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.

Coverage

Status

On-prem AI that stays on your hardware

MLNavigator

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

Time

Accuracy

Fused adapters. Deterministic telemetry.

AdapterOS / MPLoRA

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

Conversion

Bounce Rate

Clarity for regulated engineering

MLNavigator.com

Customer discovery and problem validation through interviews in aerospace MRO.

Validation Confidence

Pain Points Mapped

I-Corps: talking to the shop floor

Great Plains I-Corps 2025

Event presence and targeted outreach at defense supply chain event.

Lead Quality

Conversion to POC

NDIA FFC 2025

NDIA Future Force Capabilities 2025

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

Funding Amount

Match Ratio

ACCEL-KS PoC

ACCEL-KS / Proof-of-Concept Grants

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

Iteration Speed

Regression Rate

Agentic workflows that don't implode

Agentic Coding Workflows

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

Audit Time

Non-Conformances

Compliance by construction

Compliance Engineering (CMMC/NIST/AS9100/AS9102)

Delaware C-Corp setup, equity hygiene, and IP assignment templates for founders.

Diligence Speed

Legal Cost Saved

Corporate hygiene that won't bite you later

Early-Stage Governance

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

Model Performance

Validation Robustness

Quantitative models for market analysis

Financial Engineering Research

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.

Agent Uptime

Task Throughput

Memory Search Latency

Layered agent system with memory and contracts

Legion: Modular Agent Orchestration System

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

Setup Time Offline

Failure Rate Disconnected

Offline-capable agent orchestration for air-gapped environments

Legion Offline Variant

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.

Tagging Accuracy

Processing Throughput

AI-powered image organization and dataset prep

ImageScan: Automatic Image Tagger & Renamer

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.

Projects