Python

Evidence (16)

• 4Simon Willison·10/10/2026framework_update
  Python 3.15.0 added to GitHub Actions python-versions

  GitHub's actions/python-versions repository now includes Python 3.15.0. This lets developers add "3.15" to GitHub Actions test matrices and run CI against the new stable release.

• 8Hacker News·10/9/2026model_release
  Python 3.15 stable release

  Python 3.15.0 has been released as the new stable major version of the language, adding interpreter, typing, standard library, and C API improvements. The release also includes a significantly upgraded experimental JIT, updated default behaviors such as UTF-8 encoding, and notes a macOS 27.0 Tkinter compatibility issue.

• 1Simon Willison·10/7/2026research
  Ben Affleck on machine learning in visual effects

  Ben Affleck described how machine learning has long been part of visual effects workflows, especially for tasks such as edge detection and feature extraction. He also noted that he can write simple Python scripts to support these kinds of production tasks.

• 3Hacker News·10/6/2026research
  Why Vibecoding Feels Less Fun Than Hand-Coding

  The article argues that AI-assisted vibecoding can be exciting because it quickly turns ideas into working prototypes, but it frontloads the thrill rather than sustaining the deeper satisfaction of building software. The author says AI is useful for projects that would otherwise not get built, but it often does not deliver the long-term enjoyment of hard-earned accomplishment, learning, and careful craftsmanship.

• 7Hacker News·10/6/2026open_source
  Tapo library adds support for TP-Link's TPAP protocol

  The Tapo Rust/Python library now supports TP-Link's newer TPAP protocol, allowing third-party control of plugs and lights even when the Tapo app's Third-Party Compatibility switch is off in many cases. The update follows several firmware changes that had previously broken local integrations and adds support across recent releases v0.10.0 to v0.11.1.

• 5InfoQ·10/5/2026framework_update
  Building Reusable Evaluation Frameworks for Agentic AI

  Susan Chang describes how Elastic moved from scattered, ad hoc agent evaluations to a unified framework designed for production use. The approach combines LLM-as-a-judge with deterministic rules, connects Python-based evaluation workflows to TypeScript production systems, and adds deep tracing to detect regressions in complex RAG and cybersecurity workloads.

• 7Cloudflare Blog·9/29/2026security
  Cloudflare tests its WAF against frontier AI models

  Cloudflare used frontier AI models in a dynamic testing setup to probe its Web Application Firewall by iteratively mutating attack payloads across multiple scenarios. After analyzing 1,107 attempts in an authorized staging environment, most attacks were blocked, and the bypasses that did occur were used to improve detections for all customers.

• 7The New Stack·9/23/2026open_source
  Q.ANT releases open-source software for photonic AI chips

  Q.ANT has released the Q.ANT Native Computing Toolkit on GitHub, giving developers a simulator and software tools to write and test programs for its light-powered AI chips on standard computers. The kit supports Python and C, but real hardware access is still limited to select research sites, with cloud access expected in the coming months.

• 2Hacker News·9/23/2026open_source
  Parody post shows a 25-line Python Jev classifier

  This Hacker News item presents a parody implementation of “Jev” as a small local Python script that loads a GGUF model and classifies an email into labels such as Legitimate, Spam, or Phishing. The post argues that the approach is simple, fast, and privacy-preserving because it runs locally without sending data to an external API.

• 7Hacker News·9/22/2026breakthrough
  OpenAI GPT-6 Astra reportedly breaks long-unsolved Enigma message

  A Hacker News post claims OpenAI's GPT-6 Astra independently solved a German Army Enigma message from 1941 that had resisted break attempts since 2005. The report says the model identified the key and plaintext, built Enigma simulation and Bombe software, and used a repeated crib to complete the cryptanalysis.

• 8Hacker News·9/21/2026framework_update
  Python Workers reach general availability on Cloudflare

  Cloudflare has made Python Workers generally available, promoting Python to a first-class language in its Workers runtime. Developers can now use Python naturally with Cloudflare services such as Workers AI, R2, D1, Hyperdrive, Durable Objects, Queues, and Workflows, and run frameworks like FastAPI, Django, and Flask without writing JavaScript glue code.

• 7InfoQ·9/20/2026framework_update
  Google Releases Kotlin ADK 1.0 with Android On-Device AI Support

  Google has released Agent Development Kit (ADK) for Kotlin 1.0 as a production-ready framework for building AI agents on Kotlin, Android, and JVM/server apps. The update brings Kotlin to feature parity with the Python and Java versions, while adding Android-specific support for on-device and hybrid AI use cases.

• 4Simon Willison·9/11/2026framework_update
  Python soft-deprecates re.match()

  Python 3.15 will soft-deprecate re.match(), signaling that it should not be used for new code while keeping it available. The function is being complemented by re.prefixmatch(), a clearer name for matching from the start of a string; in many cases, re.search() or re.fullmatch() are better choices.

• 9OpenAI Blog·9/11/2026breakthrough
  OpenAI scales Habitat to support ChatGPT at global scale

  OpenAI describes how it evolved Habitat from a Python library into a globally distributed storage platform. The system is now used to support ChatGPT at massive scale, handling 1 billion users and 22 million requests per second.

• 4InfoQ·9/10/2026framework_update
  Incremental Rust Integration to Speed Up Existing Codebases

  Lily Mara describes an incremental refactoring approach that avoids risky full rewrites by introducing Rust into existing systems through FFI. The presentation shows how teams can replace Python performance bottlenecks with Rust using PyO3, while preserving integration testing and reducing infrastructure costs without moving to microservices.

• 4Hacker News·9/7/2026product_launch
  GET Together Launches a GET-only Social Network

  GET Together is a social network where all posting, replying, liking, and deleting actions are done through HTTP GET requests instead of POST. The project emphasizes simple public posts, optional cookies for deletion, and URL-based content with rate limits and moderation rules.