Learn NLP Research: 7 Papers Implemented

This video traces the evolution of neural machine translation from RNNs and LSTMs to attention mechanisms, Transformers, and multilingual models like GNMT. It includes PyTorch implementations of 7 landmark papers, mathematical explanations, and tools like Transformer Playground for hands-on learning.

https://www.youtube.com/watch?v=kRv2ElPNAdY

Extracting Structured Data from Patient Intake Forms with DSPy and CocoIndex

Extract clean, typed, Pydantic-validated structured data directly from PDFs

https://cocoindex.io/blogs/extraction-dspy

robyn-config — CLI to scaffold production-ready Robyn apps

Production-ready Robyn backend boilerplate generator with flexible project layouts, ORM support, and CLI tooling for fast project setup

https://github.com/Lehsqa/robyn-config

ZHZisZZ / dllm

dLLM: Simple Diffusion Language Modeling

https://github.com/ZHZisZZ/dllm

Syd

Air-gapped cybersecurity assistant for security professionals. 100% offline AI-powered analysis tool for Nmap, Volatility, BloodHound, Metasploit, YARA, and more. Built for environments where cloud AI isn't available.

https://gitlab.com/sydsec1/Syd

The Lazy Loading Pattern: How to Make Python Programs Feel Instant

This video provides a deep dive into the Lazy Loading pattern in Python, demonstrating how it immediately improves application responsiveness by delaying initialization until required. It teaches practical techniques for implementation, including using generators, caching, and background preloading to optimize performance, memory, and code design.

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

Benchmarking Vulnerability of Agent-Generated Code in Real-World Tasks

The paper introduces a benchmark called SUSVIBES to test whether vibe-coded outputs are safe to deploy in real software projects. It finds that while many AI-generated solutions work functionally, the vast majority are insecure, raising serious concerns for production use.

https://arxiv.org/pdf/2512.03262

qcrawl

Fast async web crawling & scraping framework for Python.

https://github.com/crawlcore/qcrawl

Sloppylint

Python AI Slop Detector - Find over-engineering, hallucinations, and dead code in Python codebases.

https://github.com/rsionnach/sloppylint

Django: implement HTTP basic authentication

Previously, we covered bearer authentication within HTTP’s general authentication framework. In this post, we’ll implement basic authentication, where the client provides a username and password.

https://adamj.eu/tech/2025/12/08/django-basic-authentication/

Quick Docker Tutorial to Run a Python Script

This tutorial introduces Docker basics for running Python scripts in containers, prioritizing hands-on practice over theory. It covers Docker concepts, CLI commands, image management, bind mounts for scripts, and Dockerfile creation with dependencies like requirements.txt.?

https://en.andros.dev/blog/5d4edfbf/quick-docker-tutorial-to-run-a-python-script/

metacode

The standard language for machine-readable code comments.

https://github.com/pomponchik/metacode

FastPython

This is the official GitHub repository for FastPython. FastPython is a project dedicated to improving Python’s performance through practical, drop-in code patterns and optimization techniques. The goa

https://github.com/tomtyiu/fastPython

context-async-sqlalchemy

This library greatly simplifies integrating async sqlalchemy into any ASGI application. It handles engine and session lifecycle management. It provides a bunch of useful utilities to make it easy and quick for developers to write applications, but it also doesn't limit them.

https://github.com/krylosov-aa/context-async-sqlalchemy