Experiments.
A transparent window into our active research, prototypes, and deprecated moonshots.
Living research,
always evolving.
LLM Self-Reflection Loops
ActiveTesting if iterative self-reflection inside confined execution environments improves structural code generation accuracy in deep learning models.
Temporal Graph Embeddings
ActiveMapping financial transaction networks via spatial-temporal graph structures to proactively identify laundering clusters.
Haptic Feedback Telemetry
PrototypeExtracting minute gravitational and velocity forces from edge sensors and recreating them as low-latency haptic pulses.
Dark Data Scraper
PrototypeUnstructured dark web data aggregator using localized BERT transformers to categorize threat intelligence instantly.
Zero-Shot Fluid Dynamics
ArchivedAttempting to predict turbulent fluid behavior using purely optical zero-shot vision transformers. Deprecated due to computational limits.
Acoustic Malware Detection
ArchivedIdentifying CPU execution patterns by their high-frequency acoustic emissions. Discarded due to lack of environmental isolation.