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We just added speculative decoding for Carbon, so you can now generate DNA sequences 2-3x faster with llama.cpp This enables anyone to process huge genomes locally! GGUF weights and quants:

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Lewis Tunstall

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15,991 görüntüleme • 2 ay önce •via X (Twitter)

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We are releasing Carbon: a crazy fast DNA model Carbon is 275x faster than the next best model. So fast you can process the whole human genome on a single GPU in <2 days. Here are the tricks we used: When modelling DNA sequences a lot of the performance comes down to tokenizing the sequences in a smart way. BPE tokenizer struggle because there are no whitespaces and character (called base in DNA) level tokenizers waste a lot of compute on too many tokens. Carbon is built with a unique tokenizer: we split sequences in chunks of 6 bases, but during both training and inference we can work with single base resolution. That's similar to having word tokens but resolving them at the character level. All possible thanks to the DNA tokens unique structure. The architecture combined with the tokenizer makes the model 275x faster than the previous SoTA (Evo2) at this size. We built an interactive demo so you can explore how the model can generate DNA sequences, investigate the structure of genes, predict the effect of mutations, generate and fold proteins and even reconstruct parts of the tree of life.
1:07

We are releasing Carbon: a crazy fast DNA model Carbon is 275x faster than the next best model. So fast you can process the whole human genome on a single GPU in <2 days. Here are the tricks we used: When modelling DNA sequences a lot of the performance comes down to tokenizing the sequences in a smart way. BPE tokenizer struggle because there are no whitespaces and character (called base in DNA) level tokenizers waste a lot of compute on too many tokens. Carbon is built with a unique tokenizer: we split sequences in chunks of 6 bases, but during both training and inference we can work with single base resolution. That's similar to having word tokens but resolving them at the character level. All possible thanks to the DNA tokens unique structure. The architecture combined with the tokenizer makes the model 275x faster than the previous SoTA (Evo2) at this size. We built an interactive demo so you can explore how the model can generate DNA sequences, investigate the structure of genes, predict the effect of mutations, generate and fold proteins and even reconstruct parts of the tree of life.

Leandro von Werra

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Initial DeepSeek v4 and v4 Flash support added to anemll-flash-llama.cpp! 🚀 M5 MAX 128GB can run full DeepSeek-V4 with 1.6T params in original FP8/FP4 weights from SSD without requantization! One-click scripts to convert HF safetensors to dense + MoE sidecar (no GGUF needed) Inference and server examples Prefill and decoding benchmarks Branch and docs here: This is WIP and I plan to add cleanup and more testing this week. Feedback welcome!
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Initial DeepSeek v4 and v4 Flash support added to anemll-flash-llama.cpp! 🚀 M5 MAX 128GB can run full DeepSeek-V4 with 1.6T params in original FP8/FP4 weights from SSD without requantization! One-click scripts to convert HF safetensors to dense + MoE sidecar (no GGUF needed) Inference and server examples Prefill and decoding benchmarks Branch and docs here: This is WIP and I plan to add cleanup and more testing this week. Feedback welcome!

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wow.. now we can TALK with AI to generate images Midjourney V7 added voice mode, we can generate and edit images in seconds by talking with it we've been waiting for this for a long time
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wow.. now we can TALK with AI to generate images Midjourney V7 added voice mode, we can generate and edit images in seconds by talking with it we've been waiting for this for a long time

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LFM2-VL support with GGUF and llama.cpp 🥳 You can now run these tiny, hyper-efficient VLMs on your watch! We released quantized checkpoints for LFM2-VL-450M and LFM2-VL-1.6B on Hugging Face
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LFM2-VL support with GGUF and llama.cpp 🥳 You can now run these tiny, hyper-efficient VLMs on your watch! We released quantized checkpoints for LFM2-VL-450M and LFM2-VL-1.6B on Hugging Face

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Laguna S 2.1 is built to run locally. We heard the ask for a serious open model in the 80–120B range. Laguna S 2.1 is our answer, and we want it to redefine what this size class can do. Weights ship in BF16, FP8, INT4 and NVFP4, with official GGUF and MLX conversions, plus official DFlash draft models for faster inference. Day-one support across llama.cpp, ollama, Valerie Lee Make Up, SGLang, NVIDIA TRT-LLM, Hugging Face transformers and ZML. Watch it run on an NVIDIA AI DGX Spark.
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Laguna S 2.1 is built to run locally. We heard the ask for a serious open model in the 80–120B range. Laguna S 2.1 is our answer, and we want it to redefine what this size class can do. Weights ship in BF16, FP8, INT4 and NVFP4, with official GGUF and MLX conversions, plus official DFlash draft models for faster inference. Day-one support across llama.cpp, ollama, Valerie Lee Make Up, SGLang, NVIDIA TRT-LLM, Hugging Face transformers and ZML. Watch it run on an NVIDIA AI DGX Spark.

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this is why open-source wins every time.. open weights allow you to invent new model capabilities, train + generate locally (crucial for NDA'd and personal data), push the limits of what's currently possible + lean into a huge community of experts for advice and inspiration 🖤
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this is why open-source wins every time.. open weights allow you to invent new model capabilities, train + generate locally (crucial for NDA'd and personal data), push the limits of what's currently possible + lean into a huge community of experts for advice and inspiration 🖤

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WOW! OPENAI DID IT! They released their first TWO open weights models! This is HUGE news for the entire AI industry. It means you can RIGHT NOW run cutting edge AI models locally on your computer Here's all the benefits and how to set up the models locally yourself:
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WOW! OPENAI DID IT! They released their first TWO open weights models! This is HUGE news for the entire AI industry. It means you can RIGHT NOW run cutting edge AI models locally on your computer Here's all the benefits and how to set up the models locally yourself:

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OpenAI just dropped Sora 2 today it can generate videos with sound now, huge improvement on physics, realism, and control.. honestly no one can tell these are AI videos now here's everything you need to know:
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OpenAI just dropped Sora 2 today it can generate videos with sound now, huge improvement on physics, realism, and control.. honestly no one can tell these are AI videos now here's everything you need to know:

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We just added Origin UI to MagicPath, so now you can build with these beautiful components. Also, here's how easy it is to use them.
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We just added Origin UI to MagicPath, so now you can build with these beautiful components. Also, here's how easy it is to use them.

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gemini 3 flash is so crazy.. it can generate code for an interactive 3d car racing game in ~1 min, control speed and direction with hands, no need code, just text prompts its 100% free &amp; a lot faster than 3 pro how to improve this, anyone?
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1-Click WAN with ComfyUI Locally Wrote some automation scripts to 1-click download the workflows and models to the correct places as explained in this blog post and.... it just works! Thank you ComfyUI. Just published so anyone can instantly get started with WAN on ComfyUI.

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Don't know if this will turn out to be anything, but I've been playing with the idea of adding multiplayer to TLOU 2 on PC. Here we can spawn clients and control them (locally only for now, as I'm just testing) #TheLastOfUsPartII
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Don't know if this will turn out to be anything, but I've been playing with the idea of adding multiplayer to TLOU 2 on PC. Here we can spawn clients and control them (locally only for now, as I'm just testing) #TheLastOfUsPartII

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Jan v1 is now more reliable when handling searches. It's an open-source alternative to Perplexity Pro, and it now avoids infinite loops with Jan v1 2509. Performance updates: - Gains on reasoning & creativity benchmarks - Small drop on SimpleQA (91.1 -> 90.7), still competitive with Perplexity Pro The updated version is live on Jan Hub. You can run the model in Jan, llama.cpp, or vLLM. Use the model: - Model: - GGUF: Shoutout to the Qwen team for Qwen3-4B Thinking and Georgi Gerganov for llama.cpp.
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Jan v1 is now more reliable when handling searches. It's an open-source alternative to Perplexity Pro, and it now avoids infinite loops with Jan v1 2509. Performance updates: - Gains on reasoning & creativity benchmarks - Small drop on SimpleQA (91.1 -> 90.7), still competitive with Perplexity Pro The updated version is live on Jan Hub. You can run the model in Jan, llama.cpp, or vLLM. Use the model: - Model: - GGUF: Shoutout to the Qwen team for Qwen3-4B Thinking and Georgi Gerganov for llama.cpp.

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It's 2025 folks. We don't have time for this. You can just be hardline and associate with hardliners. This is the Women's groups on the continent. We are literally being replaced. It's needed. You can cook. You just need to be fearless. Everyone supports these things now. You can just say them. You'll be rewarded for doing so.
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It's 2025 folks. We don't have time for this. You can just be hardline and associate with hardliners. This is the Women's groups on the continent. We are literally being replaced. It's needed. You can cook. You just need to be fearless. Everyone supports these things now. You can just say them. You'll be rewarded for doing so.

Zoomer

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Our text-to-image got faster, better and photorealistic 😎 You can generate images in real-time, with an infinite scroll, and ready-to-use prompts and styles. The upgraded version is now available for AI partners and premium users.
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Our text-to-image got faster, better and photorealistic 😎 You can generate images in real-time, with an infinite scroll, and ready-to-use prompts and styles. The upgraded version is now available for AI partners and premium users.

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Grok Imagine V0.9 Now you can start making your Anime opening song so easily. You just need to write your song, use Suno V5 and generate the video with Grok Imagine.
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Grok Imagine V0.9 Now you can start making your Anime opening song so easily. You just need to write your song, use Suno V5 and generate the video with Grok Imagine.

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Quick tip for anyone generating videos with Hailuo 2 or Midjourney Video since they don't generate with any sound. You can generate sound effects for free using MMAUDIO via huggingface. I'm sure a lot of you are familiar with it. It's video to audio synthesis and it's FREE! - Go to this link - Upload your video - Type in a description for the sound - Choose a duration - Click on submit Your video now has sound 👍
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Quick tip for anyone generating videos with Hailuo 2 or Midjourney Video since they don't generate with any sound. You can generate sound effects for free using MMAUDIO via huggingface. I'm sure a lot of you are familiar with it. It's video to audio synthesis and it's FREE! - Go to this link - Upload your video - Type in a description for the sound - Choose a duration - Click on submit Your video now has sound 👍

Travis Davids

30,113 görüntüleme • 1 yıl önce