AI-Accelerated Development

Production Systems
in Days, Not Months

Four decades of Fortune 500 technical leadership — Pentagon, CENTCOM, stock exchanges, healthcare, military — combined with AI-accelerated coding to build production systems at a pace that wasn't possible two years ago. The same problem-solving discipline that resolved the world's most complex infrastructure failures now builds the systems your organization needs.

Technical Leadership

The expertise behind the speed.

AI coding tools are available to everyone. What isn't available is the judgment to use them correctly — the architectural instinct built from four decades of diagnosing, designing, and operating production systems under real-world pressure. That's the difference between a demo and a system that works.

40 Years of Production Systems

75+ Fortune 100 engagements. Pentagon 9/11 communications recovery. Six military deployments with USCENTCOM. Stock exchange stabilization. Healthcare system diagnostics. The kind of experience where systems must work under pressure and failure has material consequences.

Protocol-Level Understanding

Network protocol expertise from the engineer who trained 50,000+ forensic professionals across 27 countries. Deep understanding of how systems actually communicate — TCP, APIs, databases, queues, webhooks, authentication flows. AI generates code; experience knows whether it will work in production.

$200M Exit at NetQoS

Built Pine Mountain Group into the leading network diagnostics firm, serving a majority of the Fortune 100. NetQoS acquired the operation; CA Technologies later acquired NetQoS for $200M. That trajectory — from hands-on diagnostics to enterprise-scale product — is the same discipline applied to every AI development engagement.

Problem-Solving at Scale

The "Square to Cube" methodology — finding the missing dimension that unlocks solutions others can't reach. Applied at the Pentagon, across military theaters, on trading floors, and in Fortune 500 data centers. Now applied to building systems where others see months of work, and delivering them in days.

Built with AI

Production systems. Running now. Built in days.

These aren't prototypes or demos. They're production systems running live workloads — managing real contacts, processing real market data, automating real podcast production, and serving real visitors. All built using AI-accelerated development guided by four decades of engineering judgment.

Enterprise Social CRM

Full-stack CRM managing 22,000+ contacts across three brands. AI-powered email composition using Claude. Smart campaign scheduling with timezone-aware delivery windows and domain spacing. SendGrid integration with ECDSA webhook verification. Multi-brand subscription system with HMAC-signed links. Cloudflare GeoIP enrichment. ZeroBounce email validation.

  • Flask + SQLAlchemy — 14 data models, 8 route blueprints
  • Claude AI email builder generating MJML → responsive HTML
  • Cloudflare Access zero-trust authentication
  • Progressive Web App with offline capability

TechFuturesIndex.com

Live market data dashboard tracking six custom technology sector indices across 50+ stocks. Interactive Plotly charts updated daily after market close. Automated social media chart generation with platform-optimized dimensions. Sovereign wealth fund simulations. Color-blind accessible design using Paul Tol's palette.

  • Streamlit + Plotly + yfinance — automated daily workflows
  • 6 custom indices: AI, Quantum, Cybersecurity, Crypto, Robotics, Cryptocurrency
  • OG-tagged share pages for rich social media previews
  • Rate-limited API integration with custom token bucket

Podcast Production Platform

Full lifecycle automation for the Morpheus Cyber podcast. 184,000 lines of production Python code. AI-generated topics from 17+ news sources and podcast transcriptions. Voice-cloned mock podcasts via ElevenLabs. Video assembly, YouTube publishing, social media distribution, LinkedIn Live streaming, and performance analytics — all automated.

  • 155+ database tables — 50+ automated cron jobs
  • Whisper transcription on RTX 4070 GPU with CPU fallback
  • HeyGen AI avatar videos — ElevenLabs voice cloning
  • Teams, Zoom, YouTube, Twitter/X, LinkedIn API integrations

SecurityInstitute.com

This site. Clean, fast static HTML/CSS — no framework overhead, no build pipeline. Bloomberg Terminal aesthetic. Deployed via Cloudflare. Structured for conversion: visitor to client, sponsor, or subscriber. Every page designed for credibility and action.

  • Pure static HTML/CSS — no JavaScript framework
  • Cloudflare Pages deployment with SSL
  • Dark-theme design system with CSS custom properties
  • Responsive across all breakpoints
The Approach

AI writes the code. Experience makes it work.

"Vibe coding" is what people call it when they use AI to write software fast. But without deep technical judgment, AI generates plausible code that breaks in production. The difference is leadership — knowing what to build, how it should connect, and what will fail before it does.

01

Architecture & Requirements

Define what the system needs to do, how components interact, and where the failure points will be. This is where four decades of production systems experience eliminates months of trial and error. The architecture is right before a single line of code is written.

02

AI-Accelerated Build

Using advanced AI systems — Claude, GPT, and specialized coding tools — to generate, iterate, and refine code at speeds not possible through traditional development. Guided by protocol-level understanding of how systems communicate, authenticate, store data, and recover from failure.

03

Integration & Hardening

APIs, databases, authentication, webhooks, scheduling, monitoring — the connective tissue that makes systems production-ready. This is where most AI-generated projects stall. Experience with enterprise integration patterns means these components work correctly the first time.

04

Deployment & Operations

Production deployment with proper infrastructure: Cloudflare, nginx, systemd, automated workflows, monitoring, and zero-trust security. Not a demo on localhost — a running system your team can operate, maintain, and extend.

Who This Is For

Your organization. Your timeline. Compressed.

Startups

You have the idea and the market but not the months or the headcount to build. AI-accelerated development with experienced technical leadership gets you to a functioning product in days — not a pitch deck, a working system. Skip the six-month runway burn.

Enterprises

Internal tools, dashboards, automation platforms, CRM integrations — the projects that sit in the backlog for quarters because development resources are committed elsewhere. The same expertise trusted by the Pentagon and Fortune 100 now applied to building the systems your teams need, on a timeline that actually works.

Organizations in Transition

Migrating platforms, consolidating tools, building new capabilities. You need someone who understands both the legacy systems and the modern architecture — and can bridge the gap using AI-accelerated development without the usual 12-month transformation timeline.

Track Record

The experience behind every line of code.

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75+ Fortune 100 engagements — stock exchanges, global enterprises, government

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$200M exit — Built Pine Mountain Group, acquired by NetQoS, acquired by CA Technologies

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Pentagon 9/11 — Led communications recovery following the attack

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6 military deployments — CENTCOM biometrics systems across Iraq, Afghanistan, and 4 additional theaters

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184,000+ lines of production AI-coded Python running automated systems today

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2 US Patents in data travel security — granted 2020 and 2022

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50,000+ trained — Network forensic professionals across 27 countries

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Days, not months — Production CRM, market dashboard, and podcast platform built and deployed using AI-accelerated development

Get Started

The expertise that solved the world's
hardest problems — applied to yours.

Four decades of technical leadership at the highest levels. AI-accelerated development that delivers production systems in days. Whether you're a startup building your first platform or an enterprise clearing a backlog, the combination of deep experience and modern AI coding produces results at a pace traditional development can't match.

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