iiinova — where your digital self keeps evolving

Ilya (Marshal) @marshal.dev · 20/09/2026

Just the zone. I didn't spot any changes in the VO2 max algorithm. Even the version is the same (4). BUT they added video-based assessment with the help of Apple Watch or AirPods as an HR tracker P.S. I love and use the Super Age app

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Ilya (Marshal) @marshal.dev · 20/09/2026

iOS 27.2 beta changed how Cardio Fitness (VO2 max) levels are calculated It still depends on age and sex, like before, but the boundaries between levels now appear to move smoothly with age instead of jumping at fixed age brackets. Mine went up

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Ilya (Marshal) @marshal.dev · 10/09/2026

AT Protocol SDK for Python v0.0.72 is out 🎉 🧩 Custom lexicon codegen: "atp gen custom" turns any lexicon dir into a typed package of models, namespaces, subscription clients, and a Client subclass. 📚 Fully reworked docs with a much better search: atproto.blue #atproto #python

atproto.blue

The AT Protocol SDK for Python

Autogenerated from lexicons, well type hinted, documented, sync and async. Where to start: Quickstart Install it, log in, send a post, read a timeline. Five minutes. Quickstart Guides Posting, read...

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Ilya (Marshal) @marshal.dev · 18/08/2026

Shipped! Jetstream 🛩️ is in the Python SDK. Server-side filtering so you only get what you asked for, dict-zstd for ~65% less bandwidth, and full network replay: snapshot() and replay() sweep the archive and cut over to the live tail with no gap or duplicate. #atproto atproto.blue/en/latest/at...

atproto.blue

Jetstream (data streaming)

Jetstream is a streaming service for the AT Protocol network. Unlike the Firehose, it delivers records as plain JSON, filters server-side, and needs no CAR or DAG-CBOR decoding. Both clients are pr...

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Ilya (Marshal) @marshal.dev · 28/05/2026

The AT Protocol SDK for Python now supports @standard.site lexicons! 🐍 You can now read and write publication, document, and subscription records. The same long-form schemas powering @leaflet.pub, @pckt.blog, and @offprint.app. atproto.blue

atproto.blue

Documentation

The AT Protocol SDK documentation for Python

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Ilya (Marshal) @marshal.dev · 27/05/2026

Oops, now there is v3.4.1 with even more performance (up to +7%) and parity with other libraries #atproto

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Ilya (Marshal) @marshal.dev · 26/05/2026

🚀 Python libipld v3.4.0 is out! Up to 30x faster DAG-CBOR decode than pure-Python library. Up to 2x faster than v3.3.2, with ~30% quicker CAR parsing for the Bluesky firehose! More details: github.com/MarshalX/pyt... #atproto #bluesky #python

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Ilya (Marshal) @marshal.dev · 01/12/2025

@emily.space pls try it :) `pip install -U libipld`

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Ilya (Marshal) @marshal.dev · 01/12/2025

And as a self-promo yeah, I am looking for a job :) Here is my CV: marshal.dev

Ilya (Marshal) @marshal.dev · 01/12/2025

Bluesky custom feeds in Python are now ~x2 faster! ~25-35% faster DAG-CBOR decoding, and ~17% faster CID decoding! I do have more ideas on what to try to speed it up even further! For example, applying BOLT on top of the existing PGO. Huge kudos to @vmx.cx for making this happen!

github.com

Release v3.3.0 · MarshalX/python-libipld

🟢 The maintainer is looking for a job! CV: https://marshal.dev What's Changed ❗ Almost x2 speed for CAR decoding (Bluesky firehose), ~25-35% faster DAG-CBOR decoding, and ~17% faster CID decoding! ...

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Ilya (Marshal) @marshal.dev · 21/11/2025

David’s one is also C. But the difference between is huuuuuuge

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Ilya (Marshal) @marshal.dev · 21/11/2025

After looking closer Ruby’s results look too good to believe 🤩 pls share the trick

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Ilya (Marshal) @marshal.dev · 22/10/2025

A lot of things happened! The non-career life got a huge revamp with huge fat loss, more gym and car enthusiasms, and prospects for my own family. I got a lot done on my current work, and in the coming month gonna start looking for a new job! Now I am just playing BF6 and riding across Poland 🇵🇱

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Ilya (Marshal) @marshal.dev · 22/10/2025

Thanks to @makeworld.space, Fast IPLD lib for Python is shiny as never before! Many panics and out-of-specification bugs have been fixed. Amazing DASL Testing: hyphacoop.github.io/dasl-testing/

hyphacoop.github.io

DASL Testing

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Ilya (Marshal) @marshal.dev · 22/10/2025

The atproto SDK for Python now supports Python 3.14! Please report any instability of firehose async client. There are too many dependency bumps for this release.

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Ilya (Marshal) @marshal.dev · 21/04/2025

@atproto.com are you gonna be our trusted verifier? 🙂 #atproto

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Ilya (Marshal) @marshal.dev · 11/04/2025

🚀 Python atproto SDK v0.0.60 is here! Key additions: - Message reactions in DMs - Improved AtUri core class - ⁠Content-Type overriding - Digits in NSID - Email 2FA support - Enhanced HTTPX config and various fixes! Check it out! 🐍✨ #Python #atproto

github.com

Release v0.0.60 · MarshalX/atproto

What's Changed Add message reaction to the example of Direct Messages by @MarshalX in #595 Add UnknownUnionModel type by @MarshalX in #586 Add include_pins argument to get_author_feed method of Cl...

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Ilya (Marshal) @marshal.dev · 03/03/2025

Only because I don’t want to have a broken example someday because you forgot that this post is in use and it’s forbidden to delete 🥲

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Ilya (Marshal) @marshal.dev · 25/01/2025

zero issues with making custom video feeds in Python

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Ilya (Marshal) @marshal.dev · 03/01/2025

if we are talking about uploaded videos, then you can use video.bsky.app/watch/. it will give you m3u8. also you could try to get a raw blob but idk

video.bsky.app

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Ilya (Marshal) @marshal.dev · 03/01/2025

Everything is possible 😌

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Reposted by Ilya (Marshal)

Jer @jeremie.com · 30/12/2024

Fun little winter break side project to help me explore more of atproto - I made a fun Bluesky - IRC bridge! github.com/quartzjer/AT... Built in python using @marshal.dev's awesome atproto module, definitely spent too much time fiddling with how to display rich/media posts in an IRC-friendly way 😅

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Ilya (Marshal) @marshal.dev · 13/12/2024

gratz! now you will struggle with pydantic`s memory consumption xD

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Ilya (Marshal) @marshal.dev · 12/12/2024

i provide like 97 different pre-built wheels... if you are using something special be ready for pain pypi.org/project/libi...

pypi.org

libipld

Python binding to the Rust IPLD library

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Ilya (Marshal) @marshal.dev · 11/12/2024

applied to bsky custom feed template repo; thanks

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Ilya (Marshal) @marshal.dev · 06/12/2024

What is inside bad request error? The server should tell more details

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Ilya (Marshal) @marshal.dev · 06/12/2024

You need string format like 2024-11-24T06:02:00Z

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Ilya (Marshal) @marshal.dev · 06/12/2024

Thank you for your contribution! Test coverage, performance benchmarks, and more — that's very professional. I appreciate it!

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Ilya (Marshal) @marshal.dev · 02/12/2024

Welp, the code generator is ready and cli to use it as well. But binding models to the existing xrpc client is tricky. This is something what I want to improve one day and have ideas

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Ilya (Marshal) @marshal.dev · 28/11/2024

My pleasure! Congratulations with finished prototype 🥳

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Ilya (Marshal) @marshal.dev · 18/11/2024

This is repo structure. I did not implement tree walker in SDK yet (no ones requested). Here is the spec: atproto.com/specs/reposi...

atproto.com

Repository - AT Protocol

Self-authenticating storage for public account content

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Ilya (Marshal) @marshal.dev · 17/11/2024

Today's Python SDK incident with segfault comes from Firehose raises the priority of the proper bugfix 🫠 github.com/MarshalX/atp... tl;dr no recursion limit; malformed payloads in the network could lead to segfaults of python-libipld (rust binding)

github.com

Segmentation fault (core dumped) in CAR reading from Firehose · Issue #437 · MarshalX/atproto

i was consuming data from the firehouse, specifically at cursor: 3720770000, every time i get a consistent Core Dumped I managed to find the crash is coming from: .venv/lib/python3.12/site-packages...

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Ilya (Marshal) @marshal.dev · 02/11/2024

Hi, you can provide any other PDS URL to the client constructor already

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Ilya (Marshal) @marshal.dev · 24/10/2024

Firehose consumers do not receive root block in case of too big seq commit. I dug into this because I got reports from Python SDK users that commit.blocks received from the firehose message frame could be missed. I am waiting for the review by #atproto team github.com/bluesky-soci... 🙃

github.com

Firehose consumers do not receive root block in case of too big seq commit · Issue #2893 · bluesky-social/atproto

Describe the bug Firehose consumers do not receive root block in case of too big seq commit. To Reproduce I wrote a corresponding unit test in the linked PR that reproduces the issue Actual behavio...

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