Models

Research into perception, context, and model computation.

Theia

Theia

Adaptive video tokenization for agentic perception.

Theia changes the visual token rate according to how much a video is changing. Static frames receive few or no tokens; action-driven transitions receive more. The current prototype implements and tests the core tokenizer components.

Status
Research prototype
Base model
NVIDIA Nemotron 3 Nano Omni
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Hyperion

Hyperion

Context self-rewriting for memory management and speculative thinking.

Hyperion asks whether a language model can rewrite its active context during inference. It is currently a research concept, with no selected base model, executable architecture, or measured results.

Status
Research concept
Base model
Not selected
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Iapyx

Iapyx

Self-modifying computation graphs for frozen MoE language models.

Iapyx keeps a Mixture-of-Experts model frozen while a small trainable head proposes changes to its forward pass. The prototype can override expert routing, loop states through earlier layers, dispatch validated kernels, and snapshot or roll back speculative changes.

Status
Research prototype
Base model
Qwen3-30B-A3B
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