Tamir

CEO at SPIRITT · Forbes 30u30
I was lurking for a long time now I'm also posting

[Tamir @TamirSPIRITT]

@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?

[Tamir @TamirSPIRITT]

@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

[Tamir @TamirSPIRITT]

@elonmusk @beffjezos And price wise? honestly if its Opus-level and much more affordable, it will be mind-blowing

[Tamir @TamirSPIRITT]

@qianl_cs Durability works the same or have any extra to it? I can think of some postgres characteristics that may help with durability

[Tamir @TamirSPIRITT]

@huozhi Almost missed it! Thanks🙌

[Tamir @TamirSPIRITT]

@nickventuri @shadcn @liquidai We gotta move fast

[Tamir @TamirSPIRITT]

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!

[Liquid AI @liquidai]

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.

🧵

[Tamir @TamirSPIRITT]

@konstipaulus @dorukkavcioglu @diffusionhq @konstipaulus great hand written skill with the right infra = 🔥

Great job guys! I might make it the default recommendation on our agent product

[Tamir @TamirSPIRITT]

@HeyGen I gave it a try, I made a recursive launch video about your new skills launch
Neat!

@HeyGen @HyperFrames_

[Tamir @TamirSPIRITT]

@helloiamleonie Just started! any tips?

[Tamir @TamirSPIRITT]

@DJLougen Exactly!! This is why I imidiatly made a CPU test

[Tamir @TamirSPIRITT]

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!

[Tamir @TamirSPIRITT]

I just added @ExaAILabs search. Maybe that’s the future? small, efficient models with external knowledge instead of internal knowledge?

[Tamir @TamirSPIRITT]

@MParakhin “At everything” includes frontend design?😮

[Tamir @TamirSPIRITT]

@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?

[Tamir @TamirSPIRITT]

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!

[Tamir @TamirSPIRITT]

@helloiamleonie I love the direction!
I made a live preview and it is fast and surprisingly good with tools:

[Tamir @TamirSPIRITT]

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!

[Tamir @TamirSPIRITT]

@cramforce @maya_l39 Why isnt it based on the AG-UI protocol? Id love to hear the reasoning

[Tamir @TamirSPIRITT]

@liquidai Amazing job. I made a live preview:

[Tamir @TamirSPIRITT]

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!

[Tamir @TamirSPIRITT]

@shadcn Already tested it out!

[Tamir @TamirSPIRITT]

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!