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Deep Research Squad

11-agent evidence-based research pipeline: from question formulation to bias-audited synthesis, every conclusion earns its confidence level.

Version: 1.0.0 | Created: 2026-02-07 | Total: 11 agents, 5,386 lines

Squad Architecture

                         dr-orchestrator (Pipeline Coordinator)
                                    [Orchestrator]
                                         |
                    ┌────────────────────┼────────────────────┐
                    |                    |                    |
           ┌────────────────┐    ┌──────────────┐    ┌──────────────┐
           |   TIER 0       |    |   TIER 1     |    |     QA       |
           |  Diagnostic    |    |  Execution   |    |   Audit      |
           |  (sequential)  |    |  (parallel)  |    |  (sequential)|
           └────────────────┘    └──────────────┘    └──────────────┘
                    |                    |                    |
            ┌───────────┐       ┌───────────────┐    ┌───────────┐
            |  Sackett  |       |   Forsgren    |    | Ioannidis |
            |   PICO    |       |   DORA/SPACE  |    |  Evidence  |
            └─────┬─────┘       ├───────────────┤    |  Reliability|
                  |             |   Cochrane    |    └─────┬─────┘
            ┌─────┴─────┐      |   PRISMA      |          |
            |   Booth   |      ├───────────────┤    ┌─────┴─────┐
            |   SALSA   |      |   Higgins     |    | Kahneman  |
            └─────┬─────┘      |   OSINT       |    |  Cognitive |
                  |             ├───────────────┤    |  Bias Audit|
            ┌─────┴─────┐      |    Klein      |    └───────────┘
            | Creswell  |      |   NDM/RPD     |
            |  Mixed    |      ├───────────────┤
            |  Methods  |      |    Gilad      |
            └───────────┘      |   CI/SCIP     |
                               └───────────────┘

  Flow: Query → Classification → Tier 0 → Tier 1 → QA → Synthesis → Report

Agents

Tier Agent Persona Based On Lines Focus
Orch dr-orchestrator DR Orchestrator Original 541 Query classification, pipeline routing, quality gates
0 sackett David Sackett EBM founder 595 PICO question formulation, evidence levels
0 booth Andrew Booth SALSA framework 682 Review methodology selection (14 types)
0 creswell John Creswell Mixed methods pioneer 698 Qual/quant/mixed research design
1 forsgren Nicole Forsgren DORA/SPACE 363 Technical performance measurement
1 cochrane Cochrane Collaboration Systematic reviews 456 Evidence synthesis, PRISMA, GRADE
1 higgins Eliot Higgins Bellingcat/OSINT 367 Open-source investigations, verification
1 klein Gary Klein NDM/RPD 430 Pattern recognition, sensemaking
1 gilad Ben Gilad Competitive Intelligence 385 CI, strategic early warning, blind spots
QA ioannidis John Ioannidis Meta-research 408 Evidence reliability, PPV, bias detection
QA kahneman Daniel Kahneman Behavioral Economics 461 Cognitive bias audit, decision hygiene

Use Cases

ID Use Case Primary Agents Secondary Agents When to Use
UC-001 Technical Deep Dive Forsgren + Cochrane Klein, Higgins Performance metrics, tech stack evaluation, DevOps assessment
UC-002 Strategic Decision Support Klein + Gilad Forsgren, Cochrane Build vs buy, architecture decisions, strategic pivots
UC-003 Competitive Intelligence Gilad + Higgins Klein Market analysis, competitor tracking, early warning signals
UC-004 Evidence Synthesis Cochrane + Forsgren Higgins Literature reviews, state-of-the-art surveys, best practices

Quick Start

Activate the Orchestrator

@deep-research:dr-orchestrator

Or use the AIOX activation:

/AIOX:agents:dr-orchestrator

Direct Specialist Access

/AIOX:agents:sackett              # PICO question formulation
/AIOX:agents:booth                # Review methodology selection
/AIOX:agents:creswell             # Research design (qual/quant/mixed)
/AIOX:agents:forsgren             # Technical metrics (DORA/SPACE)
/AIOX:agents:cochrane             # Systematic reviews (PRISMA)
/AIOX:agents:higgins              # OSINT investigations
/AIOX:agents:klein                # Pattern recognition / sensemaking
/AIOX:agents:gilad                # Competitive intelligence
/AIOX:agents:ioannidis            # Evidence reliability audit
/AIOX:agents:kahneman             # Cognitive bias audit

Example Research Queries

# UC-001: Technical Deep Dive
"What are the performance implications of migrating from REST to gRPC for our microservices?"

# UC-002: Strategic Decision Support
"Should we build our own auth system or adopt Auth0/Clerk?"

# UC-003: Competitive Intelligence
"Map the AI code assistant landscape: Cursor, Windsurf, Claude Code, GitHub Copilot."

# UC-004: Evidence Synthesis
"What does the evidence say about monorepo vs polyrepo for teams of 20-50 engineers?"

Quality Gates

ID Gate Agent Placement Criteria On Failure
QG-001 Question Quality Sackett After Tier 0 PICO question well-formed with all 4 components Return to Sackett for reformulation
QG-002 Methodology Fit Booth After Tier 0 Review type matches question type and available evidence Booth re-selects methodology
QG-003 Evidence Reliability Ioannidis After Tier 1 PPV > threshold, bias patterns flagged, unreliable evidence identified Flag low-confidence findings
QG-004 Decision Quality Kahneman Final 12-Question Checklist passed, cognitive biases audited Pre-mortem required before approval

Elite Minds Research Attribution

This squad was created through iterative research with devil's advocate validation. Each agent is based on real researchers, frameworks, or organizations with documented methodologies:

Mind Contribution Domain
David Sackett Evidence-Based Medicine founder, PICO framework, 5-step EBM Clinical epidemiology
Andrew Booth SALSA framework, STARLITE, review type classification (14 types) Information science
John Creswell Mixed methods research design, qual/quant integration strategies Research methodology
Nicole Forsgren DORA metrics, SPACE framework, Accelerate book DevOps research
Cochrane Collaboration Systematic review standards, PRISMA, GRADE evidence hierarchy Healthcare research
Eliot Higgins Bellingcat, open-source investigation methodology, OSINT Digital forensics
Gary Klein Naturalistic Decision Making, Recognition-Primed Decision model Cognitive science
Ben Gilad Competitive Intelligence, SCIP, strategic early warning systems Business strategy
John Ioannidis "Why Most Published Research Findings Are False", PPV, meta-research Research integrity
Daniel Kahneman System 1/System 2, cognitive biases, Noise, decision hygiene Behavioral economics

Directory Structure

squads/deep-research/
├── config.yaml                    # Squad configuration and pipeline architecture
├── README.md                      # This file
├── CHANGELOG.md                   # Version history
├── ARCHITECTURE.md                # Pipeline architecture deep dive
├── HEADLINE.md                    # Squad value proposition
├── agents/
│   ├── dr-orchestrator.md         # Orchestrator: Pipeline Coordinator
│   ├── sackett.md                 # Tier 0: PICO question formulation
│   ├── booth.md                   # Tier 0: Methodology selection (SALSA)
│   ├── creswell.md                # Tier 0: Research design (mixed methods)
│   ├── forsgren.md                # Tier 1: Technical metrics (DORA/SPACE)
│   ├── cochrane.md                # Tier 1: Systematic reviews (PRISMA)
│   ├── higgins.md                 # Tier 1: OSINT investigations
│   ├── klein.md                   # Tier 1: Sensemaking (NDM/RPD)
│   ├── gilad.md                   # Tier 1: Competitive Intelligence
│   ├── ioannidis.md               # QA: Evidence reliability audit
│   └── kahneman.md                # QA: Cognitive bias audit
├── tasks/                         # 17 executable task definitions
├── workflows/                     # Multi-phase research workflows
├── scripts/
│   ├── deep-search.ts             # Search orchestration
│   └── search-providers.ts        # Provider integration
└── data/
    └── minds/                     # Mind DNA extractions (10 files)

Statistics

Metric Value
Total agents 11
Total lines 5,386
Avg lines/agent 490
Orchestrator 1 (Pipeline Coordinator)
Tier 0 (Diagnostic) 3 agents (sequential)
Tier 1 (Execution) 5 agents (parallel)
QA agents 2 (sequential, mandatory)
Total tasks 17
Total workflows 3
Use cases 4 (UC-001 through UC-004)
Quality gates 4 (QG-001 through QG-004)
Minds cloned 10 (from 10 distinct sources)
Tool integrations 3 (Exa, Context7, WebSearch)

Deep Research Squad v1.0 -- Created by Squad Creator Pro Philosophy: "Every research question deserves a structured, evidence-based answer."