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mlcyclops/README.md
Nicholas A. Chadwick - Cloud & Data Technical Lead, AI/ML Engineer, Army Veteran, National Security

LinkedIn X / Twitter Website Tampa, Florida



Security-first AI engineer · Founder, TECHLEAD 187 LLC · 26 years in uniform, still serving.

I build AI systems that earn trust the hard way - fail-closed by construction, provenance on every byte,
and proven in the places where "it mostly works" is not an option.

Mission Brief

Proof is the system that makes advanced technology dependable.

I've spent 26+ years taking technology from demo to fielded - starting as an enlisted network operator and ending up the senior Chief Warrant Officer of an Army AI Detachment. Along the way:

  • Fielded the Army's first AI-powered language translation capability in wartime Iraq (2006) - Arabic broadcast TV to English in under a second, networked across a 350+ soldier task force.
  • Accredited a first-of-its-kind Google Cloud enclave at Impact Level 5 for a U.S. Air Force customer - GKE, identity, and collaboration services where others said it couldn't be done.
  • Principal Investigator for an Army advanced R&D program building AI agents for predictive logistics on Gemini/Gemma, with knowledge-graph platforms running on edge hardware.
  • Deployed containerized computer vision to the tactical edge with Google while architecting cloud-to-edge for U.S. Special Operations Command - plus Zero Trust, data-science platforms, and IaC in denied/degraded/disconnected environments.
  • Founded TECHLEAD 187 LLC (2026) - a Tampa engineering practice for security-first agentic AI, from national security to commercial verticals.

Flagship · LucidAgentIDE

mlcyclops/lucidagentide - a fail-closed security · provenance · memory layer built around an agentic coding runtime, not a fork of one.

725 tests fail-closed Bun TypeScript Electron DuckDB
  • A prompt-injection gate that cannot fail open - kill the scanner mid-run and it blocks, provably, forever green in CI.
  • Provenance-gated memory - poisoned content can never auto-promote into what the agent remembers.
  • AI-authorship attribution - a tamper-evident ledger of which model wrote which lines, per repo and identity.
  • Sovereignty-aware model governance + an accredited government AI gateway integration, with lockdown mode.
  • An encrypted personalization knowledge graph the agent learns and recalls across sessions - plus one-command ChatGPT/Claude/Gemini history migration, every message scanned on the way in.
  • Cross-model cost showback - real-time token spend, cache savings, per-model drill-down.

Selected Builds

Client and venture work, shipped or in flight - described by business vertical only; project and customer names withheld by design. What they do is open - how the hard parts work stays proprietary.

Litigation Intelligence Platform

LEGALTECH

An AI case-intelligence dashboard that fuses eDiscovery review data, project tracking, and AI work product into one always-on, citation-bound case record - grounded answers only, role-gated to the row level.

Craft: 37 ADRs · 150k+ live document metadata rows fused in-process · immutable data artifacts · deterministic, evidence-cited retrieval · scale-to-zero serverless.

Bun DuckDB Claude Cloud Run WIF keyless deploys

Ambient-Intelligence Venue Engine

SMART VENUES · HOSPITALITY & ENTERTAINMENT

An explainable ambiance engine for large-venue operators - reads room state, synthesizes guidance, and surfaces human-governed recommendations. Nine operator views, scenario playback, audit trail, and a vision-powered floor-plan studio.

Craft: CSP pinned to the document's own sha256 (CI-enforced) · keyless deploys · credential-safe by design · CodeQL/Trivy/gitleaks gates on every push.

Gemini Vision Cloud Run nginx (uid 101) GitHub Actions

Tactical Site-Assessment Platform

DEFENSE · EDGE AI

A facility-assessment platform for teams that work where the internet doesn't: dual-mode AI (cloud Gemini or fully offline Ollama), blueprint distillation into 8-layer tactical DXF, and direct ATAK/CoT export.

Craft: real geospatial pipeline - EXIF GPS extraction, DXF/KML generation, mission-ready exports with zero connectivity.

Python Gemini Ollama ezdxf ATAK

Resource Planning & Budget Analytics

DEFENSE · PROGRAMMING & BUDGETING

AI-native planning and zero-based-transfer analysis for defense resourcing (POM/COA) - knowledge-graph reasoning over budget lines, narrative generation, built for government code ownership end to end.

Craft: clean-architecture .NET solution · ML.NET in-process · xUnit coverage · enterprise-ICAM auth ready.

.NET Core ML.NET Knowledge Graphs xUnit

More on the bench

Vertical The gist
Career intelligence React 19 + Gemini mobility copilot - commute mapping, resume optimization with injection-hardened PDF parsing, multi-tier model routing
EdTech · certification prep Spaced-repetition studio (SuperMemo-2) with Stripe entitlements and grounded pro decks (networking, cloud, military planning)
EdTech · K-12 Chrome MV3 curriculum companion - adaptive 3-rung math hint ladder, E2E-encrypted parent monitoring, encrypted DuckDB provenance store
PropTech · consumer fintech Turns an opaque annual homeowner ritual into a guided savings play - investor-ready, brand-first
Nonprofit · clean water Donation platform funding village water-system repair - keyless Cloud Run deploys, full SEO/JSON-LD treatment, $0 idle cost
AI infrastructure Electron landing zone for remote NVIDIA DGX access - tiered VPN/SSH transport detection, typed IPC, Vitest-covered command building
Defense · contested logistics Next.js ops-intelligence map - filtered threat/port/airfield layers, MGRS grid, synthetic exercise data
GovCon compliance Workflow, ticketing, and compliance automation for government contractors (via advisory engagements)
Local services Growth engineering for a main-street business - push-notification quote alerts (no SMS spend), AI-search-optimized schema

The Long Game

timeline
    title 26 years of fielded technology
    2000 : Enlisted - Army Reserve network operator
    2006 : Fielded the Army's first AI language translation in wartime Iraq - 350+ soldier task force
    2016 : Senior Cloud Architect, USSOCOM - cloud-to-edge AI, computer vision at the edge, Zero Trust
    2021 : Cloud & Data Technical Lead - first GCP IL5 enclave (USAF) - PI, AI predictive logistics
    2026 : Founder, TECHLEAD 187 LLC - security-first agentic AI - senior CW, Army AI Detachment
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Still serving with the Army Reserve's 75th Innovation Command - the Army's change agents for emerging technology - as the senior Chief Warrant Officer of its AI Detachment: Project Convergence S&T advisory, Hacking4Defense, bug bounties that put reverse-engineering toolkits in soldiers' hands, and expert evaluation of next-gen Zero Trust, SATCOM, and AutoPACE AI/ML networking (2024-25).

Credentials & Recognition

CISSP Security+ AWS Google Cloud Google Generative AI Leader Azure Cisco
  • AFCEA 40 Under 40 (2019)
  • AUSA 75th Innovation Command Officer of the Year (2019)
  • Army Reserve Most Outstanding Recruiter (2012)
  • BBA, Accounting & Information Systems - University of Toledo (with honors, earned while serving)

Publications

  1. The Future of Military Logistics: AI, Data Models, and Emerging Technologies
  2. Digital Engineering Tools for Efficient AI Development
  3. Fight and Win in Contested Multi-Domain Operations - Small Wars Journal
  4. Cloud-Agnostic Data Management Solutions
  5. Data Management Design Patterns for Cloud Ecosystems

Community

  • Co-founder, COVERT Consortium - helping transitioning veterans launch engineering careers.
  • GenAI educator - enterprise-wide hands-on GenAI workshops, the Idea-to-App Pipeline course, and a tactical GenAI training curriculum for military audiences.
  • Mentor: FedTech xTechSearch finalists (IoT/AI), AFWERX Fusion small businesses, AMRoC students, and Hillsborough CC computer-science advisory board.
  • AFCEA Greater Tampa Bay Chapter Technology Chair (2019-21).

Arsenal

AI/Agents   Gemini Claude Ollama LangChain Model Context Protocol

Cloud   GCP AWS Azure Kubernetes Cloud Run

Build   TypeScript Bun Python React .NET Electron DuckDB Firebase

Discipline   DevSecOps Zero Trust Compliance Edge / DDIL

Telemetry

GitHub stats Top languages

Building something where trust, security, and delivery all have to be true at once?

Connect on LinkedIn TECHLEAD 187 LLC



Signal clear - end transmission

© 2026 Nick Chadwick · TECHLEAD 187 LLC · Do, Not Talk.

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  1. lucidagentide lucidagentide Public

    Security-First Agentic IDE Coding Harness

    TypeScript 18 2