@ctatedev I'm not sure tbh. I like to look at human orgs as an analogy, yeah we have dashboard but as a manager you main interface is chat to people. why would it be different for AI?
@rauchg When you add into existing product? 100% agree need less templates. Even when i use repos I often say “use this part” or “understand the design”
But for new side proj? I find it useful not because of the implementation but as a starting point that encompasses an idea someone had
Very cool to see small edge models! I wanted to test it out on a CPU so i made a live preview using the very new @shadcn AI UI primitives
You can play w the model here:
https://t.co/OS5mcKGF8b
@liquidai it uses tools well and is fast!
Introducing LFM2.5-230M: our smallest model yet, built to run fast anywhere (CPUs, NPUs, and GPUs) to enable agentic tasks on phones, robots, home and network automation devices.
> 230M parameters, built on the LFM2 architecture
> Pre-trained on 19T tokens, with a 32K context extension
> Post-trained with distillation from LFM2.5-350M
> 213 tok/s decode speed on Galaxy S25 Ultra (CPU)
> 42 tok/s on a Raspberry Pi 5 (CPU)
> Competes with and often beats models more than twice its size on instruction following, data extraction, and tool use.
> use it for large-scale data extraction pipelines or lightweight on-device agentic workloads.
🧵
Very cool to see small edge models! I wanted to test it out on a CPU so i made a live preview using the very new @shadcn AI UI primitives
You can play w the model here:
https://t.co/OS5mcKGF8b
@liquidai it uses tools well and is fast!
@xanamini@liquidai Made a preview of your model, it’s surprisingly good at multi-step tool use despite the size
What do you expect the top use cases to be?
Very cool to see small edge models! I wanted to test it out on a CPU so i made a live preview using the very new @shadcn AI UI primitives
You can play w the model here:
https://t.co/OS5mcKGF8b
@liquidai it uses tools well and is fast!
Very cool to see small edge models! I wanted to test it out on a CPU so i made a live preview using the very new @shadcn AI UI primitives
You can play w the model here:
https://t.co/OS5mcKGF8b
@liquidai it uses tools well and is fast!
Very cool to see small edge models! I wanted to test it out on a CPU so i made a live preview using the very new @shadcn AI UI primitives
You can play w the model here:
https://t.co/OS5mcKGF8b
@liquidai it uses tools well and is fast!
Very cool to see small edge models! I wanted to test it out on a CPU so i made a live preview using the very new @shadcn AI UI primitives
You can play w the model here:
https://t.co/OS5mcKGF8b
@liquidai it uses tools well and is fast!