7 Key Python 3.14 Updates To Make Your Coding Easier, Faster, and Better

Python 3.14 has officially arrived (October 2025), and with it come some thoughtful, powerful improvements.

https://medium.com/techtofreedom/7-key-python-3-14-updates-to-make-your-coding-easier-faster-and-better-17ace5791d09?sk=956f8f3ce66db7feca6f448f141d2cbc

Django: one ORM to rule all databases

Comparing the Django ORM support across official database backends, so you don’t have to learn it the hard way.

https://www.paulox.net/2025/10/06/django-orm-comparison/

ProofOfThought

LLM-based reasoning using Z3 theorem proving.

https://github.com/DebarghaG/proofofthought

agent-framework

A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET.

https://github.com/microsoft/agent-framework

Python 3.14.0 (final) is here!

Python 3.14 introduces major new features including official support for free-threaded Python, deferred evaluation of annotations, template string literals, multiple interpreters in the standard library, and a new compression module for Zstandard. It also brings improved error messages, syntax highlighting in the REPL and debugger, an experimental JIT compiler for macOS and Windows, and ...

https://pythoninsider.blogspot.com/2025/10/python-3140-final-is-here.html

devpush

Like Vercel, but open source and for all languages.

https://github.com/hunvreus/devpush

Anatomy of a Scalable Python Project (FastAPI)

The video explains how to design a scalable Python project using FastAPI, covering key aspects like a balanced folder structure, centralized configuration with pydantic, logging, dependency injection, and isolated testing with an in-memory database. The video also demonstrates Docker-based environment consistency, clean separation of business logic and API routing, and practical tips for...

https://www.youtube.com/watch?v=Af6Zr0tNNdE

LlamaFarm

Deploy any AI model, agents, database, RAG, and pipeline locally in minutes.

https://github.com/llama-farm/llamafarm

Bringing NumPy's type-completeness score to nearly 90%

NumPy's type-completeness score was improved from 33% to nearly 90% through efforts by Quansight Labs and Meta's Pyrefly team, including a key one-line fix for type annotations and fully typing the MaskedArray class. These improvements enhance developer experience and enable safer downstream library code by providing better static typing coverage in NumPy's public API.

https://pyrefly.org/blog/numpy-type-completeness/

Tunix

A JAX-native LLM Post-Training Library.

https://github.com/google/tunix

“The G in GPU is for Graphics damnit!”: Adventures in Triton Kernels, Profiling, Parallelism and More

The blog explains how Triton, a Python-based DSL for CUDA programming now developed by OpenAI, enables writing custom GPU kernels with better performance and ease than direct CUDA. Through a case study simulating Physarum slime mold, the post showcases profiling, optimization, and how Triton can vastly outperform PyTorch by fusing operations and reducing memory overhead.

https://ut21.github.io/blog/triton.html

SINQ

A novel, fast and high-quality quantization method designed to make any Large Language Model smaller while preserving accuracy.

https://github.com/huawei-csl/SINQ

Introducing Air: A Pioneering AI-First Python Web Framework

The Air framework is a pioneering AI-first Python web framework built on FastAPI and Starlette, designed to optimize developer and AI agent productivity with features like intuitive Air Tags for HTML generation, seamless Jinja template integration, and built-in HTMX support. Inspired by frameworks like Django, Flask, and Pyramid, Air emphasizes modularity, modern developer experience, an...

https://audrey.feldroy.com/articles/2025-10-06-air-pioneering-ai-first-python-web-framework

Python 3.14's best new features

Python 3.14 introduces practical, user-friendly features such as syntax highlighting in the REPL and debugger, improved error messages with helpful suggestions, and pathlib enhancements like copy and move methods. It also adds template string literals (t-strings) for advanced string processing, deferred evaluation of annotations, new UUID versions sortable by creation time, and better co...

https://www.pythonmorsels.com/python314/

gemimg

Lightweight wrapper for generating and editing images from Gemini 2.5 Flash Image/Nano Banana.

https://github.com/minimaxir/gemimg

Functions: a complete reference

This article serves as a complete reference for all the non-trivial things you should know about Python functions.

https://mathspp.com/blog/pydonts/functions-a-complete-reference

FuncToWeb

Transform any Python function into a web interface automatically.

https://github.com/offerrall/FuncToWeb