operations guy
nyc, bay area
Joined March 2011
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doing a dive this weekend
LayerFS v1.0.0 is out 🎉 Open-source (MIT)
Recursive filesystem for AI agents.
6 core ideas:
1. Ephemeral computing: agents spend ~80% thinking, so each Bash call mounts a Workspace, then commits
2. Decentralized agents: every agent commits to one Store, no DB server
3. Multiagent coordination: every tool call is a Commit; same-file clashes refused
4. Recursive filesystem: forks copy no files, at any depth
5. Ultra storage: dedup, then compression: 10 copies → 0.31
6. Instant bootstrap: ignored files stay in every Commit. ~5 min install vs 0.05 s mount
And 4 more:
7. Auto checkpoints: fork from any step
8. Append-only objects: content-addressed, never rewritten
9. .lww: lockfiles and caches take the newest edit
10. Big file, small edit: a write keeps only its bytes
Here are our links:
github: github.com/Ephemeral-AI-Lab/…
website: layerfs.ai/
Watch the video below, and have Fun!!!
I cant escape brain organoids
today, we introduce a little mischief to the world.
for four years, we’ve been brewing real brain cells on electrodes to understand how they compute. now, we’ve turned those discoveries into a video model anyone can use.
from 0.5¢ a second, mischief 1 is at least 5x faster than its base and the cheapest image-to-video model on @fal and @OpenRouter. soon to be on @awscloud marketplace.
it’s not a delusion anymore. biocompute is real, commercial and this is just the beginning.
happy halloween.
Readers added context they thought people might want to know
This is a post-train of Wan, an open weights model, and is not running on actual neurons.
The authors claim they used “insights from the neurons” to make the model cheaper, but many post-trained video models exist with no relation to bio-compute. unite.ai/tbc-mischief-n…
therapy language is optimized for discussing emotions without expressing them, the exact opposite of what you want to do in p2p communication.
calling it a red flag is unjust, it's a tragedy people don't know how to express their emotions without it
as a fuckboi, you optimizing for sex, for a relationship, you optimize for longevity. different games.
the slut discourse is stupid, sex is all but a foregone conclusion, downstream of compatibility, not upstream of commitment.
if she sleeps with me too quickly, that's my skill issue. if I can't tell if she's wife material before she does, that's also my skill issue.
it's from the limit change on the 200 dollar plans they did, everyone got 62k credits, it expires end of the year btw so you better get cranking
this is pretty much how I work, only difference is the environment is predefined and agents know where to get stuff, the only thing I manually approve is the bitwarden-cli which controls ssh access and certain credentials I want to approve manually
