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Jaz

@jaz.sh

64K followers 374 following 6.8K posts

Jasmine (Jaz) Gender Nomad IRC made me gay Reject drab, wear bright colors and play fast Former Platform Engineering Lead at Bsky 29. she/her 🏳️‍⚧️ BSky Stats- bsky.jazco.dev/stats github.com/jazware

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Jaz @jaz.sh · 29/09/2026

i've been there a couple of times, it's fine it just isn't always open during stated business hours cause i guess not many people go there outside of lunch time M-F

Jaz @jaz.sh · 29/09/2026

incredible, i can hear it from here

Jaz @jaz.sh · 28/09/2026

conceptually related conversations basically, yeah conversations that are nearby in embedded vectorspace but not close enough to be clustered together get tied with lines like that

Jaz @jaz.sh · 28/09/2026

i'm glad you like it! it was about time the ol' atlas got a second pass with a lot more experience to draw from :)

Jaz @jaz.sh · 28/09/2026

you can enable adult topics by scrolling to the bottom of the list, they just get summarized as "adult" until you tick the box

Reposted by Jaz

Jaz @jaz.sh · 27/09/2026

Okay so I've built a new Atlas, this time it lets you explore the conversations on Bluesky over the past 7 days graphically. It should update every ~6 hours and help you navigate the information environment that exists on here. I've learned a LOT about what people do here today... atlas.jazco.dev

atlas.jazco.dev

A living map of what Bluesky is talking about: the past week's conversations, grouped into topics and regions and rebuilt every six hours.

Jaz @jaz.sh · 28/09/2026

there will likely be one big shift coming soon cause im swapping embedding models to support more than just english language posts but after that the regions should remain stable across updates

Jaz @jaz.sh · 28/09/2026

Try here atlas.jazco.dev?sel=topic-15...

atlas.jazco.dev

A living map of what Bluesky is talking about: the past week's conversations, grouped into topics and regions and rebuilt every six hours.

Jaz @jaz.sh · 28/09/2026

the counts are for the full range of data for now (7 days)

Jaz @jaz.sh · 28/09/2026

until a conversation falls out of the 7d window ideally

Jaz @jaz.sh · 28/09/2026

thank you! i am no longer active bluesky staff but i still have a lot of love for the platform and the protocol 💜

Jaz @jaz.sh · 28/09/2026

Thank you Liz!! I'm glad you like it!!!! 💜

Jaz @jaz.sh · 28/09/2026

Projects like this are fun because I always end up with more questions than I had when I started, such as: - What is "Feral Flannel Friday"? - What is "Drag'n Wash" and why is there backlash about it? (the summary helped answer this one) - Who is making Hazbin Hotel Omegaverse art? - Furry pilot?

Jaz @jaz.sh · 28/09/2026

Yeah I've got a WIP explainer for the methodology sitting in my drafts right now. This was about a day and a half of effort (a nice sized weekend project) and drew heavily on the fact that i've already got a bsky archive in clickhouse for exporting and i have some background in ml pipelines

Jaz @jaz.sh · 28/09/2026

yeah! you can get an idea of how it's working based on the web requests in your network tab

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Jaz @jaz.sh · 28/09/2026

it's webGL accelerated

Jaz @jaz.sh · 28/09/2026

thank you! i modeled most of the frontend work off of webtiles and slippy maps since they've kinda been the frontier for performance of this kinda interactive data visualization

Jaz @jaz.sh · 28/09/2026

right here - atlas.jazco.dev?sel=conversa...

atlas.jazco.dev

A living map of what Bluesky is talking about: the past week's conversations, grouped into topics and regions and rebuilt every six hours.

Jaz @jaz.sh · 28/09/2026

yeah with a handful of open models and some iterations between generative models and system 1 models as judges this is a pretty effective pipeline. on my framework desktop with 64GB of dedicated VRAM portioned off at the system level, this whole pipeline runs in ~35 minutes on 7 days of data

Jaz @jaz.sh · 27/09/2026

thank you!! im glad you like it!! :)

Jaz @jaz.sh · 27/09/2026

im sitting on it for now, will likely publish it sometime soon

Jaz @jaz.sh · 27/09/2026

that code is from a project from 3 years ago, not this one!

Jaz @jaz.sh · 27/09/2026

thank you! im glad you like it :3

Jaz @jaz.sh · 27/09/2026

a ml pipeline handles proposals of names based on embeddings of a collection of threads that end up clustered together and then there are a few rounds of judgement on the naming and attempts at renaming

Jaz @jaz.sh · 27/09/2026

embeddings and clustering of the contents of the heads of threads (first post and couple of replies)

Jaz @jaz.sh · 27/09/2026

it's just for exploring conversations across the platform for now!

Jaz @jaz.sh · 27/09/2026

a big ML pipeline on my framework desktop running against an archive of Atproto i keep in my homelab :) embedding, clustering, a couple of naming passes, then naming passes at different tiers of the hierarchy, some judgement passes to determine the quality of the naming, and then a layout stage

Jaz @jaz.sh · 27/09/2026

also this entire thing runs on 7 days of data on my framework desktop in ~35 minutes

Jaz @jaz.sh · 27/09/2026

it's all generated by the pipeline, i'm not explicitly defining anything in it for categorization :)

Jaz @jaz.sh · 27/09/2026

you're right, i should've used grok for the topic labeler

Jaz @jaz.sh · 27/09/2026

probably not gonna be on the short-term roadmap, i want to get it to evolve properly across iterations without reshuffling the whole layout so that's the current WIP

Jaz @jaz.sh · 27/09/2026

im currently finishing up incremental topics/groups so that over time new groupings can form and topics can evolve/change/appear/disappear with each 6 hour pass

Jaz @jaz.sh · 27/09/2026

currently all english language posts though i should be able to get other languages in with some translation layers. cultural topic judgements get more challenging across languages though and i am not sure if it makes sense to have each language be its own canvas instead

Jaz @jaz.sh · 27/09/2026

i don't pick what people post, i just analyze it!

Jaz @jaz.sh · 27/09/2026

Okay so I've built a new Atlas, this time it lets you explore the conversations on Bluesky over the past 7 days graphically. It should update every ~6 hours and help you navigate the information environment that exists on here. I've learned a LOT about what people do here today... atlas.jazco.dev

atlas.jazco.dev

A living map of what Bluesky is talking about: the past week's conversations, grouped into topics and regions and rebuilt every six hours.

Jaz @jaz.sh · 25/09/2026

yes when you fork a tab you’re copying it into your own repo with whatever changes you want

Jaz @jaz.sh · 25/09/2026

glad you like it!!! 💜

Jaz @jaz.sh · 25/09/2026

You now have them!!

Jaz @jaz.sh · 25/09/2026

Already done a good amount of additional feature work on this today: Play-along mode using on-device models to recognize the chord you're playing and scroll for you Much nicer controls on desktop and mobile Drafts and publishing/unpublishing Support for 4 instruments (Guitar/bass/uke/piano) Sounds

Jaz @jaz.sh · 25/09/2026

Cool, you can now toggle between Guitar, Bass, Uke, and Piano!

Reposted by Jaz

Jaz @jaz.sh · 24/09/2026

What if Ultimate-Guitar but on atproto? I'm playing around with a little idea, it's fun, come join! leadsheet.fm/sheet/jaz.sh...

I Will Follow You Into the Dark chords by Death Cab for Cutie | Leadsheet

Chords for I Will Follow You Into the Dark by Death Cab for Cutie, key of Am, capo 5. By @jaz.sh, rated 5.0 from 1 rating.

Jaz @jaz.sh · 25/09/2026

awesome, glad to hear it!

000

Jaz @jaz.sh · 25/09/2026

it should support bass and uke but only if you create the chart that way, i can make the reader side togglable between them though gimme a few!

Jaz @jaz.sh · 25/09/2026

ah yeah i shipped a fix about 4-5 minutes ago lol so it might have just picked up the new version

100

Jaz @jaz.sh · 25/09/2026

Shipped an update, give it another go?

Jaz @jaz.sh · 25/09/2026

Okay it could be volume related, gonna add automatic gain leveling

Jaz @jaz.sh · 25/09/2026

i will take a look! ty for the feedback!

Jaz @jaz.sh · 25/09/2026

hrmmm, it worked okay on my laptop and on my phone, i wonder if it's WASM related

Reposted by Jaz

saoirse dream @saoirsedream.com · 25/09/2026

🥊 ⬆️ 🐝

Jaz @jaz.sh · 25/09/2026

Already done! Check the sheet composer :)