Research Swarm
Multi-model intelligence architecture / Gather - Debate - Synthesize
23
Max Agents
4
Angles
6
Model Lineages
3
Phases
PHASE 0 Decompose 1 orchestrator
Opus 4.6 orchestrator decomposes the research topic into 4 angles. Each gets a hypothesis and a bias direction to shape all downstream search and analysis.
Bull
Strongest growth thesis. Searches for traction, partnerships, market tailwinds.
Bear
Strongest risk thesis. Searches for criticism, lawsuits, churn signals, departures.
Competitive
Market positioning. Searches for alternatives, market share shifts, differentiation.
Adversarial
What are they hiding? Searches for red flags, regulatory risk, undisclosed liabilities.
00-brief.md
PHASE 1 Gather PARALLEL 8 agents
Two gatherers per angle, running simultaneously. Web search for public data, X/Twitter for real-time social signal. Raw facts only, no analysis.
Bull
Gemini 3 Flash
Web search free
Grok 4.1 Fast
X/Twitter
gather/bull-*.md
Bear
Gemini 3 Flash
Web search free
Grok 4.1 Fast
X/Twitter
gather/bear-*.md
Competitive
Gemini 3 Flash
Web search free
Grok 4.1 Fast
X/Twitter
gather/competitive-*.md
Adversarial
Gemini 3 Flash
Web search free
Grok 4.1 Fast
X/Twitter
gather/adversarial-*.md
PHASE 1.5 Quality Gate Opus orchestrator
Before committing 12 debate agents, Opus reviews gathered data for substance. Three possible outcomes:
Pass
Sufficient substance, diverse sources, real facts and numbers. Proceed to debate.
Flag
Thin data or single-source dependency. Proceed with reduced confidence warning.
Abort
Garbage data, bot noise, or pure PR fluff. Tell user what's missing.
PHASE 2 Debate PARALLEL 12 agents
Three frontier models with maximally diverse training lineages analyze each angle independently. Same data, different perspectives. No model sees another's output.
Bull
Gemini 3 Pro
GPQA 94.3% free
Kimi K2.5
AIME 96.1% free
Opus 4.6
Anthropic free
debate/bull-*.md
Bear
Gemini 3 Pro
GPQA 94.3% free
Kimi K2.5
AIME 96.1% free
Opus 4.6
Anthropic free
debate/bear-*.md
Competitive
Gemini 3 Pro
GPQA 94.3% free
Kimi K2.5
AIME 96.1% free
Opus 4.6
Anthropic free
debate/competitive-*.md
Adversarial
Gemini 3 Pro
GPQA 94.3% free
Kimi K2.5
AIME 96.1% free
Opus 4.6
Anthropic free
debate/adversarial-*.md
conditional
PHASE 2.5 Rebuttal conditional up to 12 agents
Triggered only when all 3 frontier models diverge on a critical angle. Each model sees the other two positions and responds to: "What would change your assessment?" One bounded round. Not iterative debate.
3-WAY SPLIT triggers rebuttal
1 ROUND strictly bounded
rebuttal/[angle]-[model].md
PHASE 3 Synthesize Opus orchestrator
Opus reads all debate files, compares the 3 frontier views per angle, and identifies agreement patterns. False agreement (same priors, different evidence) is flagged separately from real consensus.
███
3/3 Agree
All three lineages converge. Highest confidence. Check if agreement is real (different evidence) or false (same priors).
██░
2-vs-1 Split
Two agree, one dissents. Name the outlier model and analyze why it diverged. Often the most useful signal.
█░░
3-Way Diverge
Genuinely uncertain. Trigger Phase 2.5 rebuttal or flag for human judgment. Do not synthesize false consensus.
synthesis.md
Model Registry
Frontier (deep analysis, debate)
Opus 4.6Native subagent
Gemini 3 ProGPQA 94.3%
GPT-5.4 ThinkGPQA 92.0%
Workhorse (data gathering)
Gemini 3 FlashFast, math
Kimi K2.5AIME 96.1%
GLM-5Agentic
MiniMax M2.5SWE 80.2%
Sonnet 4.6Fast native
Specialist (use only when needed)
Grok 4.1 Fast$0.20/$0.50M
Grok 4$2/$6M
Google
Anthropic
Chinese
X/Grok
OpenAI
Budget Rules
Quick Mode

2 angles, not 4. Skip Phase 1 gather entirely (frontier models use training data). 1 frontier model per angle (Gemini 3 Pro default). All agents must be free. Skip Leverage Points and Recommended Actions sections.

Debate Swaps
  • Engineering angles: Kimi → GLM-5
  • Deal/M&A angles: Kimi → GPT-5.4
Workspace Structure
swarms/[topic]-[YYYY-MM-DD]/
  ├─ 00-brief.md angles + hypotheses
  ├─ gather/
  │  ├─ bull-gemini.md
  │  ├─ bull-grok.md
  │  ├─ bear-gemini.md
  │  ├─ bear-grok.md
  │  └─ ... 8 files total
  ├─ debate/
  │  ├─ bull-gemini-pro.md
  │  ├─ bull-kimi.md
  │  ├─ bull-opus.md
  │  └─ ... 12 files total
  ├─ rebuttal/ conditional
  │  └─ ... only on 3-way split
  └─ synthesis.md final output
Location: ~/Documents/szymon-vault/03-resources/research/swarms/
Inside Obsidian vault. ~150KB per swarm. Committed and pushed after synthesis.
Synthesis Sections
Executive Summary
Key Facts
Bull Case
Bear Case
Risks & Red Flags
Leverage Points
Recommended Actions
Information Gaps
Model Debate Log