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Posts by Talley Lambert

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We've spent the last year building something at @humantechnopole.bsky.social that we think is genuinely needed: #AI that works across biological scales and data modalities, not just within them. A thread on what we're doing, why, and who we're looking for. A 🧵... 1/9

2 weeks ago 54 26 3 4
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GitHub - imaging-formats/bffile: Modern Bio-Formats wrapper with clean lazy Python API Modern Bio-Formats wrapper with clean lazy Python API - imaging-formats/bffile

Rewrote my Python bioformats wrapper (from aicsimageio/bioio) as a standalone package:

- fully bootstrapped Java setup (just pip install)
- lazy, repeatably-indexable Array object
- fully spec-compliant OME-Zarr group obj.
- xarray/dask exports

github.com/imaging-form...
v0.0.rc1 on PyPI

2 months ago 63 24 1 3
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One of the funniest conversations I've ever had with Claude...

stick with it through the third image to watch it slowly realize it's broken, try to "play it cool", fail spectacularly, then attempt self-aware commentary and immediately faceplant again.

it's worth it, I promise.

2 months ago 30 4 6 1
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📣 We are accepting applications for the 2026 Boston Bioimage Analysis Course (BoBiAC): bobiac.github.io! Join us this July at Harvard Medical School for a 6-day intensive hands-on course to learn bioimage analysis with Python!
Apply by May 18th! No prior Python experience required!
🧫->🔬->💻->📊

2 months ago 24 17 1 2
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QI Class of 2025! Centroid = @sciencedoodles.bsky.social & @florianjug.bsky.social / first minima = @talley.codes & me.

Applications for 2026 due on Friday!

meetings.cshl.edu/courses.aspx...

2 months ago 16 10 0 1
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Quantitative Imaging: From Acquisition to Analysis Cold Spring Harbor Laboratory Meetings & Courses -- a private, non-profit institution with research programs in cancer, neuroscience, plant biology, genomics, bioinformatics.

🔬 🖥️ Applications are open for the CSHL course Quantitative Imaging: From Acquisition to Analysis (April 6–21, 2026)!

An intensive, hands-on course covering advanced fluorescence microscopy and quantitative image analysis using open-source tools.

🗓️ Apply online by Jan 30, 2026

3 months ago 44 32 1 2

well, I'm biased... but i think absolutely! 😂

WAY more things in the database (like 1000s more). more FPs, dyes, filters from all providers. (The thermo viewer is primarily their own products). share/restore/download state.

plus, it's open source, non-commercial, and accepts contribs

try it? 👍

5 months ago 6 1 0 0

Indeed! Was broken. Fixed now

5 months ago 2 0 1 0

Will have a look!

5 months ago 1 0 1 0

It’s actually neither, it’s np.zer<TAB>

6 months ago 3 0 0 0
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there quite a bit of `@Todo` in my checks still

6 months ago 0 0 0 0

Excellent! Thoroughly enjoyed.

(And it was cool to learn where the inspiration for your cmap PRs came from 😄… nice integration!)

6 months ago 2 0 0 0
ty ty is an extremely fast Python type checker.

Just played a bit with ty docs.astral.sh/ty/

I’m drooling anticipating the day when the last slow pre-commit hook (mypy/pyright) falls and the entire check is blazing fast ⚡️💨

Maybe not just yet… but so soon

6 months ago 3 0 1 0

ugh. the macos Tahoe border radius is killing me

6 months ago 1 0 1 0
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it was already fun to look around the documentation for cmap (cmap-docs.readthedocs.io)

but @grosoane.bsky.social just added a very cool feature to toggle between color vision deficiencies. Watch your perceptually uniform color maps gain some kinks 😂

as a mild deutan myself, I appreciate it! 🙏

9 months ago 31 9 0 0

Gotcha. That sounds nice!

I’ve definitely been very happy with gh copilot agent as well, particularly with sonnet 4. my comment was as much about the humorous failure modes :)

10 months ago 1 0 0 0

Wouldn’t that depend as much (if not more) on the underlying model than the agent extension?

10 months ago 0 0 1 0

i'm generally thrilled with gh copilot agent recently.
There have been multiple very funny cases though where I have asked it to fix a broken test, and the "fix" came in the form of simply deleting the problematic test 😂

"well ... the tests PASS now don't they??"

10 months ago 7 0 1 0
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Colorblind themes beta - GitHub Changelog Light and dark colorblind accessible themes are now available to all github.com users in a public beta. These themes swap colors such as red and green for orange and blue…

Oh actually, I’m an idiot… just use this 😅

github.blog/changelog/20...

10 months ago 1 1 0 0

😂

10 months ago 0 0 0 0

I think there’s a good degree of personal preference and subjectivity here. I like magenta here as indicating “danger” more than blue. But there would also be nothing wrong with blue, in terms of visibility

10 months ago 3 0 0 0

please accept this PR

```
:root {
--bgColor-danger-emphasis: magenta !important;
--fgColor-danger-emphasis: magenta !important;
--bgColor-danger: magenta !important;
--fgColor-danger: magenta !important;
}
```

10 months ago 2 0 0 0
custom github css

custom github css

for you other colorblind coders out there, tired of missing the red X in your github actions logs

.color-fg-danger, .fgColor-danger {color: magenta !important;}
.octicon-x {color: magenta !important;}

you're welcome

10 months ago 20 6 4 0
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GitHub - hxu296/tariff: The official repository for tariff The official repository for tariff. Contribute to hxu296/tariff development by creating an account on GitHub.

github.com/hxu296/tariff

11 months ago 6 2 0 0
Immunofluorescence image of a mouse brain slice, with nuclei (magenta) and microglia (orange) shown.

Immunofluorescence image of a mouse brain slice, with nuclei (magenta) and microglia (orange) shown.

Zoomed in Immunofluorescence image from the full mouse brain slice, with nuclei (magenta) and microglia (orange) shown.

Zoomed in Immunofluorescence image from the full mouse brain slice, with nuclei (magenta) and microglia (orange) shown.

Steven has our Snouty-OPM running again after our lab move. He added projection mode, sensorless AO, and a new control GUI based on @talley.codes + crew's pymmcore-plus/pymmcore-gui. Here are some IF-labeled microglia (orange) in the middle of an uncleared 60um mouse brain slice. No deconvolution!

1 year ago 21 2 2 0
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Our openSPIM is officially up and running to image the latest catch of the day! Fueled by pymmcore-plus & pymmcore-gui! 💪⚡🔬 pymmcore-plus.github.io/pymmcore-plus/ github.com/pymmcore-plu...

1 year ago 22 8 0 1
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💻 Announcing the Boston Bioimage Analysis Course — BoBiAC!
Join us this July at Harvard Medical School in Boston for a 6-day deep dive into bioimage analysis with Python, hosted by the IAC and CITE.
Apply by May 16th, 2025!

1 year ago 16 17 1 5
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Mark Zuckerberg’s charity guts DEI after assuring staff it would continue Chan Zuckerberg Initiative ends internal inclusion efforts and ‘social advocacy’ grants and scrubs site of commitment

www.theguardian.com/technology/2...

wish I could say I was surprised...

1 year ago 4 0 0 0

Ah! Were we lucky enough to entice @pawamoy.bsky.social to Bluesky? :)

1 year ago 1 0 1 0
Public APIs - Griffe Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API.

This document rom the griffe docs is *awesome*. Basically a missing manual on designing the public API for your Python package: extremely well written, with good tips for beginners and advanced devs alike.

mkdocstrings.github.io/griffe/guide...

1 year ago 10 4 1 0