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Sk md saad amin

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liked a model about 2 hours ago

raincandy-u/Rain-100M

replied to codelion's post about 9 hours 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

liked a Space 2 days ago

ResearchEngineering/AGI

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published an article 3 months ago

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Model Card of Xylaria 2 Exempted

Oct 21, 2025

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