updates on the ai agents and time series prediction and updates on the api to

main.go

@@ -13,11 +13,13 @@ import (
 	"doormile/config"
 	"doormile/controllers"
 	"doormile/db"
+	"doormile/internal/ai/outcomes"
 	"doormile/internal/ai/playground"
 	"doormile/internal/ai/telemetry"
 	"doormile/internal/assignment"
 	"doormile/internal/milergeo"
 	"doormile/internal/notify"
+	"doormile/internal/prediction"
 	"doormile/internal/routing"
 	"doormile/internal/sms"
 	"doormile/internal/worker"
@@ -242,9 +244,27 @@ func main() {
 	// Retries every unassigned pending booking on a timer, so a booking whose
 	// retry window closed while no rider was free is still picked up later.
 	go assignment.StartPendingSweeper()
+	// Recalibrates the ETA estimate from the system's own past predictions
+	// (bookingassignments.etaminutes) against what actually happened. Until
+	// ROUTE_OPTIMIZER_URL is configured there is nothing to calibrate, the
+	// calibration stays empty, and every ETA comes from the existing promise
+	// tables exactly as before. See docs/prediction-plan.md rung 1.1.
+	go prediction.StartCalibrationSweeper()
+	// Judges what the engine's past decisions actually achieved, which is what
+	// makes them retrievable: /internal/agent-decisions/similar filters on
+	// `outcome IS NOT NULL`, so an unjudged decision is invisible to recall.
+	// Also prunes past the retention window — this table had none.
+	// Skill-finding retention rides the outcome sweeper's tick. Assigned here
+	// rather than called directly, to keep internal/ai/outcomes free of a
+	// controllers import.
+	outcomes.PruneFindings = controllers.PruneAIFindings
+	go outcomes.StartOutcomeSweeper()
 
 	// 9. Point the stop sequencer at the Route Optimization API.
 	routing.BaseURL = cfg.RouteOptimizerURL
+	// Where AI_engine's health surface lives, for the console's agent-status
+	// proxy. Empty disables it and the console keeps using its snapshot.
+	controllers.AIEngineBaseURL = cfg.AIEngineBaseURL
 
 	// 10. Record AI_engine agent runs (telemetry.task) and live state
 	// (telemetry.agent). Observability only: a nil NATS connection logs and