01
Video understanding
Frame evidence, object tracks, temporal features, overlays, and reviewable visual reasoning.
Research
Research in service of applied systems.
Research direction that supports durable software systems for complex environments.
Fields
Disciplines that compound into systems.
Research direction that supports durable software systems for complex environments.
02
Model evaluation
Testing outputs against observable evidence, schema constraints, and operator judgment.
03
Data extraction
Converting noisy source material into durable records, relationships, and summaries.
04
Decision workflows
Moving from model output to repeatable human review, escalation, and action.
05
Compute-backed analysis
Running analysis through controlled model and compute pipelines.
Evaluation
Trust requires visible failure modes.
Systems should make it possible to inspect where data came from, what transformation was applied, what model participated, and what uncertainty remains.
Trace
Inputs, transformations, outputs.
Validate
Schemas, constraints, review states.
Improve
Feedback loops and measured deltas.
Posture
Research matters when it improves what operators can see, measure, and decide.