Prompt Synthesizer v3 — Bidirectional Context Expansion + Dream Integration

Input:  "continue"
Output: Full state restoration + next step + quality gates + expected deliverables

Input:  "what's next"
Output: Current state + projected roadmap + recommended approach

Input:  "add authentication to the app"
Output: Context + task + patterns + quality requirements + dream seeds (if any)

intent:
  primary: task
  secondary: idea  # often mixed
  confidence: 0.85
  signals:
    - "implement" → task
    - "could also" → idea (latent)

{
  "dream_seeds": [
    {
      "id": "seed_2024_01_15_001",
      "raw_fragment": "what if the AI could dream too",
      "essence": "AI-generated ideas that incubate autonomously",
      "tags": ["meta", "autonomy", "creativity"],
      "energy": 0.7,
      "incubation_stage": "spark",
      "related_projects": ["dream-weaver", "pulse-sessions"],
      "suggested_routing": "#ideas-incubator",
      "extracted_from": "conversation context",
      "timestamp": "2024-01-15T10:30:00Z"
    }
  ],
  "dream_metadata": {
    "extraction_confidence": 0.8,
    "total_seeds": 1,
    "dominant_theme": "meta-creativity"
  }
}

skill_chain:
  detected: true
  sequence:
    - skill: pwr:eureka
      phase: "ideation"
      handoff: "raw ideas"
    - skill: syn:core
      phase: "integration"
      handoff: "structured concept"
    - skill: sys:plan
      phase: "execution planning"
      handoff: "actionable roadmap"
  chain_type: "creative-to-execution"
  estimated_phases: 3
  suggested_checkpoints:
    - after: pwr:eureka
      gate: "Confirm ideas worth pursuing"
    - after: syn:core
      gate: "Validate integration approach"

project_routing:
  patterns:
    - match: ["dream", "incubate", "idea"]
      route: "#ideas-incubator"
      project: "dream-weaver"

    - match: ["auth", "login", "security"]
      route: "#security"
      project: "auth-system"

    - match: ["UI", "frontend", "design"]
      route: "#frontend"
      project: "ui-kit"

    - match: ["API", "backend", "server"]
      route: "#backend"
      project: "api-core"

    - match: ["docs", "documentation", "readme"]
      route: "#documentation"
      project: "docs-hub"

    - match: ["test", "QA", "coverage"]
      route: "#quality"
      project: "test-suite"

routing:
  suggested_channel: "#ideas-incubator"
  suggested_project: "dream-weaver"
  confidence: 0.85
  alternative_routes:
    - channel: "#experiments"
      project: "lab"
      relevance: 0.6

User Input (raw, voice, stream-of-consciousness)
         │
         ▼
┌─────────────────────────────────────────────────────────┐
│           PROMPT SYNTHESIZER v3 (pre-hook)              │
│                                                         │
│  ┌───────────────────────────────────────────────────┐  │
│  │  1. Intent Classification                         │  │
│  │     - idea | task | question | exploration        │  │
│  │     - Confidence scoring                          │  │
│  └───────────────────────────────────────────────────┘  │
│                          │                              │
│  ┌───────────────────────────────────────────────────┐  │
│  │  2. Dream Seed Extraction                         │  │
│  │     - Fuzzy idea detection                        │  │
│  │     - Energy level assignment                     │  │
│  │     - Structured JSON output                      │  │
│  └───────────────────────────────────────────────────┘  │
│                          │                              │
│  ┌───────────────────────────────────────────────────┐  │
│  │  3. Ledger Query                                  │  │
│  │     - Recent context                              │  │
│  │     - Related decisions                           │  │
│  │     - Active projects                             │  │
│  └───────────────────────────────────────────────────┘  │
│                          │                              │
│  ┌───────────────────────────────────────────────────┐  │
│  │  4. Skill Chain Detection                         │  │
│  │     - Multi-skill patterns                        │  │
│  │     - Sequence ordering                           │  │
│  │     - Checkpoint suggestions                      │  │
│  └───────────────────────────────────────────────────┘  │
│                          │                              │
│  ┌───────────────────────────────────────────────────┐  │
│  │  5. Project Routing                               │  │
│  │     - Channel mapping                             │  │
│  │     - Project association                         │  │
│  │     - Alternative routes                          │  │
│  └───────────────────────────────────────────────────┘  │
│                          │                              │
│  ┌───────────────────────────────────────────────────┐  │
│  │  6. Prompt Compilation                            │  │
│  │     - Structured output                           │  │
│  │     - Context block                               │  │
│  │     - Chain suggestions                           │  │
│  │     - Dream seed attachment                       │  │
│  └───────────────────────────────────────────────────┘  │
└─────────────────────────────────────────────────────────┘
         │
         ▼
    Enriched Prompt + Dream Seeds + Chain Suggestions → Claude

"so I was thinking about that thing we talked about yesterday
with the dreams and the pulse sessions and I want to like
maybe connect them somehow to the ledger thing we just built
you know what I mean"

## Intent Classification
intent:
  primary: task
  secondary: idea
  confidence: 0.75
  signals: ["connect them somehow" → task, "I was thinking" → idea]

## Context
Yesterday we built:
- Dream Weaver v2 (organic idea incubation)
- 10 Pulse sessions (autonomous development)
- Context Ledger Phase 1 (conversation indexing)

## Intent
Connect Dream Weaver and Pulse sessions to the Context Ledger
for unified tracking and cross-pollination.

## Dream Seeds

{
  "dream_seeds": [
    {
      "id": "seed_auto_001",
      "raw_fragment": "connect them somehow to the ledger thing",
      "essence": "Unified dream-pulse-ledger integration system",
      "tags": ["integration", "dreams", "ledger"],
      "energy": 0.8,
      "incubation_stage": "ember",
      "related_projects": ["dream-weaver", "context-ledger", "pulse"],
      "suggested_routing": "#integrations"
    }
  ]
}

## Skill Chain
skill_chain:
  detected: true
  sequence:
    - skill: syn:core
      phase: "system integration design"
    - skill: art:build
      phase: "implementation"
    - skill: sys:docs
      phase: "documentation"
  chain_type: "integration-to-docs"

## Routing
routing:
  suggested_channel: "#integrations"
  suggested_project: "context-ledger"

## Suggested Approach
1. Index dream states in ledger as entities
2. Link Pulse session outputs to originating dreams
3. Enable semantic search across dreams + sessions

## Activated Skills
- syn:core (system integration)
- art:convergent (domain fusion)

"I've been wondering... what if we could somehow make the AI
remember not just what we said, but what we were feeling when
we said it? Like emotional context or something. Anyway, can
you help me fix this bug first?"

## Intent Classification
intent:
  primary: task
  secondary: exploration
  confidence: 0.7
  signals: ["help me fix this bug" → task, "I've been wondering" → exploration]

## Dream Seeds Extracted

{
  "dream_seeds": [
    {
      "id": "seed_emotional_context_001",
      "raw_fragment": "remember not just what we said, but what we were feeling",
      "essence": "Emotional context layer for AI memory systems",
      "tags": ["emotional-ai", "memory", "context", "deep"],
      "energy": 0.75,
      "incubation_stage": "spark",
      "related_projects": ["context-ledger", "dream-weaver"],
      "suggested_routing": "#ideas-incubator",
      "note": "User pivoted to bug fix but this idea has high potential"
    }
  ],
  "dream_metadata": {
    "extraction_confidence": 0.9,
    "total_seeds": 1,
    "dominant_theme": "emotional-intelligence"
  }
}

## Primary Task
Fix the bug (user's immediate request)

## Routing
routing:
  primary: "#bugs" (for the task)
  secondary: "#ideas-incubator" (for the dream seed)

## Note to Dream Weaver
Dream seed extracted and queued for incubation. The emotional context
idea could integrate with Context Ledger as a "mood layer" or
"emotional metadata" system.

preHooks:
  - skill: prompt-synthesizer
    enabled: true
    config:
      # Existing settings (v2 backward compatible)
      ledgerDepth: 10
      skillDetection: true
      minLength: 20
      bypassKeywords:
        - "/status"
        - "/help"
        - "HEARTBEAT"

      # New v3 settings
      dreamExtraction:
        enabled: true
        minEnergy: 0.3          # Minimum energy to extract
        outputFormat: "json"     # json | yaml | inline
        autoQueue: true          # Auto-send to Dream Weaver

      chainDetection:
        enabled: true
        maxChainLength: 5
        suggestCheckpoints: true

      projectRouting:
        enabled: true
        routingRulesFile: "routing-rules.yaml"
        defaultChannel: "#general"

      intentClassification:
        enabled: true
        confidenceThreshold: 0.6

{
  "action": "queue_seeds",
  "source": "prompt-synthesizer",
  "seeds": [...],
  "metadata": {
    "original_intent": "task",
    "extraction_context": "tangential idea during bug fix",
    "timestamp": "2024-01-15T10:30:00Z"
  }
}

config:
  dreamExtraction:
    enabled: false
  chainDetection:
    enabled: false
  projectRouting:
    enabled: false
  intentClassification:
    enabled: false