU-accelerated algebraic multigrid (AMG), automatic differentiation (AD), and distributed multi-GPU execution. JAX-AMG fills this gap by wrapping the Nvidia AmgX solver suite as a native JAX primitive, exposing AMG and Krylov methods with configurable preconditioners through a unified interface compatible with JIT...
Zeroserve: A zero-config web server you can script with eBPF
zeroserve is a small, fast, zero-config HTTPS server. You hand it a tarball of a website and it serves it - over HTTP/2 and TLS 1.3, with hot reload and a tiny resident footprint. The twist is that you can drop eBPF programs into the tarball and they run on every request, in userspace, as sandboxed middleware - rewriting, authenticating, and rate-limiting requests, or reverse-proxying them to a backend when you want it to act as a gateway in front of your app.
Test-case reducers are underappreciated debugging tools
Test-case reducers are less well known than they should be, and those who are aware of them don’t always realise the variety of ways we can use – perhaps even abuse! – them. In this post, I’m going to explore some of the things I’ve learnt while using these wonderful tools. I’ll start at the basics, because the idea is so simple that it can be hard to believe it works.
Cessation of public development of Kefir C compiler
To whom it may concern, Today I announce the cessation of public development of Kefir C compiler and transition the work into private mode for an indefinite period of time. First and foremost, I myself am saddened by this change, however consider it necessary for sustainability of the project. From now on and for an indefinite period of time, no new major developments of the Kefir compiler project will be distributed publicly.
Agent libOS: A Library-OS-Inspired Runtime for Long-Running, Capability-Controlled LLM Agents
arXiv:2606.03895v1 Announce Type: new Abstract: Large language model (LLM) agents are evolving from request-response assistants into long-running software actors: they maintain state across model calls, fork subtasks, wait for external events, request human authority, generate tools, and perform side effects that must be resumed and audited. This paper presents Agent libOS, a library-OS-inspired runtime substrate for LLM agents. Agent libOS runs above a conventional host operating system; it...
Survivors of Harrods sex predator Mohamed Al Fayed demand trafficking probe
Survivors of Harrods sex predator Mohamed Al Fayed demand trafficking probe A survivor-led collective called No One Above - which represents victims of Mohamed Al Fayed's sexual abuse - demanded Scotland Yard open a trafficking probe and the National Crime Agency to set up a special unit Billionaire sex beast Mohamed Al Fayed should be the subject of a full trafficking probe, survivors say. Victims of the Harrods boss today demanded Scotland Yard detectives widen the scope of their...