Files
HealthLog/src/lib/insights/pulse-status.ts
T
Marc-André Bombeck db68f994c2 fix(insights): feed the six specialised cards a precomputed SIGNAL block
BP, pulse, weight, BMI, mood and medication-compliance still asked the
model to derive the recent-vs-baseline comparison from raw buckets — the
exact arithmetic small models do unreliably, and the pattern the
base-system prompt already advertises as precomputed.

Build the SIGNAL block (current / baseline / signed delta / normal-swing
verdict) with buildMetricSignal from each card's graded series and inject
it into the snapshot; BP carries two signals, compliance one per
medication. Each card's prompt section now leads from the signal block
and is told to state, not recompute. The server-computed compliance %
is unchanged.
2026-06-20 16:58:44 +02:00

509 lines
16 KiB
TypeScript

import { prisma } from "@/lib/db";
import {
getPulseSystemPrompt,
getPulseUserPrompt,
} from "@/lib/ai/prompts/pulse";
import {
formatPreviousContextForPrompt,
getPreviousInsightContext,
} from "@/lib/insights/memory";
import {
buildAssessmentContextBlock,
computeSteadyRun,
pickVarietyLead,
} from "@/lib/insights/assessment-context";
import { getRelevantCorrelationsForMetric } from "@/lib/insights/metric-correlation-context";
import {
getAgeFromDateOfBirth,
getPersonalizedPulseTarget,
} from "@/lib/analytics/pulse-targets";
import { resolveRestingPulseSeries } from "@/lib/analytics/resting-pulse";
import { getNoKeyPulseStatusText } from "@/lib/insights/no-key-fallbacks";
import { applyPayloadBudget } from "@/lib/insights/bucket-series";
import {
buildGradedSeriesFromPoints,
buildGradedSeriesWithRollups,
degradeStatusSnapshotToBudget,
} from "@/lib/insights/graded-series";
import { buildMetricSignal } from "@/lib/insights/metric-signal";
import {
type SupportedLocale,
normalizeLocale,
normalizeSummaryText,
parseSummaryFromContent,
persistStatusInsight,
round,
summarizeSeries,
} from "@/lib/insights/status-shared";
import {
readFreshStatusText,
refreshUnchangedStatusInsight,
resolveReadOnlyStatusMiss,
statusCacheAction,
} from "@/lib/insights/status-cache";
import { hashInsightSnapshot } from "@/lib/insights/snapshot-hash";
import { returnTimeoutFallback } from "@/lib/insights/timeout-fallback";
import {
runPreparedStatusCard,
type PreparedStatusCard,
type StatusCardResult,
} from "@/lib/insights/status-card-generation";
import { annotate } from "@/lib/logging/context";
import {
toBerlinDayKey,
userDayKey,
DEFAULT_TIMEZONE,
} from "@/lib/tz/resolver";
/**
* Public entry — unchanged signature. Prepares the card (cache-read,
* read-only miss, snapshot build, hash gate) then, when the LLM is still
* needed, runs ONE completion through the shared single-card path. The
* one-call-per-metric behaviour and the timeout / no-provider fallbacks are
* byte-for-byte the same as before the prepare split (v1.18.7 HIGH-1).
*/
export async function generatePulseStatusForUser(
userId: string,
options?: {
locale?: string | null;
force?: boolean;
/** v1.8.3 — read-only navigation path; see weight-status for the rationale. */
readOnly?: boolean;
},
): Promise<{
hasProvider: boolean;
text: string | null;
cached: boolean;
updatedAt: string | null;
preparing?: boolean;
/** v1.9.0 — last-good text served while a refresh is in flight; keep polling. */
revalidating?: boolean;
}> {
const prepared = await preparePulseStatusForUser(userId, options);
const result = await runPreparedStatusCard(prepared);
return result as {
hasProvider: boolean;
text: string | null;
cached: boolean;
updatedAt: string | null;
preparing?: boolean;
revalidating?: boolean;
};
}
/**
* v1.18.7 (HIGH-1) — everything up to (not including) the provider call.
* Returns a finished `served` result for every path that never needed the
* LLM, or a `pending` descriptor the single-card path and the batch path
* both drive. See `status-card-generation.ts` for the contract.
*/
export async function preparePulseStatusForUser(
userId: string,
options?: {
locale?: string | null;
force?: boolean;
/** v1.8.3 — read-only navigation path; see weight-status for the rationale. */
readOnly?: boolean;
},
): Promise<PreparedStatusCard> {
const locale = normalizeLocale(options?.locale);
const force = options?.force === true;
const readOnly = options?.readOnly === true;
const cacheAction = statusCacheAction("pulse", locale);
const todayKey = toBerlinDayKey(new Date());
const cached = await readFreshStatusText({
userId,
cacheAction,
todayKey,
force,
});
if (cached) {
return {
phase: "served",
result: {
hasProvider: true,
text: cached.text,
cached: true,
updatedAt: cached.updatedAt,
},
};
}
if (readOnly) {
const outcome = await resolveReadOnlyStatusMiss({
userId,
metric: "pulse",
locale,
});
// v1.16.13 — `consent-missing` serves the same no-key fallback (see
// bmi-status); no enqueue happens for it.
if (outcome.kind === "no-provider" || outcome.kind === "consent-missing") {
return {
phase: "served",
result: {
hasProvider: false,
text: getNoKeyPulseStatusText(locale),
cached: true,
updatedAt: null,
},
};
}
// v1.8.7 — stale-while-revalidate: serve the last good assessment (if
// any) instantly while the worker re-warms the cache; only fall to the
// empty preparing skeleton when none was ever produced.
return {
phase: "served",
result: {
hasProvider: true,
text: outcome.lastGood?.text ?? null,
cached: outcome.lastGood !== null,
updatedAt: outcome.lastGood?.updatedAt ?? null,
preparing: outcome.lastGood === null,
revalidating: outcome.revalidating,
},
};
}
const user = await prisma.user.findUnique({
where: { id: userId },
select: {
dateOfBirth: true,
gender: true,
timezone: true,
},
});
// v1.15.12 (audit LOW-2) — bucket the resting-pulse proxy on the user's
// own day boundary so this surface aligns with the targets route, which
// passes `userDayKey(d, userTz)`. Without it the proxy bucketed on
// Berlin-day here and on the user's TZ there, drifting the resting
// estimate for non-Berlin users.
const userTz = user?.timezone ?? DEFAULT_TIMEZONE;
// v1.4.28 FB-D2 — cap the snapshot input. The downstream
// `applyPayloadBudget` trims further but the unbounded findMany was
// pulling tens of thousands of rows for Apple-Health-rich accounts
// before the budget call even started.
const measurements = await prisma.measurement
.findMany({
where: {
userId,
type: "PULSE",
deletedAt: null,
},
orderBy: { measuredAt: "desc" },
take: 365,
select: {
value: true,
measuredAt: true,
},
})
.then((rows) => rows.reverse());
// v1.15.12 A2 — the RESTING band is judged against the RESTING series,
// not the raw PULSE stream (Apple fills PULSE with workout HR). Pull
// RESTING_HEART_RATE rows; the resolver falls back to a low-percentile
// PULSE proxy when the user has none.
const restingMeasurements = await prisma.measurement
.findMany({
where: {
userId,
type: "RESTING_HEART_RATE",
deletedAt: null,
},
orderBy: { measuredAt: "desc" },
take: 365,
select: { value: true, measuredAt: true },
})
.then((rows) => rows.reverse());
const now = new Date();
const pulsePoints = measurements.map((measurement) => ({
measuredAt: measurement.measuredAt,
value: measurement.value,
}));
// `applyPayloadBudget` daily buckets still drive the derived stats
// below (latest, in-target %, delta). They are NOT embedded in the
// prompt — the compact graded series replaces the full daily array.
const pulseSeries = applyPayloadBudget(pulsePoints, { now });
// Primary metric: recent / weekly fold from the bounded raw read, the
// monthly / yearly tail comes from the MONTH / YEAR rollup tier (with
// a full-history in-memory fallback on a cold-tier coverage miss).
const pulseGraded = await buildGradedSeriesWithRollups(userId, "PULSE", now);
const pulseSummary = summarizeSeries(
pulseSeries.daily.map((bucket) => ({ value: bucket.value })),
);
// Fetch mood context (optional — for enrichment only). Cap at 90
// entries (~3 months); the bucket-series budget then summarises
// further. v1.4.28 FB-D2 — prevent unbounded reads for power users.
const moodEntries = await prisma.moodEntry
.findMany({
where: { userId },
orderBy: { moodLoggedAt: "desc" },
take: 90,
select: { date: true, score: true, moodLoggedAt: true },
})
.then((rows) => rows.reverse());
const moodPoints = moodEntries.map((entry) => ({
measuredAt: entry.moodLoggedAt,
value: entry.score,
}));
const moodSeries = applyPayloadBudget(moodPoints, { now });
const moodGraded = buildGradedSeriesFromPoints(moodPoints, now);
const moodSummary = summarizeSeries(
moodSeries.daily.map((bucket) => ({ value: bucket.value })),
);
const moodMean = moodSummary?.mean ?? null;
const pulseAge = getAgeFromDateOfBirth(user?.dateOfBirth ?? null);
const pulseTarget = getPersonalizedPulseTarget(
pulseAge,
(user?.gender as "MALE" | "FEMALE" | null | undefined) ?? null,
);
// v1.15.12 A2 — resting-target in-target % over the RESTING series
// (preferring RESTING_HEART_RATE, else the low-percentile PULSE proxy),
// NOT the raw PULSE daily buckets which mix in workout HR. Scoring the
// raw stream against a resting band counted a workout day as "over
// target" and tanked the %.
const restingResolved = resolveRestingPulseSeries({
restingSamples: restingMeasurements.map((m) => ({
measuredAt: m.measuredAt,
value: m.value,
})),
pulseSamples: measurements.map((m) => ({
measuredAt: m.measuredAt,
value: m.value,
})),
dayKeyOf: (d: Date) => userDayKey(d, userTz),
});
const thirtyDaysAgoMs = now.getTime() - 30 * 24 * 60 * 60 * 1000;
const recentResting = restingResolved.series.filter(
(p) => p.measuredAt.getTime() >= thirtyDaysAgoMs,
);
const inTargetPctLast30DailyPoints =
recentResting.length === 0
? null
: round(
(recentResting.filter(
(entry) =>
entry.value >= pulseTarget.greenMin &&
entry.value <= pulseTarget.greenMax,
).length /
recentResting.length) *
100,
1,
);
// Daily buckets are sorted oldest-first by dayOffset (lower = newer).
const latestPulse = pulseSeries.daily[0] ?? null;
const previousPulse = pulseSeries.daily[1] ?? null;
const oldestMeasurement =
measurements.length > 0 ? measurements[0].measuredAt : null;
const newestMeasurement =
measurements.length > 0
? measurements[measurements.length - 1].measuredAt
: null;
const totalSpanDays =
oldestMeasurement && newestMeasurement
? Math.round(
(newestMeasurement.getTime() - oldestMeasurement.getTime()) /
(24 * 60 * 60 * 1000),
)
: 0;
const newestMeasurementDaysAgo = newestMeasurement
? Math.round(
(Date.now() - newestMeasurement.getTime()) / (24 * 60 * 60 * 1000),
)
: null;
// v1.18.10 (HIGH-4) — feed the model the finished recent-vs-baseline
// comparison + normal-swing verdict instead of asking it to derive them from
// the raw buckets (the "model computes a number" pattern the mandate bans).
// Resting pulse reads lower-better; the green band is the coarse anchor.
const pulseSignal = buildMetricSignal({
metric: locale === "en" ? "your resting pulse" : "dein Ruhepuls",
unit: "bpm",
direction: "lower-better",
graded: pulseGraded,
normalRange: { low: pulseTarget.greenMin, high: pulseTarget.greenMax },
newestDaysAgo: newestMeasurementDaysAgo,
});
const snapshot = {
locale,
generatedForDay: todayKey,
focus: "pulse",
dataCoverage: {
totalMeasurements: measurements.length,
totalSpanDays,
newestMeasurementDaysAgo,
},
pulse: {
...(pulseSignal ? { signal: pulseSignal } : {}),
summary: pulseSummary,
series: pulseGraded,
latestDayFocus: latestPulse
? {
dayOffset: latestPulse.dayOffset,
value: latestPulse.value,
deltaToPreviousDailyPoint:
previousPulse == null
? null
: round(latestPulse.value - previousPulse.value, 2),
}
: null,
target: {
greenMin: pulseTarget.greenMin,
greenMax: pulseTarget.greenMax,
orangeMin: pulseTarget.orangeMin,
orangeMax: pulseTarget.orangeMax,
inTargetPctLast30DailyPoints,
},
},
moodContext:
moodSeries.daily.length >= 3
? {
points: moodSeries.daily.length,
mean: moodMean,
latest: moodSeries.daily[0]?.value ?? null,
series: moodGraded,
}
: null,
};
const shed = degradeStatusSnapshotToBudget(
snapshot as unknown as Record<string, unknown>,
);
const snapshotJson = JSON.stringify(snapshot, null, 2);
annotate({
action: { name: cacheAction },
meta: {
payload_size_bytes: snapshotJson.length,
...(shed.length > 0 ? { snapshot_shed: shed } : {}),
},
});
// Content-hash gate (v1.16.8): when the snapshot is unchanged since the
// last real assessment, refresh the cache timestamp and skip the LLM.
const snapshotHash = hashInsightSnapshot(snapshot);
const unchanged = await refreshUnchangedStatusInsight({
userId,
cacheAction,
todayKey,
snapshotHash,
});
if (unchanged) {
return {
phase: "served",
result: {
hasProvider: true,
text: unchanged.text,
cached: true,
updatedAt: unchanged.updatedAt,
},
};
}
const previousContext = await getPreviousInsightContext(
userId,
"pulse-status",
locale,
12,
);
const previousContextBlock = formatPreviousContextForPrompt(
previousContext,
locale,
);
// v1.12.7 — diversity / anti-repetition block (see blood-pressure-status).
const varietyLead = pickVarietyLead(userId, "pulse", todayKey);
const steadyRun = computeSteadyRun(pulseGraded.weekly, pulseGraded.monthly);
const relations = await getRelevantCorrelationsForMetric(userId, "PULSE");
const assessmentContextBlock = buildAssessmentContextBlock(
{
varietyLead,
dataStrength: {
points: pulseSeries.daily.length,
newestDaysAgo: newestMeasurementDaysAgo,
},
repeatCount: steadyRun,
relations,
},
locale,
);
// The provider call is deferred to the caller — the single-card path runs
// ONE completion, the batch path folds this prompt into one shared call.
// A timeout / error is a transient miss (fallback served, no assessment
// persisted); `none` (no provider / no consent) serves the no-key text.
return {
phase: "pending",
metric: "pulse",
userId,
cacheAction,
systemPrompt: getPulseSystemPrompt(locale),
userPrompt: getPulseUserPrompt(
snapshotJson,
todayKey,
locale,
previousContextBlock,
assessmentContextBlock,
),
snapshotHash,
// v1.12.7 — match the archetype cards' 0.45.
temperature: 0.45,
noProvider: {
hasProvider: false,
text: getNoKeyPulseStatusText(locale),
cached: true,
updatedAt: null,
},
timeout: (reason): StatusCardResult =>
returnTimeoutFallback({
cacheAction,
reason,
userId,
todayKey,
stubText: getNoKeyPulseStatusText(locale),
}),
finalize: async (outcome): Promise<StatusCardResult> => {
const summary = normalizeSummaryText(
parseSummaryFromContent(outcome.content),
);
if (!summary) {
throw new Error("Pulse-status summary was empty after normalization");
}
const updatedAt = await persistStatusInsight({
userId,
cacheAction,
todayKey,
locale,
text: summary,
providerType: outcome.providerType,
model: outcome.model,
tokensUsed: outcome.tokensUsed,
snapshotHash,
});
return {
hasProvider: true,
text: summary,
cached: false,
updatedAt,
};
},
};
}
export function resolvePulseStatusLocale(
locale: string | null | undefined,
): SupportedLocale {
return normalizeLocale(locale);
}