Recent Work & Experiments
Capability areas developed through deep technical partnerships. Most client work is confidential, but these demonstrate the kinds of challenges we take on.
From raw signals to actionable insights
Automated Data Capture Systems
Designed and deployed fully automated data capture systems with physical hardware integration. Turned manual lab processes into continuous data streams feeding digital infrastructure.
100% uptime data capture across critical processesLegacy Equipment Modernization
Combined AI tools with AutoHotKey scripting to commandeer and control legacy lab equipment lacking modern interfaces. Extended equipment lifespan without costly replacements.
Modern AI control for decade-old equipmentAI-Powered Data Parsing
Overcame years of erroneous data formatting that had blocked analysis. Used AI to identify correct parsing procedures, unlocking historical datasets for data science.
Years of blocked data made analyzableOperator Recipe Systems
Built recipe development systems allowing process inputs to be viewed and managed by operators. Codified expert knowledge into repeatable, consistent procedures.
Consistent execution across all operatorsReal-Time Research Dashboards
Created live dashboards showing researchers what was actually happening in experimental apparatuses. Enabled informed decisions about experimental workflows in real time.
Instant visibility into lab operationsBuilding the foundations for science
SEM Microscope Transitions
Managed complete scanning electron microscope lifecycle: oversaw takedown from existing institution, coordinated physical relocation, and supervised bring-up with full calibration.
Zero data loss during critical equipment movesTechnical Documentation Overhaul
Rebuilt equipment documentation from first principles. Created detailed breakdowns of how every system worked, maintenance procedures, and troubleshooting guides.
Self-sufficient team operationsAdditive Manufacturing for Fixtures
Designed and produced custom fixtures using additive manufacturing. Rapid iteration on jigs, holders, and specialized tooling for lab operations.
Days instead of weeks for custom toolingConnecting lab work to business outcomes
Executive Technical Consulting
Strategic advisory to CTO and CEO with ability to see the entire project. Mapped lab operations onto business and customer flows, connecting technical decisions to growth strategy.
Aligned technical and business roadmapsCross-Periodic-Table Research
Research spanning materials science fundamentals: nanoparticle growth mechanisms, mechatronic system design with domain experts, and multi-element synthesis optimization.
Novel synthesis pathways identifiedFunded Grant Proposals
Took project ideas through to written proposals that successfully secured funding. Combined technical rigor with compelling narrative to convince reviewers.
Multiple proposals fundedIntelligence augmentation for researchers
RAG Systems for Scientific Literature
Built retrieval-augmented generation systems enabling rapid search across many papers and cross-referencing against scientific literature for exploring hypotheses.
20-40 hours/month reclaimed from literature reviewAI Education & Deployment
Trained startup teams on practical AI: chatbot deployment, terminal-based AI workflows, computer vision for quality control, and in-depth scientific research acceleration.
Self-sufficient AI-enabled teamsComplex ideas, clear communication
Cat, Dog, and Mouse Magic
Produced for Julia Robinson Mathematics Festival. An AI-generated animation bringing a classic math puzzle to life through engaging visual storytelling.
Educational content for math outreachCat, Dog, and Mouse Magic, Version 2
Second iteration for Julia Robinson Mathematics Festival. A longer-form horizontal video expanding on the original math puzzle concept with enhanced production value.
Extended educational contentThe Muffin Problem
Book trailer for Mathematical Muffin Morsels: Nobody Wants a Small Piece. A short-form video bringing mathematical storytelling to life for the Gathering 4 Gardner community.
Book promotion contentWant to Discuss a Project?
We're always interested in challenging projects at the edge of deep tech, AI, or narrative. Let's talk about what you're building.
Start a Conversation