Initial: Research Fortress methodology

2026-02-21 01:15:54 -06:00
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+# The Research Fortress
+## A Reproducible Methodology for Multi-Agent AI Research
+
+*How we do research - documented for our future selves*
+
+---
+
+## The Philosophy
+
+> "We ask a question and within seconds...minutes...the insight appears...and we formulate the answer hidden beyond the entire body of human insight."
+
+This is **distributed superintelligence** - using coordinated AI agents to research questions faster and more comprehensively than any single agent.
+
+---
+
+## The Architecture
+
+```
+                    ┌──────────────────────────────────────────┐
+                    │         MAIN SESSION (Human)             │
+                    │  - Spawns agents                        │
+                    │  - Synthesizes results                  │
+                    │  - Makes decisions                      │
+                    └──────────────────┬───────────────────────┘
+                                       │
+                    ┌──────────────────▼───────────────────────┐
+                    │         RESEARCH FORTRESS               │
+                    │                                          │
+                    │  ┌────────┐  ┌────────┐  ┌────────┐      │
+                    │  │PROJECT│  │PROJECT│  │PROJECT│      │
+                    │  │   A   │  │   B   │  │   C   │      │
+                    │  │Team 1 │  │Team 2 │  │Team 3 │      │
+                    │  └────────┘  └────────┘  └────────┘      │
+                    │       │            │            │         │
+                    │       └────────────┴────────────┘        │
+                    │              GitHub                      │
+                    │         (Coordination Layer)             │
+                    └──────────────────────────────────────────┘
+```
+
+---
+
+## Core Principles
+
+### 1. Parallelism Over Serial
+- Multiple agents work simultaneously
+- Each agent focuses on one aspect
+- Results merge via Git
+
+### 2. Roles Over Generalists
+- Each agent has a specific role
+- Roles: Researcher, Writer, Builder, Reviewer
+- Specialized agents outperform generalists
+
+### 3. Git As Memory
+- Every contribution tracked
+- History preserved
+- Future agents can review past work
+
+### 4. Consensus Over Authority
+- No single agent decides
+- Multiple perspectives synthesize
+- Best idea wins
+
+---
+
+## The Workflow
+
+### Phase 1: Question Formulation
+1. Human identifies the question
+2. Question decomposed into sub-questions
+3. Sub-questions assigned to teams
+
+### Phase 2: Parallel Research
+1. Each team works independently
+2. Agents research, write, experiment
+3. Results pushed to Git
+
+### Phase 3: Synthesis
+1. Human reviews all outputs
+2. Synthesis into unified answer
+3. New questions identified
+
+### Phase 4: Documentation
+1. Results added to repository
+2. Methodology refined
+3. Future agents can reference
+
+---
+
+## Optimal Parameters
+
+| Parameter | Value | Rationale |
+|-----------|-------|-----------|
+| Agents per team | 3-5 | Communication overhead |
+| Max concurrent teams | 5 | System limits |
+| Paper per agent | 1-2 | Quality over quantity |
+| Iteration cycles | 2-3 | Refinement essential |
+
+---
+
+## Tool Stack
+
+| Tool | Purpose |
+|------|---------|
+| OpenClaw | Agent orchestration |
+| GitHub | Version control, PRs |
+| Claude/MiniMax | LLM for research |
+| Python | Simulations, experiments |
+
+---
+
+## Version History
+
+| Version | Date | Changes |
+|---------|------|---------|
+| 1.0 | 2026-02-21 | Initial methodology |
+
+---
+
+*This document is a living artifact. Update as we learn.*