Hafedh Hichri's picture

Hafedh Hichri

not-lain

AI & ML interests

custom AI models with HF integration, HuggingFace fellow 🤗

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reacted to as-cle-bert's post with 🔥 1 day ago
Llama-4 is out and I couldn't resist but to cook something with it... So I came up with 𝐋𝐥𝐚𝐦𝐚𝐑𝐞𝐬𝐞𝐚𝐫𝐜𝐡𝐞𝐫 (https://llamaresearcher.com), your deep-research AI companion!🔎 The workflow behind 𝗟𝗹𝗮𝗺𝗮𝗥𝗲𝘀𝗲𝗮𝗿𝗰𝗵𝗲𝗿 is simple: 💬 You submit a query 🛡️ Your query is evaluated by Llama 3 guard model, which deems it safe or unsafe 🧠 If your query is safe, it is routed to the Researcher Agent ⚙️ The Researcher Agent expands the query into three sub-queries, with which to search the web 🌐 The web is searched for each of the sub-queries 📊 The retrieved information is evaluated for relevancy against your original query ✍️ The Researcher Agent produces an essay based on the information it gathered, paying attention to referencing its sources The agent itself is also built with easy-to-use and intuitive blocks: 🦙 LlamaIndex provides the agentic architecture and the integrations with the language models ⚡Groq makes Llama-4 available with its lightning-fast inference 🔎 Linkup allows the agent to deep-search the web and provides sourced answers 💪 FastAPI does the heavy loading with wrapping everything within an elegant API interface ⏱️ Redis is used for API rate limiting 🎨 Gradio creates a simple but powerful user interface Special mention also to Lovable, which helped me build the first draft of the landing page for LlamaResearcher!💖 If you're curious and you want to try LlamaResearcher, you can - completely for free and without subscription - for 30 days from now ➡️ https://llamaresearcher.com And if you're like me, and you like getting your hands in code and build stuff on your own machine, I have good news: this is all open-source, fully reproducible locally and Docker-ready🐋 Just go to the GitHub repo: https://github.com/AstraBert/llama-4-researcher and don't forget to star it, if you find it useful!⭐ As always, have fun and feel free to leave your feedback✨
upvoted an article 2 days ago
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not-lain's activity

reacted to as-cle-bert's post with 🔥 1 day ago
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Llama-4 is out and I couldn't resist but to cook something with it... So I came up with 𝐋𝐥𝐚𝐦𝐚𝐑𝐞𝐬𝐞𝐚𝐫𝐜𝐡𝐞𝐫 (https://llamaresearcher.com), your deep-research AI companion!🔎

The workflow behind 𝗟𝗹𝗮𝗺𝗮𝗥𝗲𝘀𝗲𝗮𝗿𝗰𝗵𝗲𝗿 is simple:
💬 You submit a query
🛡️ Your query is evaluated by Llama 3 guard model, which deems it safe or unsafe
🧠 If your query is safe, it is routed to the Researcher Agent
⚙️ The Researcher Agent expands the query into three sub-queries, with which to search the web
🌐 The web is searched for each of the sub-queries
📊 The retrieved information is evaluated for relevancy against your original query
✍️ The Researcher Agent produces an essay based on the information it gathered, paying attention to referencing its sources

The agent itself is also built with easy-to-use and intuitive blocks:
🦙 LlamaIndex provides the agentic architecture and the integrations with the language models
⚡Groq makes Llama-4 available with its lightning-fast inference
🔎 Linkup allows the agent to deep-search the web and provides sourced answers
💪 FastAPI does the heavy loading with wrapping everything within an elegant API interface
⏱️ Redis is used for API rate limiting
🎨 Gradio creates a simple but powerful user interface

Special mention also to Lovable, which helped me build the first draft of the landing page for LlamaResearcher!💖

If you're curious and you want to try LlamaResearcher, you can - completely for free and without subscription - for 30 days from now ➡️ https://llamaresearcher.com
And if you're like me, and you like getting your hands in code and build stuff on your own machine, I have good news: this is all open-source, fully reproducible locally and Docker-ready🐋
Just go to the GitHub repo: https://github.com/AstraBert/llama-4-researcher and don't forget to star it, if you find it useful!⭐

As always, have fun and feel free to leave your feedback✨
upvoted an article 2 days ago
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Mixture of Experts Explained

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upvoted an article 3 days ago
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Welcome Llama 4 Maverick & Scout on Hugging Face!

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reacted to jsulz's post with 🔥 4 days ago
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Huge week for xet-team as Llama 4 is the first major model on Hugging Face uploaded with Xet providing the backing! Every byte downloaded comes through our infrastructure.

Using Xet on Hugging Face is the fastest way to download and iterate on open source models and we've proved it with Llama 4 giving a boost of ~25% across all models.

We expect builders on the Hub to see even more improvements, helping power innovation across the community.

With the models on our infrastructure, we can peer in and see how well our dedupe performs across the Llama 4 family. On average, we're seeing ~25% dedupe, providing huge savings to the community who iterate on these state-of-the-art models. The attached image shows a few selected models and how they perform on Xet.

Thanks to the meta-llama team for launching on Xet!
reacted to hesamation's post with ❤️ 6 days ago
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What, How, Where, and How Well? This paper reviews test-time scaling methods and all you need to know about them:
> parallel, sequential, hybrid, internal scaling
> how to scale (SFT, RL, search, verification)
> metrics and evals of test-time scaling

🔗paper: What, How, Where, and How Well? A Survey on Test-Time Scaling in Large Language Models (2503.24235)

If you want to learn what inference-time compute scaling is @rasbt has a great blog post on that:
https://magazine.sebastianraschka.com/p/state-of-llm-reasoning-and-inference-scaling
liked a Space 8 days ago
upvoted an article 9 days ago