tidaldb/ai-lookup/services/signals.md
jordan 413b712c0a chore: initialize tidalDB repository with schema foundation and standards
- Schema phase 1 (tasks 01-02): EntityId, EntityKind, Timestamp, Score, SignalTypeDef, DecayModel, Window, WindowSet — all with property tests and benchmarks scaffolding
- Stub modules for storage, signals, query, ranking
- Full documentation suite: VISION, USE_CASES, SEQUENCE, API, CODING_GUIDELINES, ai-lookup, research docs, specs, roadmap, planning docs
- Marketing site (Next.js) with blog infrastructure
- .claude/ agents and skills for the tidalDB development workflow
- Foundation standards enforced: thiserror + tracing declared as dependencies, clippy::unwrap_used = deny added to lint config
- .gitignore hardened: .next/, node_modules/, .env, secrets, logs

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-02-20 12:52:20 -07:00

34 lines
1.5 KiB
Markdown

# Signals
**Last Updated:** 2026-02-19
**Confidence:** High
## Summary
Signals are typed, timestamped event streams attached to entity signal ledgers. The database natively understands signal semantics: velocity (rate of change), decay (exponential or linear, configurable per type), and windowed aggregation (last hour, day, 7 days, all time).
**Key Facts:**
- Signals are NOT fields — they are streams with temporal semantics
- Decay half-lives are declared in schema, applied at query time
- Velocity is computed natively (rate of new events in a window)
- Windowed aggregation: 1h, 24h, 7d, all-time windows are first-class
- Negative signals (skip, hide, block) are equal citizens with positive signals
- Signal writes are atomic transactions updating item ledger, user preference vector, and relationship weights in one commit
**File Pointer:** `VISION.md:39-41`, `USE_CASES.md:669-711` (Appendix C)
## Signal Categories
| Category | Examples | Decay |
|----------|----------|-------|
| Positive engagement | view, like, share, completion | slow-medium |
| Negative engagement | skip, hide, block, not_interested | fast-permanent |
| Relationship | follow, unfollow, interaction_weight | slow-permanent |
| Quality | completion ratio, dwell_time, replay | slow-medium |
| Recommendation | autoplay_accept/reject, search_click | medium |
| Notification | notification_open, notification_dismiss | slow-medium |
## Related Topics
- [Entities](./entities.md)
- [Ranking Profiles](./ranking-profiles.md)