Victor Garcia Steel-tech

50+
_Repos

8+
_{AI Agent Systems}

8,554+
_{Documents Indexed}

3
_{Chrome Extensions}

5+
_{Production Apps}

`> whoami`

name: Victor Garcia
role: Steel Business Owner | Subject Matter Expert | Self-Taught Builder
location: Denver, CO
companies:
  - name: StructuPath.AI
    role: Founder
    focus: AI Solutions for Construction & Trades
  - name: Flawless Steel Welding
    role: Owner
    certification: AISC-Certified Steel Fabrication

philosophy: |
  I don't build AI from a laptop in a coffee shop.
  I build it from the shop floor, the job site, and the office where payroll has to hit every Friday.
  Real scars. Real tears. Real solutions.

current_focus:
  - Flawless Hub: Enterprise construction management platform running FSW daily
  - Steel Pulse: Structural steel estimating platform (Turborepo monorepo)
  - SteelMind v2: Next-gen multi-agent steel bidding system
  - DGX AI Lab: On-premise AI infrastructure (NVIDIA DGX)

`> tech_stack --verbose`

🤖 AI & Machine Learning Stack

Technology	Usage	Status
	Primary LLM (Opus 4.8 / Sonnet 5)	`production`
	Multi-Agent Orchestration	`production`
	Neural Memory System	`production`
	RAG Systems	`production`
	Vector Embeddings	`production`
	Local LLM Hosting	`production`
	High-Performance Inference	`production`
	Model Context Protocol Tools	`production`

🏗️ Infrastructure & DevOps

Technology	Usage	Status
	Containerization	`production`
	Orchestration	`staging`
	GPU Infrastructure	`production`
	GPU Computing	`production`
	Server OS	`production`
	Reverse Proxy	`production`
	CI/CD	`production`
	Monorepo Build System	`production`

💾 Databases & Storage

Technology	Usage	Status
	Primary Database	`production`
	BaaS Platform	`production`
	Caching & Queues	`production`
	Embedded Database	`production`
	ORM	`production`
	Object Storage	`production`

`> cat infrastructure_diagram.txt`

┌──────────────────────────────────────────────────────────────────────────────┐
│                          PRODUCTION INFRASTRUCTURE                           │
├──────────────────────────────────────────────────────────────────────────────┤
│                                                                              │
│  ┌────────────┐   ┌────────────┐   ┌────────────┐   ┌────────────┐         │
│  │  CLIENTS   │   │  VERCEL    │   │  FLY.IO    │   │  DGX LAB   │         │
│  │  (Web/Ext) │──▶│ (Next.js)  │──▶│ (API/AI)   │──▶│ (GPU/LLM)  │         │
│  └────────────┘   └────────────┘   └────────────┘   └────────────┘         │
│        │                │                │                │                  │
│        ▼                ▼                ▼                ▼                  │
│  ┌──────────────────────────────────────────────────────────────────┐       │
│  │                   CLAUDE AGENT SDK LAYER                         │       │
│  │  ┌──────────┐  ┌──────────┐  ┌──────────┐  ┌──────────┐       │       │
│  │  │ SteelCFO │  │SteelMind │  │  Steel   │  │ IronForge│       │       │
│  │  │  Agents  │  │ v2 Agents│  │  Pulse   │  │  Wizard  │       │       │
│  │  └──────────┘  └──────────┘  └──────────┘  └──────────┘       │       │
│  └──────────────────────────────────────────────────────���───────────┘       │
│        │                │                │                │                  │
│        ▼                ▼                ▼                ▼                  │
│  ┌────────────┐   ┌────────────┐   ┌────────────┐   ┌────────────┐         │
│  │ PostgreSQL │   │  SQLite +  │   │   Redis    │   │  ChromaDB  │         │
│  │ (Primary)  │   │ sqlite-vec │   │  (Cache)   │   │   (RAG)    │         │
│  └────────────┘   └────────────┘   └────────────┘   └────────────┘         │
│                                                                              │
└──────────────────────────────────────────────────────────────────────────────┘

`> ls -la ./projects/`

🤖 AI Agent Platforms

Click to expand/collapse

AI Financial Command Center

AI-powered CFO for steel contractors — job costing, cash flow forecasting, AR/AP management

Features:

Dashboard:     Real-time financial overview
AI Chat:       Natural language financial queries
Job Costing:   Per-project P&L tracking
Cash Flow:     Predictive forecasting
AR/AP:         Automated tracking & alerts
Status:        🟢 ACTIVE DEVELOPMENT

Capabilities:

[x] Anthropic Claude AI integration
[x] NextAuth v5 authentication
[x] Interactive Recharts dashboards
[x] Prisma + PostgreSQL persistence

Stack: Next.js 15 Prisma Anthropic SDK Recharts

Multi-Agent Steel Bidding

Next-gen 7-agent system for steel estimation with drawing analysis

Agent Architecture:

agents:
  - RFQ_Detector: Email & document parsing
  - Blueprint_Analyzer: Vision AI for drawings
  - Takeoff_Engine: Quantity extraction
  - Pricing_Agent: Cost calculation
  - Proposal_Writer: Document generation
  - CRM_Sync: Data integration
  - QA_Validator: Accuracy checks

Capabilities:

[x] Vision AI for blueprint analysis
[x] Multi-agent pipeline (ADWS)
[x] AISC-compliant calculations
[x] Docker containerized deployment

Stack: Python FastAPI Next.js 15 Docker

Ironworker Business Wizard

AI-powered wizard helping ironworkers start contracting businesses in all 50 US states

Features:

Wizard:        Step-by-step business setup
AI Guidance:   State-specific requirements
Licensing:     Per-state compliance info
Templates:     Business documents & forms
Status:        🟢 ACTIVE DEVELOPMENT

Capabilities:

[x] Anthropic Claude AI guidance
[x] 50-state regulatory database
[x] shadcn/ui components
[x] Hardened for open source

Stack: Next.js Anthropic SDK Base UI Tailwind

Estimating Platform

Structural steel estimating platform — a StructuPath.AI product

Architecture:

┌─────────────────────────────────┐
│     Turborepo Monorepo (pnpm)   │
├────────���────────────────────────┤
│  apps/web    │    apps/api      │
├─────────────────────────────────┤
│  Document Intelligence Pipeline │
├─────────────────────────────────┤
│  Bid Generation & Export Engine │
└─────────────────────────────────┘

Capabilities:

[x] Document intelligence & parsing
[x] Bid generation pipeline
[x] Monorepo with shared packages
[x] TypeScript end-to-end

Stack: Turborepo TypeScript pnpm

Neural Memory Infrastructure

Self-Aware Feedback Loop Algorithm — persistent memory for AI agents

Performance Metrics:

Memory Types:   Episodic | Semantic | Procedural
MCP Tools:      14 production tools
Auth:           JWT authentication
Dashboard:      Real-time TUI
Status:         🟢 PRODUCTION

Capabilities:

[x] Hybrid memory architecture
[x] Claude Code MCP integration
[x] Real-time TUI dashboard
[x] Deployed on Fly.io

Stack: Python FastAPI sqlite-vec MCP

On-Premise AI Infrastructure

Enterprise-grade AI without cloud dependency

Hardware Specs:

Platform:       NVIDIA DGX Station
CUDA:           12.x
Models:         70B+ parameters
Inference:      <100ms latency
Cost:           $0 per query

Capabilities:

[x] Air-gapped operation
[x] Ollama model management
[x] vLLM high-performance serving
[x] Unlimited local inference

Stack: NVIDIA DGX CUDA Ollama vLLM Linux

🏭 Production Apps @ Flawless Steel Welding

Click to expand — Apps running my company daily

If these break, I lose money. That's the standard.

Quality Management System

+ 8,554+ documents indexed
+ Natural language search (RAG)
+ AI-powered answers with citations
+ Auto-fill from historical data
+ AISC compliance tracking

Stack: Next.js 15 FastAPI ChromaDB RAG

Employee Onboarding

+ Digital onboarding checklists
+ Certification verification
+ Mobile-first field access
+ Role-based permissions
+ Completion analytics

Stack: Next.js 15 Prisma PostgreSQL

Safety Coordinator

+ Real-time incident reporting
+ Digital JSA forms
+ Photo documentation
+ Training schedule tracking
+ Safety metrics dashboard

Stack: Next.js 15 React 19 S3 WebSocket

Human Resources

+ Employee records management
+ Time tracking + payroll
+ Benefits & PTO management
+ Crew scheduling
+ Automated cert reminders

Stack: Next.js 15 NextAuth v5 Prisma

🛠️ Tools & Extensions

Click to expand — Chrome Extensions, Desktop Tools & More

Chrome Extension

Matrix-themed bid extraction with priority scoring. Pulls RFQ data from bid platforms like SmartBid.

Stack: TypeScript Chrome Extension Jest

PDF Blueprint Viewer

PDF blueprint viewer with thumbnail caching, page selection, and MuPDF-powered rendering.

Stack: Next.js MuPDF pdf-lib Tailwind

Desktop Estimation

Local-first steel takeoff with PDF extraction, automated quantity takeoffs, and cost estimation.

Stack: Python Flet pdfplumber SQLite

Chrome Extension

Steel measurement calculator extension built with React and the WXT framework.

Stack: React WXT Chrome Extension

Chrome Extension

Copy HTML elements with computed styles for LLM context. Extracts clean markup for AI prompts.

Stack: React Vite crxjs Chrome Extension

Agentic Coding

Remote control of Claude Code agents via Telegram and GitHub. Full observability and cost tracking.

Stack: Node.js Claude Agent SDK Telegram

`> htop --domains`

Steel Fabrication	Construction	AI Agent Systems	DevOps

Cost Estimation & Bidding	Quality Management & QMS	Claude Agent SDK	On-Premise GPU (DGX)
Takeoff & Blueprint Analysis	Safety & Compliance	MCP Tool Development	CI/CD & Containers

`> systemctl status current-focus`

● current-focus.service - Active Development Priorities
   Loaded: loaded (/etc/systemd/system/current-focus.service; enabled)
   Active: active (running)

   ├─ flawless-hub.service    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━ Construction Mgmt [PRODUCTION]
   ├─ steel-pulse.service     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━ Estimating SaaS   [ACTIVE]
   ├─ steelmind-v2.service    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━ Multi-Agent Bids  [ACTIVE]
   ├─ structupath.service     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━ AI Consulting     [PRODUCTION]
   ├─ dgx-lab.service         ━━━━━━━━━━━━━━━━━━━━━━━━━━━━ Local LLMs        [PRODUCTION]
   └─ fsw-apps.service        ━━━━━━━━━━━━━━━━━━━━━━━━━━━━ Daily Ops         [PRODUCTION]

`> cat ./structupath/README.md`

AI Solutions for Those Who Build Real Things

problem: |
  You're not a tech company. You're a builder.
  Every AI solution is built for Silicon Valley — not the shop floor.

solution: |
  I run a steel fabrication company.
  I've built AI systems that handle real problems.
  Battle-tested with real money on the line.

services:
  - AI Strategy Sessions: ROI-focused roadmap, no buzzwords
  - Custom AI Solutions: Built for YOUR industry workflows
  - AI Agent Development: Autonomous systems that actually work
  - Team Training: Practical skills, not academic theory
  - Dev Partnerships: Build AI products for trades together

ideal_clients:
  - Contractors & Fabricators
  - Small Business Owners
  - Trades & Service Businesses
  - Developers for the Trades

"I don't sell software I wouldn't use myself."

`> git log --oneline --graph`

`> netstat -tulpn | grep LISTEN`

╔══════════════════════════════════════════════════════════════════════════════╗
║  "I don't build software to impress — I build it to survive."              ║
║                                                                            ║
║   Every app runs my company. Every system is battle-tested.                ║
║   Real scars. Real tears. Real solutions.                                  ║
╚══════════════════════════════════════════════════════════════════════════════╝

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Victor Garcia Steel-tech

Achievements

Achievements

Highlights

Block or report Steel-tech

`> whoami`

`> tech_stack --verbose`

`> cat infrastructure_diagram.txt`

`> ls -la ./projects/`

🤖 AI Agent Platforms

AI Financial Command Center

Multi-Agent Steel Bidding

Ironworker Business Wizard

Estimating Platform

Neural Memory Infrastructure

On-Premise AI Infrastructure

🏭 Production Apps @ Flawless Steel Welding

Quality Management System

Employee Onboarding

Safety Coordinator

Human Resources

🛠️ Tools & Extensions

Chrome Extension

PDF Blueprint Viewer

Desktop Estimation

Chrome Extension

Chrome Extension

Agentic Coding

`> htop --domains`

`> systemctl status current-focus`

`> cat ./structupath/README.md`

AI Solutions for Those Who Build Real Things

`> git log --oneline --graph`

`> netstat -tulpn | grep LISTEN`

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