aget-process-observation

Observation processing works by characterizing prerequisite inputs, categorizing evidence types, and routing only content found in the observation to downstream steps. This prevents fabrication and updates each item from Captured to Processed.

Yes, you can route observation findings to spec enhancement and project-plan updates. The processing stage classifies captured input types and routes actionable items to lesson creation, issue filing, ontology expansion, spec changes, or project-plan updates.

Observation classification handles different evidence types by detecting and categorizing inputs such as verbal observations, web research findings, screenshots, environmental context, and metrics. This classification determines the correct consequence for each item.

Actionable observations can be routed to lesson creation, issue filing, ontology expansion, spec enhancement, or project-plan updates. The processing stage separates automated routes from manual recommendations in its summary report.

Yes, observation processing prevents fabricating data by enforcing prerequisite input characterization and only routing content explicitly found in the observation file. This ensures governed processing without introducing external or unverified information.