
optimist / software + product @huggingface
Florida
Joined January 2018
- Tweets4.2K
- Following1.1K
- Followers4.6K
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Whenever someone tells me AI hallucinates constantly, I immediately ask: "Which model are you using?"
Every single time, it's a Sonnet-tier model. Most people haven't updated their priors on what Astra and Opus 5.5/Fable-class models can do. Hallucinations are close to solved.
Meta just dropped the Muse Spark weights!
impressive ship @AIatMeta 👏
huggingface.co/meta-models/M…
I wonder if we start to see tool calls in the UI being phased out. Just having the dialogue with the agent seems like the better experience.
Muse was early to this by having a “currently working” indicator without bloating up the chat with tool calls.
Caleb retweeted
Decision Models + Hugging Face = ❤️
New tag on HF: "decision-model" so you can filter for them and maybe combine with MLX or GGUF to go 100% local? That’s the future 🔥
Already 1,300+ models available.
Caleb retweeted
We urgently need more public traces of AI agents attacking and defending systems. Defenders can’t learn from what they can’t see.
If you have traces and are being pressured to keep them private, my DMs are open. Let’s level the playing field and fight the asymmetry and lack of transparency in AI!
As AI prose wears out our brains, I wonder if prose linters and readability tools will start to become widely used.
> textstat: scores reading level (grade, Flesch, Fog)
> proselint: flags clichés, filler, and misused words
github.com/amperser/proselin…
github.com/textstat/textstat
finally, I made a space so you can check writing for it! Wonder if our agents should be doing this automatically for PRs / READMEs etc.
huggingface.co/spaces/cfahlg…
Caleb retweeted
190 pages. the explainer is 10x bigger than the actual code :p
Pi Durable is awesome! Asked Opus 5.5 to make a deep technical manual on it.
It's really good and the diagrams work really well to explain things 🤌
huggingface.co/buckets/cfahl…
Pi Durable is awesome! Asked Opus 5.5 to make a deep technical manual on it.
It's really good and the diagrams work really well to explain things 🤌
huggingface.co/buckets/cfahl…
People of Pi: We've shipped Pi 1.0 with Pi Durable. Go make them yours.
earendil.com/posts/pi-1-0/
it's such a different way to prop your feet up, get some coffee, and read for 30min - 1 hour
xitter.cf/calebfahlgren/status/2…
One of the biggest limitations of the new crop of personal assistants in the cloud is that they can't see any of your data or coding agent sessions.
Some of my most valuable Codex and Claude sessions are months long at this point. With the hf CLI and a @huggingface bucket, Muse (or any agent that can run a terminal) can read all of them.
You can start by:
1. Creating a private bucket with hf cli
2. Asking your agent to upload your favorite traces (or all of them)
xitter.cf/calebfahlgren/status/2…
it's literally 2 lines to upload your second brain to a private @huggingface bucket
just ask your agent to us hf cli to create a private bucket and sync your agent folder
Super cool! You can now run the popular open jev alternatives via llama.cpp! it's also compatible with @typesafeai sdk
kudos @ngxson
llama.cpp now supports decision models 🚦
Route tickets, moderate content, or pick an agent's next step: ask typed questions, get a probability for every option.
already 5 open models supported, from 144M to 27B:
huggingface.co/blog/ggml-org…
Caleb retweeted
Kev 1.0: an open weight family of decision models you can train and run on your own.
• New Kev-27B + updated Kev-9B
• 64k-token document window on Kev-27B
• TypeSafe SDK compatible
• New fine-tuning + deployment skills so you can train Kev on your own data
Wow! @Cloudflare drops an open multi-modal decision model on Hugging Face!
> Clef - based on Qwen3.8-27B
> Clef Flash - based on Qwen3.5-9B
huggingface.co/Cloudflare/cl…

















