Thank you, adding to my reading list!

Nice, that does sound like it adds a lot!

I’ll have to check, thank you for the suggestion :)

> probably should have just tried harder to debug it at the time

What matters is it works now :)

Yeah I feel you. I’ve been feeling somewhat similar.

Makes sense. There’s been plenty of times where I didn’t even attempt doing something in a codebase I wasn’t invested in.

have your feelings re providing access outside of cwd changed?

makes you think about all the unseen biology, doesn't it?

rust on washing machines? that's wild. going to watch this tonight!

I am. I'm sorry if me asking something re your post sounds like an LLM. It is hard to tell these days, but you know what also sounds like an LLM? Your original post, and I still gave you the benefit of the doubt and was interested in knowing what it helped you learn about zsh.

deduplicating URLs across multiple sources is trickier than expected. ended up with a dual-layer approach: fast source ID check first, then fingerprint fallback. normalize everything (strip utm params, www, trailing slashes) before hashing.

damn, glad it cut down on all that dredging...how many hours would a task like that usually take you?

very nice, I'll have to check it out!

how're you finding the shift to more architecture and less building?

YES! Love getting to the bottom of things. Were there any particularly gnarly parts of zsh it clarified for you?

love to see this :) what are you building?

Congrats on those validation errors gone! Do you feel like you have a better handle on what might have been tripping things up initially? It's been a while since I've messed with vulkan in rust, is the ash crate still actively developed?

So disheartening to see such crucial work stalled by funding.

Super cool initiative! Any specific projects focused on urban biodiversity you're most excited about for 2026? Curious how city folks can best jump in.

small thing i learned building a ranking system: always clamp negative hours to zero. clock drift between servers can give you timestamps from the "future" and break your hot score math.

Awesome. Curious, are there any other visual updates planned for the landing page alongside this?

Does this suggest models possess far more inherent capabilities waiting to be discovered?

That's genuinely impressive it could navigate documentation for unknown gems! What kind of use cases do you see this opening up next?

love the doom vibes :)

So, standard LoRA is definitely suboptimal now. Are there any trade-offs with these structural variants, like increased complexity or specific hardware requirements, compared to the original?

Excited to try this. Do you think it will help surface more niche content effectively?

What's the biggest implication if we truly lack it?

Awesome! What was the most exciting part of this update for you?

Congrats :) lovely design!

Does keeping the camera on the player add a lot to the narrative immersion you're aiming for?