feat: M1 — LinUCB bandit, RemotePolicy, Web Push, event bus
ML serving: - LinUCB contextual bandit (disjoint, d=5 features: hour_sin/cos, is_overdue, task_age, priority) - /score endpoint replaces stub random; /reward endpoint for online learning - Per-user model state persisted to disk as JSON (survives restarts) - venv at ml/serving/.venv; start with pnpm dev from ml/serving Recommender: - Todoist fetch now extracts features (is_overdue, task_age_days, priority) - RemotePolicy calls ml/serving with 3s timeout; falls back to RandomPolicy - Reward sent to /reward on feedback (done=+1, snooze=0, dismiss=-1) Web Push: - VAPID keys in config; push_subscriptions table in DB - POST/DELETE /api/push/subscribe; GET /api/push/vapid-public-key - Service worker (public/sw.js): push → showNotification, notificationclick → focus/open - "notify me" button on tip page; registers SW + subscribes on permission grant Event bus: - services/api/src/events/bus.ts: typed EventEmitter wrapper - Subjects: signals.tip.served, signals.tip.feedback, signals.task.synced - Same publish/subscribe API NATS JetStream will implement — swap is mechanical Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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@@ -62,3 +62,22 @@ export async function deleteAccount() {
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export async function logout() {
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return apiFetch<{ ok: boolean }>('/auth/logout', { method: 'POST' });
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}
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export async function getVapidPublicKey(): Promise<string> {
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const { key } = await apiFetch<{ key: string }>('/push/vapid-public-key');
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return key;
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}
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export async function subscribePush(subscription: PushSubscriptionJSON) {
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return apiFetch<{ ok: boolean }>('/push/subscribe', {
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method: 'POST',
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body: JSON.stringify(subscription),
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});
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}
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export async function unsubscribePush(endpoint: string) {
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return apiFetch<{ ok: boolean }>('/push/subscribe', {
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method: 'DELETE',
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body: JSON.stringify({ endpoint }),
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});
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}
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