Training a Deep Learning Model for Echogram Semantic Segmentation

In this tutorial we build a deep-learning pipeline for echogram segmentation using open-source tools. Echograms are two-dimensional plots of acoustic echo intensity versus time and depth recorded using sonar instruments, in our case echosounders.

https://oceanstream.io/training-a-deep-learning-model-for-echogram-semantic-segmentation/

Python 3.14 Is Here. How Fast Is It?

Python 3.14 delivers notable performance improvements, including up to 27% speedup in some benchmarks compared to Python 3.13, and enhanced free-threaded execution for better multithreading. The new release also adds features like syntax highlighting in the REPL and improved concurrency support.

https://blog.miguelgrinberg.com/post/python-3-14-is-here-how-fast-is-it

How to Level Up Your Python Logs with Structlog

This Structlog guide covers configuration context JSON output error handling and OpenTelemetry integration to make your logs a useful signal for Observability.

https://www.dash0.com/guides/python-logging-with-structlog

Erdos

A secure, AI-native IDE for data science.

https://github.com/lotas-ai/erdos

PyTorch 2.9

PyTorch 2.9 introduces new features including a stable libtorch ABI for C++/CUDA extensions, symmetric memory programming for easy multi-GPU kernel development, and enhanced control over graph break handling in torch.compile. It expands wheel support for AMD ROCm, Intel XPU, and CUDA 13, adds FlexAttention optimizations on Intel GPUs and X86 CPUs, and improves Arm platform performance wi...

https://pytorch.org/blog/pytorch-2-9/

Neural Networks: Simpler Than You Think

The post presents a straightforward implementation of a neural network from scratch in Python, explaining core concepts such as neurons, layers, weights, biases, activation functions, and training through backpropagation. It demonstrates building and training a simple neural network to approximate a sine wave, highlighting that despite its simplicity, the network can learn complex patter...

https://www.hamza.se/blog/neural-networks

nanochat

The best ChatGPT that $100 can buy.

https://github.com/karpathy/nanochat

rightnow-cli

Claude Code for CUDA. Free AI assistant that actually understands GPU architecture.

https://github.com/RightNow-AI/rightnow-cli

Buridan UI

Beautifully designed Reflex components to build your web apps faster. Open source.

https://github.com/buridan-ui/ui

Handy Python REPL Modifications

The article describes custom modifications to the Python REPL to make it behave more like a favorite editor, including adding new keyboard shortcuts for code navigation, editing, and inserting example data structures. These changes, enabled through a PYTHONSTARTUP file and packaged in a library called pyrepl-hacks, enhance productivity by allowing quicker code writing and editing with si...

https://treyhunner.com/2025/10/handy-python-repl-modifications/

TorchCurves - differentiable parametric curves in PyTorch

PyTorch parametric curves spanned by B-Splines or Legendre polynomials for KANs, Embeddings, or PDE solvers.

https://github.com/alexshtf/torchcurves

Killing the GIL: How To Use Python 3.14's Free-Threading Upgrade

The global interpreter lock (GIL) has been interfering with true parallelism in Python. That ends with Python 3.14.

https://www.neelsomaniblog.com/p/killing-the-gil-how-to-use-python

Cronboard

A terminal-based dashboard for managing cron jobs.

https://github.com/antoniorodr/Cronboard

EdgeAI for Beginners

This course is designed to guide beginners through the exciting world of Edge AI, covering fundamental concepts, popular models, inference techniques, device-specific applications, model optimization, and the development of intelligent Edge AI agents.

https://github.com/microsoft/edgeai-for-beginners

Autoswagger

A command-line tool designed to discover, parse, and test for unauthenticated endpoints using Swagger/OpenAPI documentation. It helps identify potential security issues in unprotected endpoints of APIs, such as PII leaks and common secret exposures.

https://github.com/intruder-io/autoswagger

What’s new in Python 3.15

This article explains the new features in Python 3.15, compared to 3.14.

https://docs.python.org/3.15/whatsnew/3.15.html

remoclip

A CLI tool for accessing your local clipboard from remote systems.

https://remoclip.newmatter.net

Using Async Functions in Celery with Django Connection Pooling

The blog post explains how Celery, which currently does not support native async functions, can still integrate asynchronous Python code by using the asynctosync utility from asgiref to run async functions synchronously within Celery tasks. It also discusses alternative approaches, such as using a dedicated event loop to run async code inside Celery tasks, and mentions that full async ...

https://mrdonbrown.blogspot.com/2025/10/using-async-functions-in-celery-with.html

ChatGPT Apps SDK: Your first MCP Server with Python, FastMCP, & FastAPI

The talk explains how to build an MCP server that integrates with ChatGPT using FastMCP and FastAPI. It covers setting up the Python environment, creating and running MCP tools (like a simple add function), and connecting the MCP server to ChatGPT through a public tunnel to enable ChatGPT to call custom functions, enhancing its capabilities with personalized context and tools.

https://www.youtube.com/watch?v=YAxA-7ZSn-0