TILens Daily Edition
2026-10-15
Filters: topic=python, github=hidden

Stats: 37 articles, 6 sources, 4 research papers
Top topics: Python, AI, Django

## News

- Quiz: PyQt Layouts: Create Professional-Looking GUI Applications
  Source: real-python
  Topic: Python
  URL: https://realpython.com/quizzes/python-pyqt-layout/

- A Clean Way to Implement Undo in Python
  Source: python-weekly
  Topic: Python
  URL: https://www.youtube.com/watch?v=ZXAt8AP3DnY

- CacheCanary
  Source: python-weekly
  Topic: Python
  URL: https://github.com/Haarris/cachecanary

- whatsnewt
  Source: python-weekly
  Topic: Python
  URL: https://pypi.org/project/whatsnewt/

- fastapi-stream-lease
  Source: python-weekly
  Topic: Python (+FastAPI)
  URL: https://github.com/agustin18/fastapi-stream-lease

- LongLive
  Source: python-weekly
  Topic: Python
  URL: https://github.com/NVlabs/LongLive

- Speculative Decoding: The Art of Guessing Well
  Source: python-weekly
  Topic: Python (+AI)
  URL: https://astralord.github.io/posts/speculative-decoding-the-art-of-guessing-well/

- Building a lift scheduling algorithm in Python
  Source: python-weekly
  Topic: Python
  URL: https://www.yellowduck.be/posts/building-a-lift-scheduling-algorithm-in-python

- AirLLM
  Source: python-weekly
  Topic: Python
  URL: https://github.com/lyogavin/airllm

- Python 3.15 for Data Scientists: Lazy Imports, frozendict, and Tachyon
  Source: python-weekly
  Topic: Python
  URL: https://codecut.ai/python-3-15-features-data-scientists/

- Lifeguard
  Source: python-weekly
  Topic: Python
  URL: https://github.com/Facebook/lifeguard

- Build your own decision model
  Source: python-weekly
  Topic: Python
  URL: https://nishtahir.com/build-your-own-decision-model/

- Automating Django deployments with Deployer
  Source: python-weekly
  Topic: Python (+Django)
  URL: https://codewithstein.com/automating-django-deployments-with-deployer/

- Quicksand
  Source: python-weekly
  Topic: Python
  URL: https://github.com/microsoft/quicksand

- Polars Query Optimization: Lazy vs. Eager Mode
  Source: python-weekly
  Topic: Python
  URL: https://www.youtube.com/watch?v=ux7MlXxFDQY

- Building a GPU Compiler from Scratch
  Source: python-weekly
  Topic: Python
  URL: https://kernelspace.substack.com/p/building-a-gpu-compiler-from-scratch

- python-date-parser
  Source: python-weekly
  Topic: Python
  URL: https://github.com/SEIU-Tech/python-date-parser

- Python 3.15's best new features
  Source: python-weekly
  Topic: Python
  URL: https://www.pythonmorsels.com/python315/

- Building a small Django app with help from AI
  Source: python-weekly
  Topic: Python (+Django)
  URL: https://codewithstein.com/building-a-small-django-app-with-help-from-ai/

- Python 3.14 vs Python 3.15 – performance testing
  Source: python-weekly
  Topic: Python
  URL: https://en.lewoniewski.info/2026/python-3-14-vs-python-3-15-performance-testing/

- Saving Jet Fuel
  Source: python-weekly
  Topic: Python
  URL: https://tech.marksblogg.com/scikit-decide-openap-optimal-flight-planning.html

- security-suite
  Source: python-weekly
  Topic: Python
  URL: https://github.com/TheSecuredAnalyst/security-suite

- why .parquet dominates modern data engineering
  Source: python-weekly
  Topic: Python
  URL: https://www.youtube.com/watch?v=6Qkzfwk0W58

- Jumper
  Source: python-weekly
  Topic: Python
  URL: https://github.com/KingKongRobotics/jumper

- BOOTH
  Source: python-weekly
  Topic: Python (+AI)
  URL: https://github.com/Vedantgitbot/booth

- How I Found a $90,000 Remote Code Execution Vulnerability in Google
  Source: python-weekly
  Topic: Python
  URL: https://simonkoeck.com/writeups/google-devsite-flask-session-pickle-rce

- Practical Software Architecture for Python Developers
  Source: pycoders-weekly
  Topic: Python
  URL: https://reinout.vanrees.org/weblog/2026/10/15/4-software-architecture.html

## Research

- Jev Your Engines: Seven Open Decision Models vs. a Generative LLM
  Source: towards-data-science
  Topic: AI Research (+AI, Python)
  URL: https://towardsdatascience.com/jev-your-engines-seven-open-decision-models-vs-a-generative-llm/

- What OpenAI’s 719 Math Papers Mean for Data Science
  Source: towards-data-science
  Topic: AI Research (+AI, Python)
  URL: https://towardsdatascience.com/what-openais-719-math-papers-mean-for-data-science/

- How Many Guesses Does It Take to Crack an AI's "Random" Number?
  Source: towards-data-science
  Topic: AI Research (+AI, Python)
  URL: https://towardsdatascience.com/how-many-guesses-does-it-take-to-crack-an-ais-random-number/

- I Tested Four Ways to Give an AI Assistant a Memory. The Obvious One Was the Worst Value.
  Source: towards-data-science
  Topic: AI Research (+AI, Python)
  URL: https://towardsdatascience.com/i-tested-four-ways-to-give-an-ai-assistant-a-memory-the-obvious-one-was-the-worst-value/

## Community

- Chirp Pong
  Source: simon-willison
  Topic: Python (+AI, Django)
  URL: https://simonwillison.net/2026/Oct/15/chirp-pong/

- Anthropic tells investors quarterly revenue up nearly 50% to $16.8bn ahead of IPO
  Source: simon-willison
  Topic: Python (+AI, Django)
  URL: https://simonwillison.net/2026/Oct/15/anthropic-tells-investors/

- LaTeX renderer
  Source: simon-willison
  Topic: Python (+AI, Django)
  URL: https://simonwillison.net/2026/Oct/15/latex/

- Artem Golubin: Python's binary wheels and supply chain attacks
  Source: planet-python
  Topic: Python
  URL: https://rushter.com/blog/python-binary-wheels/

- Rodrigo Girão Serrão: Unpacking inside comprehensions
  Source: planet-python
  Topic: Python
  URL: https://mathspp.com/blog/unpacking-inside-comprehensions

- Bob Belderbos: My bookkeeping runs on code now. AI only reads the PDFs.
  Source: planet-python
  Topic: Python (+AI)
  URL: https://belderbos.dev/blog/replaced-my-bookkeeping-tool-with-python/