MetaForge 25-Discipline Framework Mapping

Complete hardware product development requires mastering 25 disciplines across 4 layers. MetaForge orchestrates specialist agents to address every one.

Quick Reference

This document provides a fast lookup for how MetaForge’s orchestrator agent and specialist agents address each of the 25 critical disciplines in hardware product development.

Layer 1: Core Engineering (The Technical Spine)

Note on EDA Tool Integration:

• Phase 1 (MVP): KiCad read-only adapter (run ERC/DRC, export BOMs/Gerbers, extract netlists)
• Phase 2: KiCad write capabilities (schematic generation from block diagrams, PCB auto-routing, component updates)
• Similarly for Altium (Phase 2+) and SOLIDWORKS/Fusion 360 (Phase 2)

Layer 2: Productization & Business (Commercial Viability)

Why Layer 2 Matters: 35% of hardware startups fail here - functional products that can’t hit cost targets or scale production.

Layer 3: Deployment & Field Reality (Making It Work)

Why Layer 3 Matters: 25% of failures - especially critical for robotics, drones, and physical products in the field.

Layer 4: Scale & Business Sustainability (Long-term Success)

Why Layer 4 Matters: 20% of failures - often ignored until too late (regulatory blocks, warranty losses, environmental fines).

The 80/20 Insight

Traditional EDA Tools:          MetaForge:
┌─────────────────────┐        ┌─────────────────────┐
│ Layer 1: 100%       │        │ Layer 1: 100%       │
│ Layer 2: 0%         │        │ Layer 2: 100%       │
│ Layer 3: 0%         │        │ Layer 3: 100%       │
│ Layer 4: 0%         │        │ Layer 4: 100%       │
└─────────────────────┘        └─────────────────────┘
  Coverage: 20%                  Coverage: 100%
  (engineering only)             (complete product)

  Result:                        Result:
  ❌ Functional prototype        ✅ Shippable product
  ❌ Commercial failure          ✅ Market success

80% of hardware product failures happen outside Layer 1. Most tools only address engineering. MetaForge addresses the complete product lifecycle.

Orchestration in Action

Example: Drone Flight Controller (All 25 Disciplines)

User Input:

forge create drone-fc \
  --prd PRD.md \
  --target-price 99 \
  --target-margin 40% \
  --quantity 100

Orchestrator Execution Plan:

flowchart TB
    Start[Parse PRD] --> L1[Layer 1: Engineering]
    Start --> L2[Layer 2: Business]
    Start --> L3[Layer 3: Deployment]
    Start --> L4[Layer 4: Scale]

    L1 --> E1[Product Spec Agent]
    L1 --> E2[Electronics Agent]
    L1 --> E3[Firmware Agent]
    L1 --> E4[Mechanical Agent]
    L1 --> E5[Simulation Agent]

    L2 --> B1[Cost Engineering Agent]
    L2 --> B2[Product Mgmt Agent]
    L2 --> B3[Supplier Agent]

    L3 --> D1[Safety Agent]
    L3 --> D2[Field Engineering Agent]
    L3 --> D3[UX Agent]

    L4 --> S1[Regulatory Agent]
    L4 --> S2[Telemetry Agent]

    E1 --> Validate{Cross-Layer<br/>Validation}
    E2 --> Validate
    E3 --> Validate
    E4 --> Validate
    E5 --> Validate
    B1 --> Validate
    B2 --> Validate
    B3 --> Validate
    D1 --> Validate
    D2 --> Validate
    D3 --> Validate
    S1 --> Validate
    S2 --> Validate

    Validate --> Conflicts{Conflicts?}
    Conflicts -->|Yes| Negotiate[Agent Negotiation]
    Conflicts -->|No| Output[Complete Design Package]

    Negotiate --> Resolve{Resolved?}
    Resolve -->|Yes| Output
    Resolve -->|No| Human[Human Decision Needed]
    Human --> Output

    Output --> Ship[Ship Product]

Key Orchestration Points:

1. Parallel Execution: All layers work concurrently
2. Cross-Layer Validation: Cost agent validates electronics choices
3. Conflict Resolution: Safety overrules cost on critical items
4. Human Escalation: Only when agents can’t resolve
5. Complete Output: All 25 disciplines addressed

Output Artifacts (All 25 Disciplines):

project/
├── layer-1-engineering/
│   ├── constraints.json         # (1) Product Definition
│   ├── industrial-design/       # (2) Industrial Design
│   ├── mechanical/              # (3) Mechanical Engineering
│   ├── electronics/             # (4) Electronics Engineering
│   ├── firmware/                # (5) Embedded Software
│   ├── systems/                 # (6) Systems Engineering
│   ├── simulation/              # (7) Simulation & Validation
│   ├── prototyping/             # (8) Prototyping
│   ├── testing/                 # (9) Testing & Reliability
│   ├── manufacturing/           # (10) Manufacturing
│   ├── certification/           # (11) Certification
│   └── lifecycle/               # (12) Lifecycle Support
│
├── layer-2-business/
│   ├── product-roadmap.yaml     # (13) Product Management
│   ├── cost-model.json          # (14) Cost Engineering
│   ├── suppliers.yaml           # (15) Supplier Management
│   ├── operations-plan.md       # (16) Operations Engineering
│   └── quality-plan.md          # (17) Quality Engineering
│
├── layer-3-deployment/
│   ├── field-guide.md           # (18) Field Engineering
│   ├── safety-report.md         # (19) Safety Engineering
│   ├── ux-validation.md         # (20) Human Factors
│   └── reliability-model.json   # (21) Reliability Engineering
│
└── layer-4-scale/
    ├── regulatory-roadmap.yaml  # (22) Regulatory Strategy
    ├── warranty-plan.md         # (23) After-Sales
    ├── telemetry-config.json    # (24) Data & Telemetry
    └── eol-plan.md              # (25) End-of-Life

Result: Complete, shippable product with all 25 disciplines validated.

Phase-by-Phase Implementation

Phase 1 (v0.1-0.3): Layer 1 Foundation + Cost Engineering

Implemented Agents (6-7 specialist agents covering 6-7 disciplines):

• ✅ Product Definition (#1)
• ✅ Electronics Engineering (#4)
• ✅ Embedded Software (#5)
• ✅ Simulation (#7)
• ✅ Manufacturing Prep (#10)
• ✅ Cost Engineering (#14)
• ⏳ Testing (#9) - partial

Discipline Coverage: 6-7 of 25 disciplines (28% coverage, core engineering foundation) Deliverable: Validated electronics designs with cost models and supply chain risk analysis

Why Not All Layer 1 Disciplines?

• Industrial Design (#2) → Moved to Phase 2 (requires mechanical integration, lower priority than electronics for MVP)
• Mechanical Engineering (#3) → Phase 2 (depends on form factor from Industrial Design)
• Systems Engineering (#6) → Phase 2 (needed for complex multi-subsystem products)
• Prototyping (#8) → Moved to Phase 2 (enables EVT/DVT build packs, requires manufacturing maturity)
• Certification (#11) → Phase 3 (regulatory compliance for market release)
• Lifecycle (#12) → Phase 3 (post-launch support and maintenance)

Phase 1 Strategy: Focus on electronics-heavy products (IoT devices, embedded systems, drones) where 80% of complexity is in electronics, firmware, and supply chain.

Phase 2 (v0.4-0.6): Add Layers 2-3

New Agents (12 more):

• ✅ Industrial Design (#2)
• ✅ Mechanical Engineering (#3)
• ✅ Systems Engineering (#6)
• ✅ Prototyping & Fabrication (#8)
• ✅ Product Management (#13)
• ✅ Supplier Management (#15)
• ✅ Operations (#16)
• ✅ Quality (#17)
• ✅ Field Engineering (#18)
• ✅ Safety Engineering (#19)
• ✅ UX/Ergonomics (#20)
• ✅ Reliability (#21)

Coverage: 19 of 25 disciplines (76%) Deliverable: Commercially viable, deployable products with physical prototyping capability

Phase 3 (v0.7-1.0): Complete All 25

Final Agents (6 more):

• ✅ Certification (#11)
• ✅ Lifecycle (#12)
• ✅ Regulatory (#22)
• ✅ After-Sales (#23)
• ✅ Telemetry (#24)
• ✅ Sustainability (#25)

Coverage: 25 of 25 disciplines (100%) Deliverable: End-to-end autonomous platform with full regulatory compliance and lifecycle support

Agent Coordination Patterns

Pattern 1: Sequential Dependencies

Product Spec → Electronics → Firmware → Testing
(Each agent waits for previous to complete)

Pattern 2: Parallel Execution

Electronics ─┐
Mechanical ──┼─→ Integration
Firmware ────┘
(All agents run concurrently)

Pattern 3: Cross-Layer Validation

Electronics proposes component
    ↓
Cost Engineering validates price
    ↓
Safety Engineering validates safety
    ↓
Supplier Agent checks availability
    ↓
Orchestrator makes decision

Pattern 4: Iterative Refinement

Initial Design → DFM Check → Issues Found → Redesign → Validate → Ship
(Agents iterate until all constraints satisfied)

Success Metrics by Layer

Layer 1: Engineering

• Functional correctness: 99%+ (simulation validates before fab)
• Design time: 96% reduction (weeks → hours)
• Respin rate: <5% (vs. 40-60% traditional)

Layer 2: Business

• Cost targets hit: 95%+ (should-cost analysis before commit)
• Margin achievement: Within 5% of target
• Supplier issues: <10% (dual sourcing, automated checks)

Layer 3: Deployment

• Installation time: 90% reduction (automated calibration)
• Safety incidents: Zero (formal FMEA + mitigation)
• User satisfaction: >4.5/5 (UX-validated design)

Layer 4: Scale

• Regulatory delays: Eliminated (parallel planning)
• Warranty costs: <2% (reliability modeling)
• Market access: 3x faster (regulatory roadmap)

Competitive Advantage

Bottom Line: MetaForge is the only platform that addresses the complete hardware product lifecycle, not just the engineering.

Getting Started

For Engineers

Focus on Layer 1 agents first:

forge run spec          # Product Definition
forge run architecture  # Electronics Engineering
forge run firmware      # Embedded Software

For Product Managers

Add Layer 2 validation:

forge run product-plan  # Product Management
forge run cost-model    # Cost Engineering

For Commercial Products

Enable all layers:

forge create product \
  --all-layers \
  --target-market "USA,EU" \
  --compliance "FCC,CE"

Further Reading

• Complete Framework Documentation - Deep dive into all 25 disciplines
• Industry Analysis - Research validating the problem
• Architecture - How the orchestrator coordinates agents
• Agent Development - Build custom specialist agents

MetaForge: The Only Platform Addressing All 25 Hardware Product Development Disciplines

Traditional tools leave you with functional prototypes that fail commercially. MetaForge delivers shippable products.

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