Case Studies
Capability design and distribution in practice. Measurable outcomes across real environments.
Snap: Visual Annotation for Agentic Coding
AI coding agents cannot see what the developer sees. Bugs, layout issues, and UI problems require tedious verbal descriptions or manual screenshot workflows that break flow state.
Built Snap: a global-hotkey annotation overlay (Tauri 2.x) paired with an MCP server that feeds marked-up screenshots and structured metadata directly to AI agents
Gerolamo: Building a Living Data System in Three Weeks
No existing tool scored the open-source landscape on defensibility, frontier risk, and novelty across GitHub, arXiv, and Hugging Face simultaneously
Built Gerolamo: an AI and agent-native living data system covering ~190 domains with scored primitives, semantic search, relationship graphs, and a 23-tool MCP server
Turning Compliance Expertise into a Productized Growth Engine
Labor-heavy compliance services model limiting margin and scale
Structural redesign from FTE staffing to productized fractional services, technical brand realignment, internal lab, and procurement readiness
Manufacturing Intelligence Transformation
Breakthrough sensing technology failing to convert pilots
Market redefinition, workflow-centered UX redesign, continuous feedback integration
Quantum Authentication Federal Product Line
Groundbreaking technology struggling with adoption due to complexity
Streamlined product focus, national security positioning, SBIR strategy, federal pipeline
Defense Technology Platform Launch
Fragmented UX and compliance complexity stalling growth
Unified user experience, redesigned compliance workflows, mission-driven design team
Cyber Operations Management System
Fragmented tools and complex security workflows hindering federal adoption
Cohesive UX architecture integrating DevSecOps pipelines, compliance, and analytics
Advanced Space Weather Analytics
Outdated safety systems causing costly launch delays
Modern analytics, UX design, and agile product practices for weather and safety modeling
Space Launch Range Operations
Manual workflows buckled under commercial launch demand
Integrated digital system unifying onboarding, coordination, and civil engineering
Military DevSecOps Platform Enhancement
Fragmented feedback preventing user-driven evolution
Comprehensive feedback ecosystem with ML-powered analysis and cross-functional prioritization
Secure Algorithm Development Kit
Algorithm security concerns hindering platform adoption
Automated dependency analysis, Algorithm Bill of Functions (ABOF), and pre-verified components