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>
This commit is contained in:
2026-04-15 14:08:00 +00:00
parent 08dfa1d8c9
commit c7edd92e15
16 changed files with 648 additions and 75 deletions

View File

@@ -62,3 +62,22 @@ export async function deleteAccount() {
export async function logout() {
return apiFetch<{ ok: boolean }>('/auth/logout', { method: 'POST' });
}
export async function getVapidPublicKey(): Promise<string> {
const { key } = await apiFetch<{ key: string }>('/push/vapid-public-key');
return key;
}
export async function subscribePush(subscription: PushSubscriptionJSON) {
return apiFetch<{ ok: boolean }>('/push/subscribe', {
method: 'POST',
body: JSON.stringify(subscription),
});
}
export async function unsubscribePush(endpoint: string) {
return apiFetch<{ ok: boolean }>('/push/subscribe', {
method: 'DELETE',
body: JSON.stringify({ endpoint }),
});
}