mirror of
https://github.com/MBombeck/HealthLog.git
synced 2026-11-10 13:22:14 +00:00
seed(demo): bake AI insight texts into the demo cache rows
The public demo has no live AI provider, so the Insights, daily-briefing, and per-metric status surfaces rendered empty or prompted to connect a provider. Pre-populate the same cache rows a real generation would write so the demo shows finished, grounded English prose that survives every re-seed without any outbound call: - users.insights_cached_text: comprehensive insight + daily briefing (paragraph, signals of the day, key findings, trend annotations), with insights_cached_at refreshed so the read serves it as current. - audit_logs: the seven per-metric status cards, stamped with today's Berlin day key and a real model name so the cache read treats each as a fresh assessment. - insight_narratives: week and month narratives, AES-256-GCM at rest like every other narrative row. All prose follows the assessment voice: second person, grounded in the seeded numbers, autonomy-supporting, never diagnostic. English only, the demo locale. Adds insight_narratives to the cleanup block so the seed stays idempotent.
This commit is contained in:
Marc-André Bombeck committed
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commit
69d03c45c4
1 file changed
+410
@@ -89,6 +89,20 @@ function formatDate(d: Date): string {
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return d.toISOString().split("T")[0];
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}
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// The day key the insight read paths compare against. The per-metric status
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// cards stamp `dateKey = toBerlinDayKey(now)` (src/lib/tz/resolver.ts) and the
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// read serves a row only when its `dateKey` equals today's Berlin key. The
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// demo user is Europe/Berlin, so we mint the same key here so the baked cards
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// always read as "today" on every re-seed, never stale.
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function berlinDayKey(d: Date = new Date()): string {
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return new Intl.DateTimeFormat("en-CA", {
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timeZone: "Europe/Berlin",
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year: "numeric",
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month: "2-digit",
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day: "2-digit",
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}).format(d);
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}
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// Smooth random walk with mean reversion
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function randomWalk(
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start: number,
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@@ -124,6 +138,7 @@ async function seed() {
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console.log("Cleaning existing data...");
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await client.query("DELETE FROM coach_messages");
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await client.query("DELETE FROM coach_conversations");
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await client.query("DELETE FROM insight_narratives");
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await client.query("DELETE FROM illness_episodes");
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await client.query("DELETE FROM lab_results");
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await client.query("DELETE FROM measurement_reminders");
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@@ -1038,6 +1053,398 @@ async function seed() {
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);
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}
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// ── Baked AI insight texts ────────────────
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// The public demo has no live AI provider (the seeded key is a
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// placeholder ciphertext), so the Insights / daily-briefing / per-metric
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// status surfaces would otherwise render empty or a "connect a provider"
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// prompt. We bake realistic, grounded English prose straight into the
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// same cache rows a real generation would have written, so the demo shows
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// finished AI output that survives every re-seed and never calls out.
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//
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// The prose follows the real generators' voice (src/lib/ai/prompts/
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// base-system.ts): second person, warm, grounded in the seeded numbers,
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// autonomy-supporting, never diagnostic, no banned positivity openers.
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// The numbers quoted below match the seeded targets (weight ~82 kg,
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// BP settling ~118/76, resting HR ~58, BMI ~24.7, mood improving,
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// compliance ~96%+).
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console.log("Creating baked AI insight texts...");
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const todayKey = berlinDayKey();
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// A real-looking provider/model pair so the read path treats the row as a
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// genuine assessment (NOT a `model: "timeout-stub"`, which the cache-read
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// rejects). The text is what renders; provider/model are provenance only.
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const bakedProvider = "anthropic";
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const bakedModel = "claude-3-5-sonnet";
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// ── Comprehensive insight + daily briefing ──
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// Stored on users.insights_cached_text (JSON). The GET read parses it and
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// returns it as-is; setting insights_cached_at = NOW() keeps it inside the
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// 24 h freshness window for the dashboard-snapshot briefing path. The shape
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// is the union of insightResultSchema (summary / findings / correlations /
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// recommendations / dataQuality / disclaimer / classification) and the
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// richer optional blocks the dashboard validates (dailyBriefing with
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// paragraph + signalsOfDay + keyFindings, trendAnnotations).
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const comprehensiveInsight = {
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insightType: "comprehensive",
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summary:
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"Your numbers have moved the right way across the board this quarter. " +
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"Blood pressure has settled into the optimal band, your weight is " +
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"down to a steady place, resting heart rate is low, and your sleep " +
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"and mood have both been climbing. The consistency in your daily " +
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"logging is doing a lot of the work here.",
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classification: "optimal",
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classificationLabel: "On track",
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findings: [
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{
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label: "Blood pressure",
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value: "~118/76 mmHg",
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assessment: "positive",
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guideline: "ESH 2023 optimal range",
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},
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{
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label: "Weight",
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value: "~82 kg (BMI ~24.7)",
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assessment: "positive",
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},
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{
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label: "Resting heart rate",
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value: "~58 bpm",
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assessment: "positive",
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},
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{
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label: "Medication adherence",
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value: "96%+ over 90 days",
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assessment: "positive",
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},
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{
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label: "Mood",
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value: "trending up to ~4.4 / 5",
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assessment: "positive",
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},
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],
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correlations: [
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{
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factor: "Sleep duration and resting heart rate",
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effect:
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"Longer, more consistent nights line up with your lower resting " +
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"heart rate readings.",
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confidence: "mittel",
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},
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],
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primaryRecommendation:
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"Keep the morning measurement habit going — the steadier the cadence, " +
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"the easier your trends are to read.",
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recommendations: [
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{
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text:
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"Your morning blood-pressure readings are the clearest signal " +
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"you have. Keeping them at a consistent time each day will keep " +
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"the trend easy to interpret.",
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severity: "suggestion",
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rationale: {
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dataWindow: "last30days",
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comparedTo: "your own 90-day baseline",
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deviation: "systolic down ~10 mmHg from the start of the window",
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},
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},
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{
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text:
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"Sleep has been trending toward a healthy 7.5 hours. Protecting " +
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"that window on busier evenings is worth a little planning.",
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severity: "info",
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rationale: {
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dataWindow: "last30days",
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comparedTo: "your earlier nights this quarter",
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deviation: "about 45 minutes longer on average",
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},
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},
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],
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dataQuality: {
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coverage: "90 days of daily measurements across every core metric",
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gaps: [],
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confidence: "hoch",
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},
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disclaimer:
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"This is a reasoned observation of your own data, not medical advice " +
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"or a diagnosis. Discuss any concerns with your doctor.",
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dailyBriefing: {
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paragraph:
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"Good morning. Today's picture is a calm one: your most recent " +
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"blood pressure sits comfortably in the optimal band, resting heart " +
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"rate is low, and last night's sleep landed right around your " +
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"target. Weight is holding at its new steady place and your mood " +
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"has been on a quiet upward run all week. There is nothing here " +
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"that needs fixing — the work now is simply keeping the rhythm " +
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"you have built, logging each morning and protecting your sleep " +
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"window. Small, consistent days are exactly what these trends are " +
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"made of.",
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signalsOfDay: [
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{
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sourceMetric: "bp",
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tone: "good",
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headline:
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"Your latest blood pressure is sitting in the optimal band.",
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nudge:
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"Take tomorrow's reading at the same morning time to keep the " +
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"trend clean.",
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delta: "↓ ~10 mmHg systolic vs the start of the window",
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},
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{
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sourceMetric: "sleep",
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tone: "good",
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headline: "Last night came in close to your 7.5-hour target.",
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nudge: "Aim for the same lights-out time tonight.",
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delta: null,
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},
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{
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sourceMetric: "resting_hr",
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tone: "info",
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headline: "Resting heart rate is steady around 58 bpm.",
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nudge: "Keep the daily movement going — it shows up here.",
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delta: null,
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},
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],
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keyFindings: [
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{
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tone: "good",
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headline: "Blood pressure has settled into the optimal range.",
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detail:
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"Your 30-day average is well inside the optimal band and lower " +
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"than where the quarter began.",
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delta: "↓ ~10 mmHg",
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sourceWindow: "30d",
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sourceMetric: "bp",
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},
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{
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tone: "good",
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headline: "Weight is holding at a healthy, steady place.",
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detail:
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"After trending down earlier in the quarter, your weight has " +
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"levelled off at a BMI of about 24.7.",
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delta: null,
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sourceWindow: "90d",
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sourceMetric: "weight",
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},
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{
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tone: "good",
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headline: "Medication adherence has stayed above 96%.",
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detail:
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"You have logged your doses on time across nearly the entire " +
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"90-day window.",
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delta: null,
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sourceWindow: "90d",
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sourceMetric: "compliance",
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},
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{
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tone: "info",
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headline: "Mood has drifted gently upward.",
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detail:
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"Your entries have climbed from the mid-threes toward the " +
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"low-fours over the quarter.",
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delta: null,
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sourceWindow: "90d",
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sourceMetric: "mood",
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},
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],
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},
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trendAnnotations: {
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bp: "Your systolic is trending down into the optimal band — a pattern worth keeping.",
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weight:
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"Weight has levelled off after an earlier decline — a stable, healthy place to hold.",
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mood: "Mood has been on a quiet upward run across the quarter.",
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sleep:
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"Nights have lengthened toward a steady 7.5 hours over the window.",
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resting_hr:
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"Resting heart rate has eased lower as your activity has held up.",
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},
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};
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await client.query(
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`UPDATE users
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SET insights_cached_text = $2,
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insights_cached_at = NOW(),
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insights_snapshot_hash = $3,
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insights_briefing_reroll_date = $4
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WHERE id = $1`,
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[
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userId,
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JSON.stringify(comprehensiveInsight),
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// A stable fingerprint. The 24 h cache window keeps the row fresh on
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// its own; this value just has to be present + non-null so a
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// hypothetical regeneration would treat the snapshot as known. The
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// demo provider can never succeed, so the baked text always survives.
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"demo-baked-comprehensive-snapshot",
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// Mark today's briefing re-roll as already done so the once-per-day
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// re-roll path is a no-op (it would fail against the placeholder key).
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todayKey,
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],
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);
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// ── Per-metric status cards ──
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// Each card is an audit_logs row keyed `insights.<scope>-status.<locale>`
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// whose details JSON is { dateKey, locale, text, providerType, model,
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// tokensUsed, snapshotHash }. The read serves a row only when its dateKey
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// equals today's Berlin key and the model is not the timeout-stub
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// sentinel. We stamp today's key + a real model name so every card reads
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// as a current assessment. `text` is the rendered field. 2-4 sentences
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// each, grounded in the seeded data, in the base-system advisor voice.
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const statusCards: Array<{ scope: string; text: string }> = [
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{
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scope: "blood-pressure",
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text:
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"Your blood pressure is averaging about 118/76 over the last few " +
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"weeks — down roughly 10 mmHg systolic from where this quarter " +
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"started, and now comfortably inside the optimal band. That is a " +
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"real, earned shift, not day-to-day noise. Keeping the morning " +
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"readings on a steady schedule will make the trend even easier to " +
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"follow.",
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},
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{
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scope: "pulse",
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text:
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"Your resting heart rate is sitting around 58 bpm this week, a few " +
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"beats below your monthly mean and among your lowest readings in " +
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"the window. That tracks with the steady daily movement you have " +
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"kept up. Nothing to change here — just keep the rhythm going.",
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},
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{
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scope: "weight",
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text:
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"Your weight has settled at about 82 kg after trending down earlier " +
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"in the quarter — a stable, healthy place rather than a continuing " +
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"decline. Holding here is exactly the right goal. Weighing in at a " +
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"consistent time keeps the reading clean.",
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},
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{
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scope: "bmi",
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text:
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"Your BMI is right around 24.7, near the top of the healthy range " +
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"and steady over the last month. With your weight holding, this is " +
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"a good place to maintain. No action needed beyond keeping your " +
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"current routine.",
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},
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{
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scope: "mood",
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text:
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"Your mood entries have drifted upward over the quarter, from the " +
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"mid-threes toward the low-fours, and the recent run has been your " +
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"most positive yet. The consistency of your logging makes that " +
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"trend trustworthy. Worth noticing what has been going well and " +
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"leaning into it.",
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},
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{
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scope: "medication-compliance",
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text:
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"Your adherence has stayed above 96% across the last 90 days, with " +
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"today's morning doses already taken and the evening one not yet " +
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"due. That is a strong, durable streak. Keeping your reminders " +
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"where they are should be enough to hold it.",
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},
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{
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scope: "general",
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text:
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"Across the board your numbers are in a good place: blood pressure " +
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"in the optimal band, weight steady, resting heart rate low, and " +
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"sleep and mood both trending up. The throughline is your " +
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"consistency — daily logging is what makes all of this readable. " +
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"Keep the cadence and the picture stays clear.",
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},
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];
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for (const card of statusCards) {
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const action = `insights.${card.scope}-status.en`;
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await client.query(
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`INSERT INTO audit_logs (id, user_id, action, details, created_at)
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VALUES ($1, $2, $3, $4, NOW())`,
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[
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cuid(),
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userId,
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action,
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JSON.stringify({
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dateKey: todayKey,
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locale: "en",
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text: card.text,
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providerType: bakedProvider,
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model: bakedModel,
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tokensUsed: null,
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snapshotHash: `demo-baked-${card.scope}`,
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}),
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],
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);
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}
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// ── Period narratives (week + month) ──
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// insight_narratives rows, one per (period, locale). The read path is pure
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// stale-while-revalidate: it returns whatever was last written regardless
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// of age, decrypting encrypted_content with the app's AES-256-GCM codec
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// (encrypt() → utf8 bytes, mirroring the CoachMessage/narrative helper).
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// provenance_json carries the labels-only envelope the UI renders.
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const nowIso = new Date().toISOString();
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const narrativeWindowFrom = daysAgo(30).toISOString();
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const periodNarratives: Array<{
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period: string;
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text: string;
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window: { from: string; to: string };
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}> = [
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{
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period: "week",
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text:
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"This week held the steady line you have been building. Your blood " +
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"pressure stayed in the optimal band every morning, resting heart " +
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"rate hovered near its low, and your nights landed close to 7.5 " +
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"hours. Adherence was perfect, and your mood entries were among " +
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"the brightest of the month. There is no single thing to fix here " +
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"— the value is in how repeatable the week was. Carrying the same " +
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"sleep and movement routine into next week is all it takes to keep " +
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"the trend intact.",
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window: { from: daysAgo(7).toISOString(), to: nowIso },
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},
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{
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period: "month",
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text:
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"Over the past month the gains from earlier in the quarter have " +
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"become your new normal. Blood pressure has held in the optimal " +
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"band rather than just dipping into it, weight has stabilised at a " +
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"healthy point, and resting heart rate has stayed low alongside " +
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"consistent daily activity. Sleep lengthened and steadied, and " +
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"your mood trend continued its quiet climb. The month reads less " +
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"like a change in progress and more like a routine that is paying " +
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"off — worth protecting exactly as it stands.",
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window: { from: narrativeWindowFrom, to: nowIso },
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},
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];
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for (const narrative of periodNarratives) {
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const encryptedContent = Buffer.from(encrypt(narrative.text), "utf8");
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const provenance = {
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metrics: [
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"BLOOD_PRESSURE_SYS",
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"RESTING_HEART_RATE",
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"SLEEP_DURATION",
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"WEIGHT",
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"MOOD",
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],
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window: narrative.window,
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pairsTested: 0,
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fdrQ: 0.1,
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computedAt: nowIso,
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};
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await client.query(
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`INSERT INTO insight_narratives (id, user_id, period, locale, date_key, encrypted_content, provenance_json, provider_type, prompt_version, created_at, updated_at)
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VALUES ($1, $2, $3, 'en', $4, $5, $6, $7, $8, NOW(), NOW())`,
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[
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cuid(),
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userId,
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narrative.period,
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todayKey,
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encryptedContent,
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JSON.stringify(provenance),
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bakedProvider,
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"demo",
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],
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);
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}
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// ── App Settings ─────────────────────────
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console.log("Creating app settings...");
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await client.query(
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@@ -1087,6 +1494,9 @@ async function seed() {
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console.log(` Lab panel: ${labResults.length} biomarkers`);
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console.log(` Illness: 1 resolved episode`);
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console.log(` Coach: 1 conversation (${coachTurns.length} messages)`);
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console.log(
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` Baked AI texts: comprehensive + daily briefing, ${statusCards.length} status cards, ${periodNarratives.length} period narratives (en)`,
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);
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console.log(` Achievements: ${achievements.length}`);
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} catch (err) {
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await client.query("ROLLBACK");
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Reference in new issue
Block a user