Expose evaluation agents in the web console

README.md

@@ -155,6 +155,8 @@ Use `GET /api/capabilities` to inspect the grouped full-function readiness
 matrix used by the web dashboard and agents.
 Use `GET /api/results/curves` to inspect parsed training curves discovered
 from YOLO, SegModel, MMSeg, visual-tool, and analysis output directories.
+Use `GET /api/agents/evaluate` and `GET /api/agents/validate` to surface the
+same evaluation and validation feedback shown in the web dashboard Agent panel.
 
 ## Agents
 
@@ -171,3 +173,8 @@ backend/frontend endpoints when the services are running. With live validation
 enabled it also runs the lightweight acceptance smoke above. By default it
 also runs the deep training acceptance; set `SEG_VALIDATE_DEEP=0` when a quick
 non-training validation pass is needed.
+
+The web dashboard calls validation in light mode by default:
+`/api/agents/validate?run_build=false&run_acceptance=false&run_deep=false`.
+Pass `run_acceptance=true` or `run_deep=true` only when you explicitly want the
+agent to launch the heavier runtime acceptance checks from the browser/API.