stemedb/use-cases/README.md
jordan 3cfaa1e1d3 feat: Complete Phase 1 (The Spine) - storage foundation
Phase 1 delivers the complete durability and storage layer:

- WAL with crash recovery: Append-only journal with BLAKE3 checksums,
  fsync guarantees, and proper seek-to-EOF on reopen
- Storage engine: sled-backed KVStore with scan_prefix for range queries
- Content-addressed storage: H:{hash}, V:{hash}, E:{hash} key patterns
- Ingestor: Background worker tailing WAL, writing to KV with 8-byte
  aligned record headers for rkyv zero-copy deserialization
- Comprehensive tests: 31 tests covering crash recovery, round-trips,
  and multi-cycle durability

New crates: stemedb-wal, stemedb-storage, stemedb-ingest

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-31 14:15:34 -07:00

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# Episteme Use Cases
Real-world scenarios that demonstrate why Episteme exists and what it enables that traditional databases cannot.
## The Postgres Test
Every use case must answer: **"Could I build this with Postgres + a clever schema?"**
If yes → It's not a compelling use case.
If no → Identify which Episteme pillar makes it impossible.
## The Four Pillars
| Pillar | What It Enables | Postgres Gap |
|--------|-----------------|--------------|
| **First-Class Contradiction** | DB holds conflicting facts without forcing resolution | Must pick one value or version-table chaos |
| **Invalidation Cascades** | Retracted evidence flags all downstream decisions | Recursive CTEs don't scale, app logic drifts |
| **Multi-Signature Consensus** | Weighted trust via cryptographic co-signatures | Join tables have no cryptographic proof |
| **Semantic Decay** | Old data fades from hot path but remains auditable | Manual WHERE clauses, inconsistent decay rates |
## Use Case Tiers
### Tier 1: Production-Ready
| Use Case | Pillars | Status |
|----------|---------|--------|
| [Financial Due Diligence](./financial-due-diligence.md) | All Four | Draft |
| [Agile AI Agent Team](./agile-agent-team.md) | All Four | Draft |
| Life Sciences Evidence Chains | All Four | Planned |
### Tier 2: Hello World
| Use Case | Pillars | Status |
|----------|---------|--------|
| Competing News Sources | Contradiction, Decay | Planned |
### Tier 3: Dropped (Failed Postgres Test)
| Use Case | Why Dropped |
|----------|-------------|
| ~~Coding Agent Branch Simulation~~ | Git + CI already does this. Not a database problem. |
## Contributing Use Cases
When adding a use case:
1. Apply the Postgres Test rigorously
2. Lead with the catastrophe (what goes wrong without Episteme)
3. Show failing SQL for each feature
4. Map to specific pillars
5. Include a 5-minute local demo variant
6. Be honest about what Postgres CAN do
Template: See [financial-due-diligence.md](./financial-due-diligence.md) for structure.