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

@@ -9,6 +9,7 @@ import { authRouter } from './routes/auth.js';
import { integrationsRouter } from './routes/integrations.js';
import { recommenderRouter } from './routes/recommender.js';
import { userRouter } from './routes/user.js';
import { pushRouter } from './routes/push.js';
import { mkdir } from 'fs/promises';
import { dirname } from 'path';
@@ -33,6 +34,7 @@ app.use('/api/auth', authRouter);
app.use('/api/integrations', integrationsRouter);
app.use('/api', recommenderRouter);
app.use('/api/user', userRouter);
app.use('/api/push', pushRouter);
app.listen(config.PORT, () => {
console.log(`oO API listening on http://localhost:${config.PORT}`);