Perspective Swarm

perspective-swarm

Enable rapid multi-perspective brainstorming through parallel agent execution, producing a confidence-weighted synthesis that surfaces convergent insights and divergent alternatives.

When to Use

• You need diverse viewpoints on a decision, problem, or creative challenge
• Time is limited (15-30 minutes) but you want rigorous multi-angle analysis
• You want to identify both consensus themes and unique insights
• The problem benefits from optimistic, critical, analytical, innovative, and pragmatic lenses

When NOT to Use

• Deep literature review needed (use lit-pm instead)
• Single-perspective analysis is sufficient
• Implementation or execution is the goal (this produces analysis only)
• Domain-specific expertise required (this uses general archetypes)

Workflow Overview

                  User
                  Prompt
                    |
           +-------v-------+
           | Stage 1:      | Frame problem, validate input
           | FRAMING       | Generate 5 agent prompts
           +-------+-------+
                   |
                   | [Optional: User confirms framing]
                   |
+------------------v-----------------------------------+
| Stage 2: DIVERGING (Parallel)                       |
| +-----+ +-----+ +-----+ +-----+ +-----+             |
| |Opt. | |Crit.| |Anal.| |Innov| |Prag.|             |
| +--+--+ +--+--+ +--+--+ +--+--+ +--+--+             |
+----+-------+-------+-------+-------+-----------------+
     +-------+-------+-------+-------+
                     |
              +------v------+
              | Stage 3:    | Identify convergent/divergent insights
              | CONVERGING  | Apply confidence weighting
              +------+------+
                     |
              +------v------+
              | Stage 4:    | Present synthesis
              | OUTPUT      | Accept / Refine / Handoff to lit-pm
              +-------------+

Detailed Workflow

Stage 1: Problem Framing (2-5 minutes)

State: FRAMING

1. Validate user prompt:

   • Minimum 10 characters
   • Maximum 1000 characters
   • At least one clear question or challenge
   • No prohibited content

2. Identify problem type: decision | creative | analytical | strategic

3. Reframe challenge in neutral language (no leading/biasing)

4. Generate 5 archetype-specific prompts (see references/persona-archetypes.md)

5. Create session directory: /tmp/swarm-session-{YYYYMMDD}-{HHMMSS}-{uuid4-8char}/

   • {uuid4-8char} is the first 8 characters of a uuid4 (e.g., a1b2c3d4)

6. Create session lock: Write .session.lock file with workflow_id and timestamp

   • Lock prevents concurrent access to same session
   • Stale locks (> 30 minutes) may be overwritten

7. Save framing output: stage-1-framing.yaml

Quality Gate:

• Problem clearly articulated
• All 5 agent prompts generated
• No leading/biasing language in framing

Optional Checkpoint: Present reframed challenge to user before proceeding to Stage 2. User can:

• Approve and continue
• Refine the framing
• Abort

Stage 2: Parallel Perspective Generation (5-15 minutes)

State: DIVERGING

Launch 5 parallel agents. Each agent:

1. Adopts archetype lens (Optimist, Critic, Analyst, Innovator, Pragmatist)

2. Conducts brief research: 1-2 WebSearch queries

   • On WebSearch failure: proceed with reasoning-only, reduce confidence by 1

3. Generates perspective report (target ~2000 tokens):

   • Key insight (1-2 sentences)
   • Supporting evidence (2-3 bullet points with sources)
   • Confidence level (1-5, self-assessed)
   • Blind spots acknowledged

4. Saves output: perspectives/{archetype}.md

Token Budget Note: The 2000 token target is advisory. Agents are instructed to target ~2000 tokens but enforcement is prompt-based only. Slight overages are acceptable; significant overages should be flagged in validation warnings.

Timeouts:

• Per-agent: 10 minutes
• Stage total: 15 minutes
• On timeout: Mark incomplete, proceed with available

Quality Gate (per agent):

• Key insight present (required)
• At least 1 evidence point (required)
• Confidence level 1-5 (required, clamp if out of range)
• Blind spots acknowledged (required)

Minimum agents required: 4 of 5

On < 4 agents: Present user options:

PERSPECTIVE GENERATION INCOMPLETE: Only {N} of 5 agents completed

Completed: {list}
Failed: {list with reasons}

Options:
(A) Retry failed agents (estimated +5 min)
(B) Proceed with {N} perspectives (reduced diversity)
(C) Abort workflow

Stage 3: Convergence Analysis & Synthesis (5-10 minutes)

State: CONVERGING

1. Collect all perspective outputs

2. Identify convergent insights:

   • Themes appearing in 2+ perspectives
   • Apply confidence weighting (see references/convergence-algorithm.md)

3. Identify divergent insights:

   • Unique insights from single perspectives
   • Attribute to originating archetype

4. Handle missing archetypes (if 4 agents):

   Missing	Compensation
   Optimist	Add: "Consider opportunities we may be missing"
   Critic	Add explicit risk caveat section
   Analyst	Note reduced quantitative rigor
   Innovator	Note potentially conservative recommendations
   Pragmatist	Flag implementation feasibility as uncertain

5. Resolve conflicts:

   • Present all sides neutrally
   • Note evidence strength for each
   • Do NOT force artificial consensus

6. Generate synthesis document: stage-3-synthesis.md

Quality Gate:

• All available perspectives incorporated
• At least 2 convergent insights OR explicit "portfolio of options" framing
• At least 3 divergent insights captured
• Conflicts presented neutrally
• Blind spots aggregated

Stage 4: User Review & Optional Handoff

State: AWAITING_USER

Present synthesis to user with options:

## Synthesis Complete

[Executive summary]

**Options:**
(A) Accept - Workflow complete
(B) Refine - Provide feedback, return to Stage 3
(C) Deep dive - Hand off to lit-pm for comprehensive literature review

On Accept: State -> COMPLETED On Refine: State -> CONVERGING (with user feedback) On Deep dive: Generate handoff-payload.yaml, invoke lit-pm

Session Directory Structure

/tmp/swarm-session-{YYYYMMDD}-{HHMMSS}-{uuid4-8char}/
├── .session.lock                   # Prevents concurrent access
├── workflow-state.yaml             # Resumable state
├── stage-1-framing.yaml            # Problem framing output
├── perspectives/                   # Parallel outputs
│   ├── optimist.md
│   ├── critic.md
│   ├── analyst.md
│   ├── innovator.md
│   └── pragmatist.md
├── stage-3-synthesis.md            # Final synthesis
└── handoff-payload.yaml            # (if lit-pm requested)

State Machine

States: INITIALIZED | FRAMING | DIVERGING | CONVERGING | AWAITING_USER | COMPLETED | FAILED | ABORTED

Transitions:
  INITIALIZED -> FRAMING     : on session start
  FRAMING -> DIVERGING       : on framing complete (+ optional user confirmation)
  DIVERGING -> CONVERGING    : on min 4 agents complete
  DIVERGING -> FAILED        : on < 4 agents AND user chooses abort
  CONVERGING -> AWAITING_USER: on synthesis complete
  AWAITING_USER -> CONVERGING: on user refinement request
  AWAITING_USER -> COMPLETED : on user accept
  AWAITING_USER -> COMPLETED : on successful lit-pm handoff
  ANY -> ABORTED             : on user abort
  ANY -> FAILED              : on unrecoverable error

Note: The state machine has 8 states total (INITIALIZED, FRAMING, DIVERGING, CONVERGING, AWAITING_USER, COMPLETED, FAILED, ABORTED).

Session Lock Protocol

On session initialization:

1. Create .session.lock file in session directory
2. Write content: {workflow_id}\n{ISO8601_timestamp}
3. Before any operation, verify lock file matches current workflow_id

On resume detection:

1. Check if .session.lock exists
2. If lock timestamp > 30 minutes old, consider stale and overwritable
3. If lock is fresh (< 30 minutes), warn user that session may be in use

# .session.lock format
workflow_id: swarm-20260204-183000-a1b2c3d4
locked_at: 2026-02-04T18:30:00Z

Error Handling

WebSearch Failure

classification:
  transient: retry after 30 seconds
  rate_limited: exponential backoff (30s, 60s, 120s)
  no_results: proceed without search, note "limited research"
  service_down: proceed with reasoning-only, reduce confidence by 1

fallback_behavior:
  - Agent proceeds with pure reasoning
  - Marks output as "unverified by external sources"
  - Auto-reduces confidence by 1 level

Session Recovery

On skill invocation, check for existing sessions:

Found incomplete session from {timestamp}: {original_prompt}
Session state: {stage} - {status}

Options:
(A) Resume from {checkpoint}
(B) Start fresh (archives previous)
(C) Abort

Resource Limits

resource_limits:
  max_concurrent_agents: 5
  max_websearch_per_agent: 2
  max_webfetch_per_agent: 1
  target_tokens_per_perspective: 2000  # Advisory, not enforced
  session_expiry: 24 hours

Timeout Configuration

Quality Gates Summary

Dependencies

• lit-pm - Optional handoff target for deep literature review
• Adapts patterns from: parallel-coordinator, synthesizer

Notes

• Parallel Independence: Perspective agents MUST NOT see each other's outputs during Stage 2. This preserves diversity and prevents premature convergence (research-validated).

• No Forced Consensus: The synthesis should present conflicts neutrally. Disagreement between perspectives is valuable signal, not noise.

• Divergent Value: Unique insights from a single perspective may be the most valuable output. Do not penalize or bury non-convergent views.

• Research Limitation: This skill provides rapid analysis (15-30 min), not comprehensive research. For deep dives, hand off to lit-pm.

References

• persona-archetypes.md - Archetype definitions
• convergence-algorithm.md - Weighting logic
• workflow-state-schema.md - Session state format
• handoff-schema.md - Lit-pm handoff format

Examples

• product-decision-example.md - Complete walkthrough