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Projects

Case studies, ventures, and experiments

Explore our portfolio of product ventures and strategic initiatives delivering measurable KPIs and market impact. Each venture builds products that scale, while initiatives support them through research, grants, and strategic activities.

Active Ventures

Great Plains I-Corps 2025

Active

Customer discovery and problem validation through interviews in aerospace MRO.

DiscoveryHigh Validation Confidence
ResearchDiscoveryInterview-Driven+2 more

Legion Offline Variant

Active

Variant of Legion optimized for offline/air-gapped deployment with local tooling, wheel caching, and idempotent scripts for secure, disconnected operations.

ExperimentQuick Setup Time Offline
AIAgentsOffline+3 more

Portus: LAN Orchestrator

Active

Portus manages services on a local network. It uses CoreDNS for domain name resolution and Zoraxy as a reverse proxy to route traffic. The system provides a web dashboard for control. DNS stands for Domain Name System, which translates names to addresses. Reverse proxy handles requests and forwards them. This helps developers manage local apps without complex setups. It supports authentication for security.

ProductionResponsive Routing Latency
DevOpsNetworkingDNS+3 more

ImageScan: Automatic Image Tagger & Renamer

Active

ImageScan is a command-line tool that scans directories for images, sends them to an AI vision model, generates keywords, and renames files. Vision models are AI systems that understand images like humans. This helps organize photos for search or machine learning training. It supports formats like PNG and JPG. Users can preview changes before applying. This saves time on large collections, where manual tagging takes hours.

v0.2.0High Tagging Accuracy
AIVisionCLI+3 more

Financial Engineering Research

Active

Academic research in quantitative finance with volatility-aware algorithms and systematic evaluation frameworks.

ResearchHigh Model Performance
FinanceResearchQuantitative+2 more

ACCEL-KS / Proof-of-Concept Grants

Active

Funding strategy for on-prem pilot validation in Kansas aerospace.

Application
GrantsFundingKansas+2 more

AdapterOS / MPLoRA

Active

Apple-Silicon-optimized adapter mixing with fused kernels for efficient AI adaptation.

ProductionOptimized Time
AIMLApple Silicon+4 more

Agentic Coding Workflows

Active

Multi-agent dev system with prompts, guards, and CI gates for reliable code generation.

ExperimentImproved Iteration Speed
AIDevToolsCI-Gated+2 more

NDIA Future Force Capabilities 2025

Active

Event presence and targeted outreach at defense supply chain event.

EventHigh Lead Quality
EventsDefenseFort Worth+2 more

MLNavigator

Active

MLNavigator is an on-premises AI tool for aerospace and defense maintenance, repair, and overhaul (MRO). It runs locally on your hardware to avoid cloud risks. The system uses adapters to check engineering drawings against rules. It logs every step for audits. Benefits include reduced errors in document reviews and faster compliance checks. No internet needed, so it fits secure environments like those with ITAR restrictions. ITAR is a U.S. rule for controlling defense tech exports. This tool helps teams in regulated industries work more efficiently without data leaving the site.

ProductionComprehensive Coverage
AIComplianceA&D+4 more

Legion: Modular Agent Orchestration System

Active

Legion manages AI agents in layers. Agents follow strict rules to avoid errors. It uses vector databases for memory and SQL for data. Tasks get scheduled by priority. Discord bots and a web interface let users interact. Logs track everything in JSON. This setup coordinates agents without chaos, useful for team workflows. Orchestration means controlling multiple parts to work together. Vector databases store data by meaning, not just words. This keeps agents smart across conversations.

ProductionHigh Agent Uptime
AIAgentsOrchestration+3 more

Compliance Engineering (CMMC/NIST/AS9100/AS9102)

Active

Product compliance mapping, controls library, and standard crosswalks for regulated industries.

OngoingReduced Audit Time
ComplianceStandardsCMMC 2.0+2 more

MLNavigator.com

Active

B2B site positioning and conversion for aerospace buyers with plain-language and performance.

LiveImproved Conversion
WebDesignA11y+3 more