fix: use worst-case timeRelevance, improve tests

- Use most urgent timeRelevance across hours instead of
  hardcoded Ambient
- Use HourlyWeatherData type in test casts
- Add test for averaged urgency with mixed conditions

Co-authored-by: Ona <no-reply@ona.com>

.devcontainer/devcontainer.json

@@ -11,7 +11,7 @@
 		"dockerfile": "Dockerfile"
 	},
 	"postCreateCommand": "bun install",
-	"postStartCommand": "./scripts/setup-git.sh && ./scripts/setup-nvim.sh",
+	"postStartCommand": "./scripts/setup-git.sh && ./scripts/setup-nvim.sh && ./scripts/setup-tailscale.sh",
 	// Features add additional features to your environment. See https://containers.dev/features
 	// Beware: features are not supported on all platforms and may have unintended side-effects.
 	"features": {

.ona/automations.yaml

@@ -17,3 +17,23 @@ services:
         FORWARD_URL=$(gitpod environment port open 4983 --name drizzle-studio-server | sed 's|https://||')
         echo "Drizzle Studio: https://local.drizzle.studio/?host=${FORWARD_URL}&port=443"
         cd apps/aelis-backend && bunx drizzle-kit studio --host 0.0.0.0 --port 4983
+
+  aelis-backend:
+    name: Aelis Backend
+    description: Hono API server for aelis-backend (port 3000)
+    triggeredBy:
+      - manual
+    commands:
+      start: |
+        gitpod --context environment environment port open 3000 --name "Aelis Backend" --protocol http
+        cd apps/aelis-backend && bun run dev
+
+  admin-dashboard:
+    name: Admin Dashboard
+    description: Vite dev server for admin-dashboard (port 5174)
+    triggeredBy:
+      - manual
+    commands:
+      start: |
+        gitpod --context environment environment port open 5174 --name "Admin Dashboard" --protocol http
+        cd apps/admin-dashboard && bun run dev --host

apps/aelis-backend/src/enhancement/llm-client.ts

@@ -46,7 +46,7 @@ export function createLlmClient(config: LlmClientConfig): LlmClient {
 						type: "json_schema" as const,
 						jsonSchema: {
 							name: "enhancement_result",
-							strict: true,
+							strict: false,
 							schema: enhancementResultJsonSchema,
 						},
 					},

apps/aelis-backend/src/enhancement/schema.test.ts

@@ -166,11 +166,12 @@ describe("schema sync", () => {
 		expect(parseEnhancementResult(JSON.stringify(bad))).toBeNull()
 
 		// JSON Schema only allows string or null for slot values
-		const slotValueTypes =
+		const slotValueSchema =
 			enhancementResultJsonSchema.properties.slotFills.additionalProperties
-				.additionalProperties.type
-		expect(slotValueTypes).toContain("string")
-		expect(slotValueTypes).toContain("null")
-		expect(slotValueTypes).not.toContain("number")
+				.additionalProperties
+		expect(slotValueSchema.anyOf).toEqual([
+			{ type: "string" },
+			{ type: "null" },
+		])
 	})
 })

apps/aelis-backend/src/enhancement/schema.ts

@@ -31,7 +31,7 @@ export const enhancementResultJsonSchema = {
 			additionalProperties: {
 				type: "object",
 				additionalProperties: {
-					type: ["string", "null"],
+					anyOf: [{ type: "string" }, { type: "null" }],
 				},
 			},
 		},

packages/aelis-source-weatherkit/src/feed-items.ts

@@ -32,7 +32,7 @@ export interface CurrentWeatherFeedItem extends FeedItem<
 	CurrentWeatherData
 > {}
 
-export type HourlyWeatherData = {
+export type HourlyWeatherEntry = {
 	forecastTime: Date
 	conditionCode: ConditionCode
 	daylight: boolean
@@ -48,6 +48,10 @@ export type HourlyWeatherData = {
 	windSpeed: number
 }
 
+export type HourlyWeatherData = {
+	hours: HourlyWeatherEntry[]
+}
+
 export interface HourlyWeatherFeedItem extends FeedItem<
 	typeof WeatherFeedItemType.Hourly,
 	HourlyWeatherData

packages/aelis-source-weatherkit/src/index.ts

@@ -8,6 +8,7 @@ export {
 	type CurrentWeatherData,
 	type HourlyWeatherFeedItem,
 	type HourlyWeatherData,
+	type HourlyWeatherEntry,
 	type DailyWeatherFeedItem,
 	type DailyWeatherData,
 	type WeatherAlertFeedItem,

packages/aelis-source-weatherkit/src/weather-source.test.ts

@@ -4,10 +4,10 @@ import { Context } from "@aelis/core"
 import { LocationKey } from "@aelis/source-location"
 import { describe, expect, test } from "bun:test"
 
-import type { WeatherKitClient, WeatherKitResponse } from "./weatherkit"
+import type { WeatherKitClient, WeatherKitResponse, HourlyForecast } from "./weatherkit"
 
 import fixture from "../fixtures/san-francisco.json"
-import { WeatherFeedItemType } from "./feed-items"
+import { WeatherFeedItemType, type HourlyWeatherData } from "./feed-items"
 import { WeatherKey, type Weather } from "./weather-context"
 import { WeatherSource, Units } from "./weather-source"
 
@@ -131,10 +131,67 @@ describe("WeatherSource", () => {
 			const hourlyItems = items.filter((i) => i.type === WeatherFeedItemType.Hourly)
 			const dailyItems = items.filter((i) => i.type === WeatherFeedItemType.Daily)
 
-			expect(hourlyItems.length).toBe(3)
+			expect(hourlyItems.length).toBe(1)
+			expect((hourlyItems[0]!.data as HourlyWeatherData).hours.length).toBe(3)
 			expect(dailyItems.length).toBe(2)
 		})
 
+		test("produces a single hourly item with hours array", async () => {
+			const source = new WeatherSource({ client: mockClient })
+			const context = createMockContext({ lat: 37.7749, lng: -122.4194 })
+
+			const items = await source.fetchItems(context)
+
+			const hourlyItems = items.filter((i) => i.type === WeatherFeedItemType.Hourly)
+			expect(hourlyItems.length).toBe(1)
+
+			const hourlyData = hourlyItems[0]!.data as HourlyWeatherData
+			expect(Array.isArray(hourlyData.hours)).toBe(true)
+			expect(hourlyData.hours.length).toBeGreaterThan(0)
+			expect(hourlyData.hours.length).toBeLessThanOrEqual(12)
+		})
+
+		test("averages urgency across hours with mixed conditions", async () => {
+			const mildHour: HourlyForecast = {
+				forecastStart: "2026-01-17T01:00:00Z",
+				conditionCode: "Clear",
+				daylight: true,
+				humidity: 0.5,
+				precipitationAmount: 0,
+				precipitationChance: 0,
+				precipitationType: "clear",
+				pressure: 1013,
+				snowfallIntensity: 0,
+				temperature: 20,
+				temperatureApparent: 20,
+				temperatureDewPoint: 10,
+				uvIndex: 3,
+				visibility: 20000,
+				windDirection: 180,
+				windGust: 10,
+				windSpeed: 5,
+			}
+			const severeHour: HourlyForecast = {
+				...mildHour,
+				forecastStart: "2026-01-17T02:00:00Z",
+				conditionCode: "SevereThunderstorm",
+			}
+			const mixedResponse: WeatherKitResponse = {
+				forecastHourly: { hours: [mildHour, severeHour] },
+			}
+			const source = new WeatherSource({ client: createMockClient(mixedResponse) })
+			const context = createMockContext({ lat: 37.7749, lng: -122.4194 })
+
+			const items = await source.fetchItems(context)
+			const hourlyItem = items.find((i) => i.type === WeatherFeedItemType.Hourly)
+
+			expect(hourlyItem).toBeDefined()
+			// Mild urgency = 0.3, severe urgency = 0.6, average = 0.45
+			expect(hourlyItem!.signals!.urgency).toBeCloseTo(0.45, 5)
+			// Worst-case: SevereThunderstorm → Imminent
+			expect(hourlyItem!.signals!.timeRelevance).toBe("imminent")
+		})
+
 		test("sets timestamp from context.time", async () => {
 			const source = new WeatherSource({ client: mockClient })
 			const queryTime = new Date("2026-01-17T12:00:00Z")

packages/aelis-source-weatherkit/src/weather-source.ts

@@ -3,7 +3,7 @@ import type { ActionDefinition, ContextEntry, FeedItemSignals, FeedSource } from
 import { Context, TimeRelevance, UnknownActionError } from "@aelis/core"
 import { LocationKey } from "@aelis/source-location"
 
-import { WeatherFeedItemType, type WeatherFeedItem } from "./feed-items"
+import { WeatherFeedItemType, type HourlyWeatherEntry, type WeatherFeedItem } from "./feed-items"
 import currentWeatherInsightPrompt from "./prompts/current-weather-insight.txt"
 import { WeatherKey, type Weather } from "./weather-context"
 import {
@@ -174,11 +174,8 @@ export class WeatherSource implements FeedSource<WeatherFeedItem> {
 
 		if (response.forecastHourly?.hours) {
 			const hours = response.forecastHourly.hours.slice(0, this.hourlyLimit)
-			for (let i = 0; i < hours.length; i++) {
-				const hour = hours[i]
-				if (hour) {
-					items.push(createHourlyWeatherFeedItem(hour, i, timestamp, this.units, this.id))
-				}
+			if (hours.length > 0) {
+				items.push(createHourlyForecastFeedItem(hours, timestamp, this.units, this.id))
 			}
 		}
 
@@ -323,24 +320,18 @@ function createCurrentWeatherFeedItem(
 	}
 }
 
-function createHourlyWeatherFeedItem(
-	hourly: HourlyForecast,
-	index: number,
+function createHourlyForecastFeedItem(
+	hourlyForecasts: HourlyForecast[],
 	timestamp: Date,
 	units: Units,
 	sourceId: string,
 ): WeatherFeedItem {
-	const signals: FeedItemSignals = {
-		urgency: adjustUrgencyForCondition(BASE_URGENCY.hourly, hourly.conditionCode),
-		timeRelevance: timeRelevanceForCondition(hourly.conditionCode),
-	}
+	const hours: HourlyWeatherEntry[] = []
+	let totalUrgency = 0
+	let worstTimeRelevance: TimeRelevance = TimeRelevance.Ambient
 
-	return {
-		id: `weather-hourly-${timestamp.getTime()}-${index}`,
-		sourceId,
-		type: WeatherFeedItemType.Hourly,
-		timestamp,
-		data: {
+	for (const hourly of hourlyForecasts) {
+		hours.push({
 			forecastTime: new Date(hourly.forecastStart),
 			conditionCode: hourly.conditionCode,
 			daylight: hourly.daylight,
@@ -354,7 +345,27 @@ function createHourlyWeatherFeedItem(
 			windDirection: hourly.windDirection,
 			windGust: convertSpeed(hourly.windGust, units),
 			windSpeed: convertSpeed(hourly.windSpeed, units),
-		},
+		})
+		totalUrgency += adjustUrgencyForCondition(BASE_URGENCY.hourly, hourly.conditionCode)
+		const rel = timeRelevanceForCondition(hourly.conditionCode)
+		if (rel === TimeRelevance.Imminent) {
+			worstTimeRelevance = TimeRelevance.Imminent
+		} else if (rel === TimeRelevance.Upcoming && worstTimeRelevance !== TimeRelevance.Imminent) {
+			worstTimeRelevance = TimeRelevance.Upcoming
+		}
+	}
+
+	const signals: FeedItemSignals = {
+		urgency: totalUrgency / hours.length,
+		timeRelevance: worstTimeRelevance,
+	}
+
+	return {
+		id: `weather-hourly-${timestamp.getTime()}`,
+		sourceId,
+		type: WeatherFeedItemType.Hourly,
+		timestamp,
+		data: { hours },
 		signals,
 	}
 }

scripts/setup-tailscale.sh

@@ -0,0 +1,21 @@
+#!/bin/bash
+
+# Tailscale setup script
+# Authenticates with Tailscale if TS_AUTH_KEY is set and Tailscale is not already logged in
+
+set -e
+
+if [ -z "$TS_AUTH_KEY" ]; then
+    echo "TS_AUTH_KEY is not set, skipping Tailscale login."
+    exit 0
+fi
+
+STATUS=$(tailscale status 2>&1 || true)
+
+if echo "$STATUS" | grep -qi "logged out\|stopped"; then
+    echo "Tailscale is not authenticated. Logging in..."
+    sudo tailscale up --accept-routes --auth-key="$TS_AUTH_KEY"
+    echo "Tailscale login complete."
+else
+    echo "Tailscale is already authenticated, skipping."
+fi