stemedb/ai-lookup/features/simulation.md
jml 9bfa626203 docs: reorganize documentation structure for clarity
Major documentation restructure to improve discoverability and reduce duplication.

## Changes

**Deleted (Archived/Consolidated)**:
- Removed duplicate getting started guides
- Archived outdated planning documents
- Consolidated corpus and configuration docs
- Removed obsolete vision/spec files (superseded by vision.md)
- Cleaned up scrapyard and old PDFs

**New Structure**:
- docs/about/ - Project overview and introduction
- docs/guides/ - User guides (moved from root)
- docs/specs/ - Technical specifications
- docs/sdk/ - SDK documentation (Go)
- docs/references/ - API references
- docs/archive/ - Archived historical docs
- applications/aphoria/docs/advanced/ - Advanced topics
- applications/aphoria/docs/reference/ - CLI reference
- applications/aphoria/docs/archive/ - Archived aphoria docs

**Updated**:
- README.md - New root README with clear navigation
- CONTRIBUTING.md - Contribution guidelines
- CLAUDE.md - Updated paths to new structure
- roadmap.md - Added recent completions

## Files Changed
- 57 files changed
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**Net change**: +1,016 lines (added CONTRIBUTING.md, README.md, reorganized content)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
2026-02-11 07:33:40 +00:00

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Markdown

# Simulation System ("The Arena")
**Last Updated:** 2026-01-31
**Confidence:** High
**Status:** Phase 1 Complete (Spine validation)
## Summary
The Simulation is an Agent-Based Modeling (ABM) environment that validates StemeDB under emergent, adversarial, and evolutionary pressure. It simulates a society of AI agents with conflicting goals living within the knowledge graph.
**Key Facts:**
- Codename: "The Arena"
- Purpose: Integration testing via societal stress tests, not unit tests
- Architecture: `stemedb-sim` binary orchestrating agent swarms via tokio
- Agents communicate **only** through StemeDB reads/writes
**File Pointers:**
- Implementation: `crates/stemedb-sim/src/main.rs`
- Vision document: `/simulation-vision.md`
- Incremental roadmap: `/roadmap.md#arena-simulation-roadmap`
## Agent Personas
| Persona | Goal | Behavior |
|---------|------|----------|
| Scientist | Converge on truth | High-confidence assertions, cites sources |
| Troll | Sow chaos | Low-confidence contradictions, frequent forks |
| Believer | Amplify consensus | Trusts high-reputation agents |
| Skeptic | Find variance | Reduces confidence of unverified claims |
| Historian | Preserve context | Resurrects dormant truths with new evidence |
## The Gameplay Loop
1. **Assertion**: Agent reads ground truth, creates assertion
2. **Fork**: Adversarial agent forks reality with contradiction
3. **Lens Resolution**: Query agent applies Lens (e.g., Consensus)
4. **Reputation Update**: TrustRank adjusts agent reputations
5. **Decay**: Unverified assertions fade via Dormancy Protocol
## Success Criteria
- Truth survives: High-reputation assertions outlive spam
- Lenses work: Consensus lens filters Troll noise
- Performance: 1000 concurrent agents without locking
- Emergence: Trust clusters form without hardcoded rules
## Metrics
Tracked via Prometheus/Grafana:
- `global_truth_convergence` - Entropy of the graph
- `agent_reputation_distribution` - Reputation spread
- `fork_depth_max` - Deepest branch depth
## Current Status
The simulator currently validates **Phase 1: The Spine** (WAL + Ingestor + KV Store). It proves the write path works end-to-end with signature verification.
**What's implemented:**
- 3 agents (2 Scientists, 1 Troll)
- 10 ticks of assertion creation
- Ed25519 signature verification
- WAL → Ingestor → KV Store pipeline
**What's NOT implemented yet:**
- Query path (uses direct KV access, not QueryEngine)
- Voting and consensus
- TrustRank reputation
- Concurrent agents
- Agent persona differentiation
## Roadmap
See [roadmap.md - Arena section](/roadmap.md#arena-simulation-roadmap) for the incremental path from current state to full ABM environment.
## Related Topics
- [TrustRank](./trust-rank.md) - Reputation algorithm
- [Branching](./branching.md) - Fork mechanics
- [Lens System](../services/lens.md) - Query resolution