Observe
Process a time-ordered stream and maintain a compact internal state.
Lab · proof-stage research
The research combines prediction error, surprise handling, anomaly receipts, and human review. It remains a proof-stage architecture experiment, separate from the primary Eidos Works service offer.
Current maturity
Research method
Process a time-ordered stream and maintain a compact internal state.
Estimate the next signal and measure the residual between prediction and observation.
Compare error with recent error behavior so unusual change can be inspected.
Keep raw and calibrated metrics visible beside human-readable evidence.
Limits and next experiment
Current research value comes from reproducible domain proofs, false-positive discipline, compression and anomaly-preservation measurements, and incident explanations. The next experiment should be chosen from a documented proof gap, not a broader claim.
Read the public case note