TILens Daily Edition
2026-10-14
Filters: topic=python, github=hidden

Stats: 17 articles, 6 sources, 4 research papers
Top topics: Python, AI, AI Research

## News

- Gemini 4 Argon Draws a Python Reading a Book
  Source: real-python
  Topic: Python (+AI)
  URL: https://realpython.com/ai-benchmark-gemini-4-argon/

- Quiz: Python and PyQt: Building a GUI Desktop Calculator
  Source: real-python
  Topic: Python
  URL: https://realpython.com/quizzes/python-pyqt-gui-calculator/

## Research

- Does Stacking Beat Your Best Model?
  Source: towards-data-science
  Topic: AI Research (+AI, Python)
  URL: https://towardsdatascience.com/does-stacking-beat-your-best-model/

- How Do Word Embeddings Capture Relationships Between Words?
  Source: towards-data-science
  Topic: AI Research (+AI, Python)
  URL: https://towardsdatascience.com/how-do-word-embeddings-capture-relationships-between-words/

- Voting on Features: Federated Feature Selection Without Sharing Data
  Source: towards-data-science
  Topic: AI Research (+AI, Python)
  URL: https://towardsdatascience.com/voting-on-features-federated-feature-selection-without-sharing-data/

- A Scaffold at the Gate: Building AI Applications That Can Evolve
  Source: towards-data-science
  Topic: AI Research (+AI, Python)
  URL: https://towardsdatascience.com/a-scaffold-at-the-gate-building-ai-applications-that-can-evolve/

## Community

- Tree Appreciator
  Source: simon-willison
  Topic: Python (+AI, Django)
  URL: https://simonwillison.net/2026/Oct/14/tree-appreciator/

- AI is mass decompiling games. That's both awesome and scary.
  Source: simon-willison
  Topic: Python (+AI, Django)
  URL: https://simonwillison.net/2026/Oct/14/ai-is-mass-decompiling-games/

- (Ab)using the refcount for fast circular-reference checking
  Source: discuss-python-ideas
  Topic: Python
  URL: https://discuss.python.org/t/ab-using-the-refcount-for-fast-circular-reference-checking/109483

- Rodrigo Girão Serrão: frozendict built-in
  Source: planet-python
  Topic: Python
  URL: https://mathspp.com/blog/pydonts/frozendict-builtin

- Use `PC/pyconfig.h.in` instead of hard coding `PC/pyconfig.h`
  Source: discuss-python-ideas
  Topic: Python
  URL: https://discuss.python.org/t/use-pc-pyconfig-h-in-instead-of-hard-coding-pc-pyconfig-h/109475

- Support for SQLite extensions (e.g. spatialite) on MacOS - what's the issue?
  Source: discuss-python-ideas
  Topic: Python
  URL: https://discuss.python.org/t/support-for-sqlite-extensions-e-g-spatialite-on-macos-whats-the-issue/109474

- PyPy: PyPy v8.0.1 release
  Source: planet-python
  Topic: Python
  URL: https://www.pypy.org/posts/2026/10/pypy-v801-release.html

- LernerPython blog, from Reuven Lerner: Pandas groupby on datetime parts with the dt accessor
  Source: planet-python
  Topic: Python
  URL: https://lernerpython.com/2026/10/14/pandas-groupby-on-datetime-parts-with-the-dt-accessor/

- Mark Dufour: CPython 3.15 (JIT) Performance Showdown
  Source: planet-python
  Topic: Python
  URL: http://shed-skin.blogspot.com/2026/10/cpython-315-jit-performance-showdown.html

- PyCon Ireland: Call for sponsors PyCon Ireland 2026
  Source: planet-python
  Topic: Python (+AI)
  URL: https://main--pycon-ireland-2026.netlify.app/blog/call_for_sponsors/

## Media

- #500 Episode 500!
  Source: python-bytes
  Topic: Python
  URL: https://pythonbytes.fm/episodes/show/500/episode-500