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September 22, 2025 32 mins
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Brian #1: pandas is getting pd.col expressions

  • Marco Gorelli
  • Next release of Pandas will have pd.col(), inspired by some of the other frameworks
    • I’m guessing Pandas 2.3.3? or 2.4.0? or 3.0.0? (depending on which version they bump?)
  • “The output of pd.col is called an expression. You can think of it as a delayed column - it only produces a result once it's evaluated inside a dataframe context.”
  • It replaces many contexts where lambda expressions were used

Michael #2: Cline, At-Cost Agentic IDE Tooling

  • Free and open-source
  • Probably supports your IDE (if your IDE isn’t a terminal)
    • VS Code
    • VS Code Insiders
    • Cursor
    • Windsurf
    • JetBrains IDEs (including PyCharm)
  • You pick plan or act (very important)
  • It shows you the price as the AI works, per request, right in the UI

Brian #3: uv cheatsheet

  • Rodgrigo at mathspp.com
  • Nice compact cheat sheet of commands for
    • Creating projects
    • Managing dependencies
    • Lifecycle stuff like build, publish, bumping version
    • uv tool (uvx) commands
    • working with scripts
    • Installing and updating Python versions
    • plus venv, pip, format, help and update

Michael #4: Ducky Network UI

  • Ducky is a powerful, open-source, all-in-one desktop application built with Python and PySide6.
  • It is designed to be the perfect companion for network engineers, students, and tech enthusiasts, combining several essential utilities into a single, intuitive graphical interface.
  • Features
    • Multi-Protocol Terminal: Connect via SSH, Telnet, and Serial (COM) in a modern, tabbed interface.
    • SNMP Topology Mapper: Automatically discover your network with a ping and SNMP sweep. See a graphical map of your devices, color-coded by type, and click to view detailed information.
    • Network Diagnost
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