stemedb/use-cases
jordan 1ce4004807 feat: Complete Phase 2 (The Cortex) - query, lens, and API layers
This commit adds the read path (Cortex) to complement the write path (Spine):

## Crates
- stemedb-api: HTTP API with axum + utoipa OpenAPI
  - /v1/assert, /v1/query, /v1/epoch, /v1/skeptic, /v1/trace, /v1/audit
  - Metered endpoints with quota enforcement
  - Ed25519 signature verification
- stemedb-lens: Truth resolution lenses
  - RecencyLens, ConsensusLens, ConfidenceLens
  - VoteAwareConsensusLens (Ballot Box pattern)
  - TrustAwareAuthorityLens (The Hive pattern)
  - SkepticLens (conflict analysis)
  - EpochAwareLens (paradigm-safe queries)
- stemedb-query: Query engine with materialized views

## Storage Extensions
- VoteStore: Vote aggregation with cached counts
- TrustRankStore: Agent reputation with decay
- AuditStore: Query audit trail
- IndexStore: SP/P/S index structures
- SupersessionStore: Epoch supersession chains

## SDKs
- sdk/go/steme: Go HTTP client with Ed25519 signing
- sdk/go/adk: ADK-Go tools for AI agents

## Documentation
- Updated CLAUDE.md, architecture.md, roadmap.md
- New ai-lookup entries for all services
- Use case docs for consumer health intelligence
- Arena roadmap for simulation advancement

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-02-01 13:22:44 -07:00
..
agile-agent-team.md feat: Complete Phase 2 (The Cortex) - query, lens, and API layers 2026-02-01 13:22:44 -07:00
consumer-health-intelligence.md feat: Complete Phase 2 (The Cortex) - query, lens, and API layers 2026-02-01 13:22:44 -07:00
financial-due-diligence.md feat: Complete Phase 1 (The Spine) - storage foundation 2026-01-31 14:15:34 -07:00
glp1-living-review.md feat: Complete Phase 2 (The Cortex) - query, lens, and API layers 2026-02-01 13:22:44 -07:00
README.md feat: Complete Phase 2 (The Cortex) - query, lens, and API layers 2026-02-01 13:22:44 -07:00

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
Consumer Health Intelligence All Four Draft
Financial Due Diligence All Four Draft
Agile AI Agent Team 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 for structure.