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i64systemsΒ 
posted an update about 7 hours ago
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NOW UPDATED ❗❗

openbob 5.0.1πŸ­πŸ”Ž

An integer execution method for reproducible inference from publicly available model weights, demonstrated on Qwen3-4B. Journaled bytes and all.

Keep an eye out for the gpt-oss-120B on the 24gb GPU- deterministically.
We make AI models do the same things every time!β›“οΈπŸ˜ˆ
i64systems/Qwen3-4B-openbob-i8
Hoglet-33Β 
posted an update 2 days ago
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3390
Pebble-25M and Pebble-25M-Chat are out now!

We’re excited to release Pebble-25M and Pebble-25M-Chat!

Both models use our 3:1 Mamba2/Transformer hybrid architecture and were pretrained on 25B tokens. Pebble-25M-Chat was then further fine-tuned on an additional 250M tokens from smol-smoltalk, following the same approach used for the Pebble-10M models.

We hope you enjoy experimenting with them!

Pebble-50M is coming in a few days.

Models
Pebble-25M: basically-ai/Pebble-25M
Pebble-25M-Chat: basically-ai/Pebble-25M-Chat
Pebble-10M GGUFs

In case you missed it, our friend @ContextReq made GGUF versions of the Pebble-10M models:

https://huggingface.co/ContextReq/Pebble-10M-GGUF
https://huggingface.co/ContextReq/Pebble-10M-Chat-GGUF

Follow us if you don’t want to miss future releases and updates!

@Hoglet-33
basically-ai

basically-experimental
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i64systemsΒ 
posted an update 3 days ago
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91
remat is no longer a one-model claim!!proved it on Qwen3-30B-A3B, K=32 of 128 experts resident, output task byte-identical to the full reference, zero bytes different *in bf16*πŸ₯°πŸ₯° GPU comes next😈

  • 6 replies
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Hoglet-33Β 
updated a Space 4 days ago
Hoglet-33Β 
published a Space 4 days ago
Hoglet-33Β 
posted an update 5 days ago
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3277
Pebble 10M and Pebble 10M Chat are now released!

Both models use our Mamba/Transformer 3:1 hybrid architecture and were pretrained on 25 billion tokens.

Pebble 10M Chat was additionally fine-tuned on 250 million tokens of Smol-SmolTalk to improve its conversational capabilities.

You can find them here:

- basically-ai/Pebble-10M
- basically-ai/Pebble-10M-Chat

We hope you enjoy using them. The rest of the Pebble family will be released soon.

Follow for more:
@Hoglet-33
basically-ai
  • 32 replies
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Hoglet-33Β 
posted an update 10 days ago
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3044
We are announcing the first generation of the Pebble model family!

These are the models we are releasing:

- Pebble 10M
- Pebble 25M
- Pebble 50M

Each model will use a Mamba-Transformer 3:1 hybrid architecture and will be pretrained on 25 billion tokens before IFT and SFT.

Depending on development time and resources, we may also release:

- Pebble 5M
- Pebble 75M
- Pebble 1M (possibly)

We hope you're excited and enjoy the models!

Follow for more:
@Hoglet-33
basically-ai
  • 7 replies
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