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PyCon US 2025

Pamela Fox (31)

Yes, I will find any excuse to wear my llama ears at .

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"Flask is a chill framework"

- Diane Phan @

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Look at the amazing earrings I won at the PyLadies Auction!
1,674 glass beads arranged to represent a Python program.
Should I wear them to my poster session for everyone to check out?

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Learnt a ton from @crazy4pi314 in their "Snakes in a Grid" tutorial at about how we can use Python to work with Excel spreadsheets:

* Use pandas read_excel() to turn an XLSX into a dataframe, and to_excel() to turn a dataframe to an XLSX
github.com/crazy4pi314/snakes-

* Use openpyxl to create a spreadsheet from scratch, complete with working formulas and charts!
github.com/crazy4pi314/snakes-

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Learnt about t-strings from @davepeck and @pauleveritt at -
the formatting is the exact same as f-strings, but the return type is a Template object with a mix of strings and interpolated values.

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I stopped by @pydantic AI booth to say hi, and it turned into a debugging session with @samuelcolvin to figure out when/why SLMs fail to handle agentic function calling flows. Determined that SLMs like llama3.1:8b can handle a single tool call, but they don't handle a multi-turn conversation with previous tool call responses very well. Reliability drops drastically.

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Want to geek out on vector embeddings?
Come check out my poster at , from 10am-1pm today!

Spoilers: Here's the digital version for anyone not here:
tinyurl.com/visual-vectors-pos

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I wrote up my tips for teaching Python with GitHub Codespaces, based off what I shared during the Education Summit session:
blog.pamelafox.org/2025/06/tea

(It's actually a lot about how to set up dev containers with Dockerfile/docker-compose, which is helpful even if you're not teaching)

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I was so excited to meet the creator of the earrings that I won from the auction -- and discover she made a pair for herself, too!

If you squint hard, you can kind of read the Python program in the earrings...

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talks are going up on YouTube now, wooot.

I co-presented the sponsored session for Microsoft with my colleague Rohit, where we walked through a development flow from VS Code to Azure, using a *ton* of VS Code extensions plus the Azure Developer CLI.

youtube.com/watch?v=k6Vm2hakkV4

Repo:
github.com/rohit-ganguly/rag-p

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