Introducing OpenMythos
An open-source, first-principles theoretical reconstruction of Claude Mythos, implemented in PyTorch.
The architecture instantiates a looped transformer with a Mixture-of-Experts (MoE) routing mechanism, enabling iterative depth via weight sharing and conditional computation across experts.
My implementation explores the hypothesis that recursive application of a fixed parameterized block, coupled with sparse expert activation, can yield improved efficiency–performance tradeoffs and emergent multi-step reasoning.
Learn more ⬇️🧵
🔴 Threat Intelligence Alert: OpenMythos Just Released
The open-source community has received a theoretical PyTorch reconstruction of Anthropic’s speculated “Claude Mythos” architecture. Developed by @KyeGomezB, the repository kyegomez/OpenMythos implements a Recurrent-Depth Transformer (RDT) integrated with Mixture-of-Experts (MoE).
Technical Summary:
•Core Structure: Three stages — Prelude (initial transformer blocks), Recurrent Block (weight-shared block applied iteratively up to max_loop_iters in a single forward pass), and Coda (final processing stage).
•Key Mechanism: Weight-sharing + sparse conditional expert routing, enabling recursive effective depth without a linear increase in parameters.
•Central Hypothesis: Recursive application of the same parameterized block combined with sparse expert activation produces a superior efficiency × performance trade-off and enables emergent multi-step reasoning.
Cybersecurity Implications:
•Democratizes cutting-edge techniques for efficient scaling and deep reasoning capabilities.
•Significantly lowers computational barriers for building sophisticated large language models.
•Raises the risk of rapid proliferation for malicious use cases: advanced attack automation, polymorphic malware generation, large-scale influence operations, and automated red teaming by low-resource threat actors.
Repository: https://t.co/DARLPHbS6e
Security professionals: How do you evaluate the threat impact of democratizing these advanced AI architectures?
#ThreatIntelligence #AISecurity #OpenSourceAI #CyberSecurity #LLM
you can now literally ctrl+f your video footage.. 🤯
sentrysearch is an open-source tool that lets you type whatever you're looking for in a video like "red truck running a stop sign" and it instantly cuts and exports the exact clip from hours of raw mp4 files.
100% open source. fully offline.