Sentinel-EVC
Final-action validation and verifiable execution
Between policy and controller: final-action validation, single-use authorization, and independently verifiable evidence.
Explore researchRESEARCH
Research
From computation in hidden states to reliability in the real world—and the research process itself.
All 9 research projects
Attractor-JEPA
Compositional computation in latent representations
Explores compositional computation in latent representations, focusing on reasoning depth, state stability and learning.
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CIDS-GA
Causal credit and capability consolidation
Using active causal experiments from the same state to identify the contribution of intermediate operations, then studying how repairs can become model capabilities.
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Model collapse and feature detectability
Model collapse and feature detection
Investigating the limits of recursive training, rare information, and feature detection, including information that remains hidden within models.
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AutoResearch
Automated research and recursive improvement
Connecting questions, literature, search, refutation, and frozen experiments so that sustained exploration accumulates evidence future work can build on.
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Diagnosis-First Optimization · DFO
Pricing exploitable structure before black-box search
Before black-box search, ask what structure an instance offers, what finding it costs, and when the evidence calls for an uncertain answer.
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Normalization: representation and feedback
Normalization: representation and feedback
Studies when batch normalization works through variational selection and feedback tracking.
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Initialization and Signal Propagation
Initialization and Signal Propagation
Study what individual units and backward signals experience beyond average activation scale, and how depth changes input distinguishability.
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Reading Tasks from Behaviour
Reading Tasks from Behaviour
When a task label is observed only through a trajectory, what information comes from geometric differences and what comes from time direction?
Explore researchResearch manuscripts
Research manuscripts currently in development. These are presented as working papers.
Interface-Attached Information Bounds for Runtime Detection in VLA Policies
Studying how information available at policy interfaces constrains runtime failure detection.
Related researchTwo Regimes of Feature Detection in Superposition: Quartic Dark Matter and the SAE Error Floor
Exploring feature-detection conditions and error bounds in superposition and sparse autoencoders.
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