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Jonatan Borkowski PRO

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liked a model 6 days ago

ayanami-kitasan/code-pruner

reacted to codelion's post with 🔥 6 days ago

Reverse Engineering a $500M Mystery: From HashHop to Memory-Augmented Language Models I wrote a deep dive into how Magic AI's 100M token context window might work, starting from their HashHop benchmark and building up to MALM - a Memory-Augmented Language Model. Key insight: treating each key as a single token enables perfect retrieval at unlimited context lengths. The article covers: - How HashHop works and why its perfect accuracy is suspicious - Building a tokenized solver that achieves 100% accuracy - Scaling to MALM for real code search tasks - Why this approach could handle 100M+ tokens Read the full article: https://huggingface.co/blog/codelion/reverse-engineering-magic-hashhop Try the model: https://huggingface.co/codelion/malm-165m Code: https://github.com/codelion/hash-hop

upvoted an article 8 days ago

Introducing AnyLanguageModel: One API for Local and Remote LLMs on Apple Platforms

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j14i/fa_agents

Updated Dec 25, 2025

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