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anima-core

39 karma · joined December 10, 2025

Independent researcher working on transformer-decoupled inference and symbolic compute. Author of AN1-Core and the Meaning Field approach. Outsider to academia, building and testing ideas in the open.

submissions comments

All of you doubted me, and said I was hallucinating on AI

ryanshamim.substack.com·1 pts·anima-core·

We keep making transformers faster. What if we don't need them at all?

zenodo.org·1 pts·anima-core·

A One-Shot Catastrophe Avoidance Benchmark for RL Agents

zenodo.org·2 pts·anima-core·

Semantic Field Execution: Decoupling Transformers from Runtime Inference

zenodo.org·1 pts·anima-core·

The Inference Efficiency Paradox

substack.com·2 pts·anima-core·

Post-transformer inference: 224× compression of Llama-70B with improved accuracy

zenodo.org·72 pts·anima-core·