// THE PHYSICS ENGINE FOR AI

Subject Matter
Technicians

20+ years of deep immersion in semiconductor manufacturing. Bridging the gap between trade-grade stepper systems and semiconductor-grade sub-micron precision.

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// WHO WE ARE

The Ecosystem

Three brands. One mission. Bridging the gap between the digital twin and the fab floor.

Corporate Training

2-SMT

Subject Matter Technicians. Delivering the "Physics Engine for AI" — corporate training structure, the 5Ws framework, and real-world diagnostic protocols from foundational Coarse to precise Fine X,Y,Z teaching.

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Media & YouTube

Tech Actual

Our media brand. A punchy, direct voice capable of speaking to a CEO and a tradesman in the same day. Semiconductors, AI, industrial technology — explained by someone who actually lived it.

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Community & Education

Code 'n Coil

Teen and advanced engagement community. Leveraging Veo 3, Cursor, and Gemini to teach the next generation — moving beyond 2D paper PM procedures into spatial computing.

Code 'n Coil — The Code 'n Coil tavern sign Join Community →

// THE EXPERT'S EDGE

20 Years on the Fab Floor

"Talk all you want about algorithms — if your model doesn't intuitively grasp what a slight pressure drop in a pneumatic line does to a robot's grip, you're building on sand."

Your broken parts teach AI repair. Domain expertise grounds models in operational reality — preventing physically nonsensical outputs or costly real-world mistakes. Real-world resilience in unpredictable environments? That's the unsung hero for mass-market humanoids.

  • PMP Certified — Project Management Professional
  • U.S. Marine Veteran — Operational leadership under pressure
  • Mechatronics & Pneumatics — Industrial automation at scale
  • Semiconductor Manufacturing — Sub-micron precision systems, 20+ years
  • AI / ML Training — Domain data for industrial models
  • Godot Engine — Physics simulation & 3D training visualization
  • n8n Workflows — Automated SOP & QA pipelines
  • Cursor / AI Coding — Rapid application & workflow development
  • ERP & MES Systems — FabGuard, SAP integration
  • AR / VR Concepts — HoloLens & spatial computing
⚠ Field Reality

Allyn's Law
vs. The P6 Lie

P6 shows a perfect schedule: Design → Buy → Install → Qual. Clean lines. Seamless. Wrong. Physical constraints cause delays and failure every time. Allyn's Law is the real sequence — what actually happens when a crate hits the dock.

// PHASE 1

Design & LLM

Order Long Lead Materials before a wrench touches the floor. Ship coordination starts at design — not install.

// PHASE 2

Laydown & Datums

Establish pedestals, base frames, and architectural datums in the fab/sub-fab. Workspace must be ready before tools arrive.

// PHASE 3

Sub-Components

Route and stage critical support hardware: pumps, CRYO units, abatement systems, RF generators. Sequence before install.

// PHASE 4

FPOC & TPOC

Facility Point of Contact and Tool Point of Contact established ONLY after the sequence is validated. Acceptable and accurate — not assumed.

Avoid "Reactionary" Installs: If you haven't sequenced materials before the crate appears, your install is a reaction to chaos — not a professional execution. Basebuild/Install Teams versus Operations friction is where QA/QC fails.
Allyn's Law vs. The P6 Lie — Tool Move-In Reality Check infographic

// PRODUCTS & TRAINING

The 2-SMT Product Stack

From a free field manual to a full on-site audit. Every product is built from real fab floor experience — not theory. Secure checkout via Stripe.

// Entry Level — Start Here

FREE

The 2-SMT Field Manual

Your first briefing. No cost, no catch. The foundational operational document for any technician or engineer entering semiconductor manufacturing. Start here before everything else.

$0 / free download
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🔒 No card required

Foundation

The Semiconductor 5Ws Framework (Multilingual)

The cornerstone diagnostic framework — Who, What, When, Where, Why + How. Available in multiple languages. The mental model every technician and engineer needs wired in on Day 1.

$10 / one-time
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🔒 Secure checkout via Stripe

// Direct Access & Deep Dives

Consultation

1-Hour Consultation

Direct one-hour access to Allyn. Bring your equipment problem, your training gap, your sequencing challenge, or your AI integration question. Scheduled via email confirmation.

$100 / per hour
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📞 Scheduled after contact

Masterclass

Field Logic 90-Min Masterclass

90 minutes of unfiltered field logic from 20+ years on the fab floor. Diagnostic frameworks, robot sequencing, pneumatic fault trees, and the Midnight Rocker Valve method. Live and recorded.

$445 / session
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🔒 Secure checkout via Stripe

// Enterprise Engagements

Deep Dive

1-on-1 Architectural Deep Dive

Custom one-on-one analysis of your facility's operational architecture. Training gap identification, AI integration roadmap, sequencing review, and hands-on operational logic for your specific environment.

$1,500 / engagement
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🔒 Secure checkout via Stripe

Enterprise

Site Implementation Audit (Istorika)

Full on-site audit for semiconductor and industrial facilities. Identifies Tool Install Team friction points, LLM order timing, sequencing gaps, and implementation readiness. Allyn's Law — in person, for your facility.

$5,000 / audit
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// CASE STUDIES & FIELD SKETCHES

Real Scenarios.
Real Stakes.

Hand-sketched on graph paper at midnight. These aren't textbook problems — they're field-reality diagnostics born from actual equipment failures.

The Midnight Rocker Valve Riddle — hand-drawn diagnostic sketch on graph paper
// CASE-001 — The Midnight Rocker Valve Riddle — Original Field Sketch
Semicon Training 5Ws Framework — hand-drawn training sketch on graph paper
// CASE-002 — Semicon Training / Ask COIN — 5Ws Field Sketch

// CASE-001

The Midnight Rocker Valve Riddle

12:45 AM. Shift 7. One technician stands before a critical machine — its robot arm motionless inside the MainFrame octagon behind the Factory Interface. A system failure has struck. Is it a failed airline in the pneumatic rocker valve, a glitch in the position sensor, a frozen UI, or a comms issue? The critical UI switch is on the right. The problematic rocker valve is on the left. One tech. One chance. This is precisely the real-world scenario our story-based, choice-branch training prepares teams to conquer.

// CASE-002

Advanced Semiconductor Robot Mastery — FOUP & Wafer Handling

Training technicians from foundational Coarse adjustments to precise Fine X,Y,Z teaching for perfect wafer and robot end-effector handoffs. 5 up/down wafer precision touches, FOUP & Robot Arm Sequence Training, Loadport transfers, Aligner/OCR positioning, side buffer stations, real-time feedback and automated QA pipelines. Empower your team to command these critical machines — transforming downtime into peak performance.

// CASE-003

QR-Tagged SOP Automation Pipeline

Revolutionary QR tagging system integrated with n8n automation bot and QA pipeline for rapid SOP capture and validation. Bridges the physical shop floor to digital twin systems for Godot Engine 3D visualization. The QR Video App Feedback Loop eliminates rework and captures real-time training metrics directly from equipment.

// CASE-004

Integrity Ballistics — Production Line & Go-To-Market

Production line optimization and go-to-market planning for a precision manufacturing operation. Applying semiconductor-grade operational logic — sequencing, datums, LLM timing, and 5Ws diagnostic frameworks — to a non-semiconductor precision manufacturing context.

// CODE PORTFOLIO

Automation That Works
in the Real World

n8n, Godot, and Cursor workflows automating High Volume Manufacturing SOPs. Claude co-work and Google Notebook LM for small manufacturer intelligence.

mectech-workflow.js — n8n + AI Training System Integration 
// n8n Workflow Automation for MecTech Training
// AI Training System — N8N Workflow Replay Integration
class MecTechWorkflow {
  constructor() {
    this.trainingData    = [];
    this.qrCodeValidator = new QRValidator();
    this.aiModel         = new AITrainingSystem();
  }

  async processTrainingSession(sessionData) {
    const isValid = await this.qrCodeValidator
      .validate(sessionData.qrCode);
    if (isValid) {
      const metrics = await this
        .extractTrainingMetrics(sessionData.videoData);
      await this.aiModel.processFeedback(metrics);
      return this.generateRecommendations(metrics);
    }
    throw new Error('Invalid QR code or equipment pairing');
  }
}
// Godot 3D training viz: ACTIVE
// Pipeline: QR → n8n → AI Model → FabGuard → SAP
// midnight_rocker_valve_3d.gltf: LOADED

// CONTACT

Let's Build Together

Get In Touch

Training inquiries, collaboration, corporate consultation, or booking a 1-hour session. We respond within one business day.

LinkedIn — Allyn Martinez
Allyn Martinez