Case Studies

Deep-dive breakdowns of real projects - architecture decisions, metrics, and lessons learned. Not mock-ups. Production code.

Case Study 01

Fernhill Community PWA

A full-featured community platform - real-time messaging, event management, privacy protection - built by one developer in 48 hours.

Next.js 14 Supabase PostgreSQL Row-Level Security E2E Encryption TypeScript PWA

Community Needed Enterprise Features on a Startup Budget

A community organization needed a full-featured platform with real-time messaging, event management, member directories, and privacy protection. Traditional development estimates ranged from $381K to $736K with 12-18 month timelines.

Content Engineer + AI Paradigm

Solo developer leveraging AI-assisted development - not "vibe coding," but a disciplined engineering process where a human architect directs AI tools to produce production-grade output. Every line reviewed. Every pattern intentional.

62,462
Lines of Production Code
209
TypeScript Files
111
React Components
233
RLS Policies
79
Database Tables
48h
Total Dev Time
  • End-to-end encrypted messaging with key exchange
  • PWA with offline support and push notifications
  • WCAG 2.1 AA accessibility compliance
  • Real-time updates via Supabase subscriptions
  • 233 row-level security policies for data isolation
  • Event management with RSVP and calendar sync
95% Cost reduction - $20,235 actual vs $381K-$736K traditional estimate
18-36× Return on investment compared to conventional development
95.7% Time reduction - 48 hours vs 12-18 months traditional timeline
Why This Matters

Proves the Content Engineer + AI model is viable for enterprise-grade applications. This isn't a toy demo - it's 62K lines of production code with encryption, RLS, and accessibility.

Case Study 02

Vet-Rate.org - On-Device AI for Veterans

Browser-based AI that helps veterans navigate VA disability claims - with zero server-side data collection. Your data never leaves your device.

React Vite WebLLM Wllama Hugging Face RAG OCR PWA

Sensitive Data Can't Leave the Device

Veterans need help navigating complex VA disability claims - understanding regulations, rating criteria, and documentation requirements. But personal health information and service records are extremely sensitive. Sending that data to a cloud API is a non-starter.

AI That Runs Entirely in the Browser

Instead of calling OpenAI or any external API, the entire AI pipeline runs in the user's browser. LLM inference, RAG retrieval, voice processing, and OCR - all on-device. Zero network calls for personal data. Ever.

React / Vite PWA WebLLM (WebGPU) Wllama (WASM) HF Transformers.js RAG Pipeline Voice Orchestration Tesseract OCR
  • On-device LLM inference - no API calls, no data exfiltration
  • RAG pipeline over VA regulations and rating criteria
  • Voice input and output for accessibility
  • Document OCR for scanning VA paperwork
  • Works fully offline once loaded
  • Free to use - no accounts, no subscriptions
Zero Personal data sent to any server - complete privacy by architecture
100% Offline-capable after initial load
Free No accounts, no API costs, no subscriptions
Why This Matters

Extremely rare implementation of browser-based LLMs with RAG. Most "AI" apps just call OpenAI. This runs the entire inference pipeline on the user's device - a fundamentally different privacy model.

Case Study 03

Compliance-as-Code - 10-Framework Cross-Mapping

Codified compliance that maps controls across 10 regulatory frameworks, generates OSCAL, and automates evidence collection.

NIST OSCAL MCP Server VS Code Extension FedRAMP SOC 2 HIPAA GDPR

Compliance Framework Overload

Organizations subject to multiple regulatory frameworks (FedRAMP, SOC 2, HIPAA, GDPR, etc.) face massive redundancy. The same control - "encrypt data at rest" - appears in different language across every framework. Teams waste months re-documenting the same controls.

Codify Everything. Map Once. Export Anywhere.

Treat compliance like code: version-controlled, testable, and machine-readable. Map controls across all 10 frameworks to identify overlaps, generate NIST OSCAL catalogs for interoperability, and provide developer tools for inline compliance checking.

10
Regulatory Frameworks
651+
Mapped Controls
7
MCP Tools
31
Policy Templates
  • 10 regulatory frameworks cross-mapped with shared controls identified
  • NIST OSCAL export for GRC tool interoperability
  • AI-assisted compliance review (offline + Claude API)
  • VS Code extension with IntelliSense for control IDs
  • MCP server for AI assistant integration
  • Automated evidence collection and gap analysis
10→1 Unified control mapping eliminates redundant documentation
OSCAL Machine-readable output interoperable with SIEM and GRC platforms
Why This Matters

Most compliance tools handle 1-2 frameworks. This maps 10 simultaneously with NIST OSCAL output - the standard the federal government is converging on. Plus developer tools that put compliance in the IDE, not a spreadsheet.

Case Study 04

AetherMyst - Enterprise-Scale Game Engine

A production-quality RPG in Unreal Engine 5.7 with professional C++ architecture, 17 modules, and custom MCP automation.

Unreal Engine 5.7 C++ GAS 17 Modules MCP Automation Gameplay Debugger

Proving Systems-Level Engineering Depth

Web portfolios are common. Proving you can architect large-scale C++ systems with real-time constraints, memory management, and modular plugin architecture? That requires building something substantial.

Full UE5 Game with Enterprise Patterns

Build a complete RPG with the Gameplay Ability System, modular architecture (17 separate modules), automated testing, and custom MCP integration for AI-assisted game development.

362
C++ Source Files
42,727
Lines of C++
17
Modules
23
Subsystems
369+
MCP Commands
78+
Automation Tests
  • GAS-based combat: combo, block, dodge, magic, ranged, melee
  • 78+ automation tests for regression safety
  • Save/load system with serialization
  • Object pooling for performance optimization
  • Custom gameplay debugger for runtime inspection
  • 68 native gameplay tags for clean event routing
0.28s Clean PIE (Play-In-Editor) boot time
27s Incremental build time - fast iteration on 42K+ lines
17 Independent modules - clean separation, no spaghetti
Why This Matters

Shows depth beyond web development - full systems programming with enterprise patterns. GAS mastery, modular C++ architecture, automated testing, and custom tooling for AI-assisted game development.

Case Study 05

Structured For Growth - The Meta-Portfolio

A portfolio site that IS the portfolio - every best practice it advertises is demonstrable in its own codebase.

Vite Express CI/CD CodeQL SAST OWASP ZAP SBOM Zero Trust FedRAMP

Practice What You Preach

Most portfolio sites claim expertise in security, accessibility, and compliance - but their own codebase doesn't demonstrate any of it. If you're selling best practices, your portfolio should be the proof.

Recursive Portfolio Architecture

The site itself demonstrates everything it advertises. Compliance engine? Built in. WCAG accessibility? Tested and validated. Security headers? A+ rated. CI/CD pipeline? 4-stage with SAST, DAST, and SBOM generation.

12
Compliance Frameworks
651+
Mapped Controls
4-Stage
CI/CD Pipeline
A+
Security Headers
  • 12 compliance frameworks with 651+ controls codified
  • VPAT (Voluntary Product Accessibility Template) generation
  • AI guardrails with prompt injection defense
  • PIV/CAC authentication flow for federal clients
  • WCAG 2.2 accessibility throughout
  • 4-stage CI/CD: CI → CodeQL SAST → OWASP ZAP DAST → Release with SBOM
A+ Security headers rating - CSP, HSTS, and full header hardening
WCAG 2.2 Accessible - keyboard navigation, screen reader support, color contrast
Recursive The portfolio demonstrates exactly what it sells - zero gap between claims and implementation
Why This Matters

Recursive portfolio - the site demonstrates exactly what it sells. When a client asks "can you do compliance?" the answer is "you're looking at it." No gap between marketing claims and technical reality.

Case Study 06

Battle Buddy Club

World-class veteran connection platform connecting all branches of service.

Next.js 16.1.6 TypeScript Prisma Tailwind CSS Auth.js Pusher (WebSockets) Resend UploadThing Web Push

Veterans Need Real Connection, Not Another Directory

Veteran isolation is a crisis. Existing platforms offer directories and forums, but nothing that creates genuine, real-time connection with Battle Buddy matching, mutual aid, and community support — the kind of platform that usually requires a team of 5-10 engineers.

Full Social Network Architecture, Solo Build

Build a complete social platform with real-time messaging, push notifications, image processing, OAuth with military verification, and content moderation — all as a single developer leveraging AI-assisted engineering.

79
Source Files
Real-Time
WebSocket Backbone
Multi-Tier
Verification System
Full Stack
Social Platform
  • Battle Buddy matching by branch, era, location, and interests
  • Groups & communities with real-time messaging
  • WebSocket-powered live updates, typing indicators, online presence
  • VSO Finder for veteran service organizations
  • Mutual aid system (request/offer help: transportation, housing, food, employment)
  • Crisis Support with 24/7 Veterans Crisis Line integration
  • OAuth + ID.me military verification
  • Image uploads with automatic optimization
  • Push notifications (browser) + HTML email notifications
  • Admin dashboard with content moderation and audit logs
Full Social Complete social network — not a CRUD app, not a directory
Real-Time WebSocket messaging, typing indicators, presence — live interaction
Solo Build The kind of system that usually takes a team of 5-10 engineers
Why This Matters

Full social platform — not a CRUD app. Real-time messaging, push notifications, image processing, OAuth, content moderation. The kind of system that usually takes a team of 5-10.

Case Study 07

Minstrel-Me

Direct-to-fan music platform. Artists own their data. 100% revenue to artists.

Next.js 16.1.6 Prisma 7.3.0 Stripe Connect Cloudflare R2 Tailwind CSS v4 Shadcn/UI Resend Playwright NextAuth v5

Music Platforms Take Too Much, Give Too Little

Artists lose 15-30% of revenue to platforms. Distribution is locked behind gatekeepers. DDEX compliance is a nightmare. Musicians need a platform where they own their data and keep 100% of their revenue.

Vertical SaaS — Payment to Distribution in One Platform

Build a vertically integrated music platform: Stripe Connect for split payments, Cloudflare R2 for zero-egress content delivery, DDEX for industry-standard distribution, and Playwright for end-to-end quality assurance.

685
Source Files
DDEX
Industry-Standard Export
100%
Revenue to Artists
E2E
Playwright Testing
  • DDEX industry-standard music distribution export
  • Stripe Connect split payments & subscriptions
  • Cloudflare R2 storage (S3-compatible, zero egress costs)
  • Artist dashboard & analytics
  • Fan storefronts with custom theming
  • Album/track management with metadata
  • Playwright E2E testing
685 Files Full vertical SaaS platform — payment, delivery, metadata, distribution
DDEX Industry-standard XML export for major distributor compatibility
Bandcamp-Scale A vertical SaaS platform that could compete with established players
Why This Matters

Music industry tech is notoriously complex — DDEX XML, royalty splits, content delivery at scale. This isn't just a web app, it's a vertical SaaS platform that could compete with Bandcamp.

Case Study 08

Patriot Ledger (Tax-Ronomicon)

Diamond/Sovereign-Grade tax preparation for Service-Disabled Veteran Business Owners.

Next.js TypeScript AES-256 Encryption SHA-256 Integrity Zero-Trust Browser

Tax Software You Can't Trust

Tax preparation software handles the most sensitive financial data imaginable, yet most tools send everything to a server, use single-algorithm calculations, and offer zero legal traceability. Service-disabled veteran business owners face unique tax complexities that generic software handles poorly.

Client-Side Only, Dual-Algorithm Verification

All data stays in the browser, encrypted with AES-256. Every calculation is verified by two independent algorithms that must agree before any number is accepted. Every field is mapped to specific IRS legal citations for full traceability.

144
Source Files
124
Passing Tests
57%
Test Coverage
37
Modules
173
Functions
Zero
Server-Side Data
  • Double-Blind Calculation Validation — two independent algorithms, locks on discrepancy
  • Legal Citation Layer — every field mapped to specific IRS codes (26 USC, IRS Publications)
  • SHA-256 cryptographic integrity for tamper detection
  • All data stays in browser (AES-256 encrypted, zero-trust architecture)
  • Form 1040, Schedule C, SE tax, Section 179, Bonus Depreciation, MACRS, QBI
  • Portland/Multnomah County specific tax calculations
  • Auto-generated project health dashboard (tests, coverage, architecture checks)
124 Tests Comprehensive validation suite with 57% coverage across 37 modules
Double-Blind Two algorithms must agree — defense-contractor-level QA for a web app
Zero Trust All data encrypted client-side — nothing ever touches a server
Why This Matters

Tax software with legal-grade correctness guarantees. Double-blind validation means two different algorithms must agree before any number is accepted. That's defense-contractor-level QA applied to a web app.

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