Nine efficiency improvements across the data pipeline:
1. NewsAPI OR batching (news_service.py + news_fetcher.py)
- Combine up to 4 bills per NewsAPI call using OR query syntax
- NEWSAPI_BATCH_SIZE=4 means ~4× effective daily quota (100→400 bill-fetches)
- fetch_news_for_bill_batch task; fetch_news_for_active_bills queues batches
2. Google News RSS cache (news_service.py)
- 2-hour Redis cache shared between news_fetcher and trend_scorer
- Eliminates duplicate RSS hits when both workers run against same bill
- clear_gnews_cache() admin helper + admin endpoint
3. pytrends keyword batching (trends_service.py + trend_scorer.py)
- Compare up to 5 bills per pytrends call instead of 1
- get_trends_scores_batch() returns scores in original order
- Reduces pytrends calls by ~5× and associated rate-limit risk
4. GovInfo ETags (govinfo_api.py + document_fetcher.py)
- If-None-Match conditional GET; DocumentUnchangedError on HTTP 304
- ETags stored in Redis (30-day TTL) keyed by MD5(url)
- document_fetcher catches DocumentUnchangedError → {"status": "unchanged"}
5. Anthropic prompt caching (llm_service.py)
- cache_control: {type: ephemeral} on system messages in AnthropicProvider
- Caches the ~700-token system prompt server-side; ~50% cost reduction on
repeated calls within the 5-minute cache window
6. Async sponsor fetch (congress_poller.py)
- New fetch_sponsor_for_bill Celery task replaces blocking get_bill_detail()
inline in poll loop
- Bills saved immediately with sponsor_id=None; sponsor linked async
- Removes 0.25s sleep per new bill from poll hot path
7. Skip doc fetch for procedural actions (congress_poller.py)
- _DOC_PRODUCING_CATEGORIES = {vote, committee_report, presidential, ...}
- fetch_bill_documents only enqueued when action is likely to produce
new GovInfo text (saves ~60–70% of unnecessary document fetch attempts)
8. Adaptive poll frequency (congress_poller.py)
- _is_congress_off_hours(): weekends + before 9AM / after 9PM EST
- Skips poll if off-hours AND last poll < 1 hour ago
- Prevents wasteful polling when Congress is not in session
9. Admin panel additions (admin.py + settings/page.tsx + api.ts)
- GET /api/admin/newsapi-quota → remaining calls today
- POST /api/admin/clear-gnews-cache → flush RSS cache
- Settings page shows NewsAPI quota remaining (amber if < 10)
- "Clear Google News Cache" button in Manual Controls
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
- get_llm_provider() now accepts provider + model args so DB overrides
propagate through to all provider constructors (was always reading
env vars, ignoring the admin UI selection)
- /test-llm replaced with lightweight ping (max_tokens=20) instead of
running a full bill analysis; shows model name + reply, no truncation
- /api/settings/llm-models endpoint fetches available models live from
each provider's API (OpenAI, Anthropic REST, Gemini, Ollama)
- Admin UI model picker dynamically populated from provider API;
falls back to manual text input on error; Custom model name option kept
- Default Gemini model updated: gemini-1.5-pro → gemini-2.0-flash
Co-Authored-By: Jack Levy
- User model with email/hashed_password/is_admin/notification_prefs
- JWT auth: POST /api/auth/register, /login, /me
- First registered user auto-promoted to admin
- Migration 0005: users table + user_id FK on follows (clears global follows)
- Follows, dashboard, settings, admin endpoints all require authentication
- Admin endpoints (settings writes, celery triggers) require is_admin
- Frontend: login/register pages, Zustand auth store (localStorage persist)
- AuthGuard component gates all app routes, shows app shell only when authed
- Sidebar shows user email + logout; Admin nav link visible to admins only
- Admin panel (/settings): user list with delete + promote/demote, LLM config,
data source settings, and manual celery controls
Authored-By: Jack Levy
