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mlcyclops/README.md

Nick Chadwick · TECHLEAD 187 · Exceptionally fast. Secure by design.


techlead187.com lucid-agents.com aiworkshopapps.com

X @TechLead187 YouTube @TECHLEAD187 LinkedIn Tampa, Florida



Security-first agentic AI, edge to core. Founder of TECHLEAD 187 LLC · builder of LUCID Agent IDE · co-founder of the C.O.V.E.R.T. Consortium · host of a weekly AI briefing.

I design, build, and securely deploy AI systems for national security and commercial enterprises,
with the evidence leadership needs to approve them. Speed is cheap. Trust is expensive.



$ tl187 mission --brief: map MAPPED, build GREEN, gate ARMED, prove PASS, hand READY. Mission ready, human judgment in the loop.

26+

years in uniform
enlisted → senior CW

IL5

first Google Cloud enclave
for a USAF customer

2006

AI fielded in combat
350+ soldier task force

7,300+

tests gating
LUCID Agent IDE

202

free certification modules
across 11 curricula

01 // Flagship · LUCID Agent IDE

A secure-AI application platform, far beyond a coding agent: build agents and workflows, ground them on your own knowledge, and run them wherever your data is allowed to live, behind a prompt-injection gate on every tool call that cannot fail open. Built on oh-my-pi (omp).

On your own GPUs
Ollama, llama.cpp, vLLM, or any OpenAI-compatible endpoint. Open-weight models on your hardware, fully air-gapped. Nothing leaves the host.

In any enterprise cloud
Anthropic, OpenAI, Google, xAI, Amazon Bedrock, Vertex AI and more: current-generation models, per-model cost showback, mediated and audited egress.

In CUI & TS-authorized clouds
Gov-lockdown routes every turn through the AskSage accredited gateway (FedRAMP High, IL5, IL6, TS), with a CUI-isolated encrypted store and FIPS mode.

  • Fail-closed gate on every tool call - kill the scanner mid-run and it blocks. Even Save in the IDE is scanned.
  • Fleet Mode - many gated agents at once, each on its own repo and model, every reply scanned; one AOS-1 goal with a spend and time budget, and tasks verified before they count.
  • Provenance-backed memory + an encrypted personalization knowledge graph - poisoned content never auto-promotes into what the agent remembers.
  • AI-authorship attribution - a tamper-evident ledger of which model wrote which lines.
  • Remote, Voice & Trainer - drive your desktop agent from your phone end-to-end encrypted, talk to it hands-free (fully offline capable), and let the LUCID Trainer interview your experts into drills.
  • Metadata-only governance telemetry + cross-model cost showback, lucid hub control plane, and signed .lplugin premium plugins.

Download LUCID Release notes Premium plugin store

Authorizations belong to the AskSage gateway and the accredited clouds, not to LUCID itself.

02 // Shipped & in the field

Live products from TECHLEAD 187 and builds from the C.O.V.E.R.T. workshops. We ship what we advise.

EDTECH · WORKFORCE DELIVERED

Free, self-paced certification training: 11 curricula, 202 modules across generative AI, cloud architecture, cloud security, and CMMC CUI awareness, with printable contact-hour certificates.

FINTECH · AGENTS PAPER FIRST

A trading desk AI agents can run: server-side risk gate, kill switch, Strategy Studio honest backtests with overfitting receipts, Market Map, Smart Alerts that explain themselves. REST + 57 MCP tools, 365 offline tests.

MDMP Engine & Joint Planning Engine

DEFENSE · PLANNING LIVE · 3-DAY TRIAL

With Black Arrow Systems: the Army's seven-step MDMP as a guided workflow - doctrinal coach, IPB with MIL-STD-2525D mapping, COA war-gaming, one-click WARNORD/OPORD. JPE carries it to the joint force (seeking a government sponsor).

Products of Black Arrow Systems LLC, built in partnership with TECHLEAD 187. Not official U.S. Army or DoW applications.

DEFENSE · EDGE AI PROTOTYPE · TRL 4

Offline facility survey that keeps working when the network is gone: on-site AI on an NVIDIA DGX Spark, a CUI lockdown switch, native AutoCAD DWG + Revit IFC export, route intelligence, CoT for ATAK.

PRIVACY · PRODUCTIVITY

Meeting capture without a bot in the room: local models, a signed journal, and no server holding your conversations.

EDTECH · POST-QUANTUM

38 narrated 3D modules: BB84 with an eavesdropper on the line, Shor's algorithm on up to 12 simulated qubits, ML-KEM and a CNSA 2.0 migration plan. Every constant cites its primary source.

CAREER · RELOCATION

Evidence-first career and relocation planner for the whole household: fact-checked tailored resumes, OSRM commutes, FEMA flood zones, and a decision brief red-teamed against its own assumptions.

LOCAL-FIRST AI

Household health, insurance and property-tax AI on a knowledge graph that stays on your computer - and a private learning companion with hint ladders that guide without giving the answer away.

All workshop apps

Client & venture work

Described by business vertical only; customer names withheld by design. What they do is open - how the hard parts work stays proprietary.

Vertical What it does Craft
Legaltech Citation-bound case-intelligence dashboard fusing eDiscovery, tracking, and AI work product - role-gated to the row 37 ADRs · 150k+ metadata rows in-process · Bun DuckDB Claude Cloud Run
Smart venues Explainable ambiance engine with human-governed recommendations, scenario playback, vision floor-plan studio CSP pinned to its own sha256 · CodeQL/Trivy/gitleaks gates · Gemini Vision
Defense budgeting Knowledge-graph POM/COA and zero-based-transfer analysis, built for government code ownership Clean-architecture .NET · ML.NET in-process · xUnit
AI infrastructure DGX Loader - remote NVIDIA DGX access with tiered VPN/SSH transport detection Electron typed IPC · Vitest
Contested logistics Ops-intelligence map: threat/port/airfield layers, MGRS grid, synthetic exercise data Next.js
Certification prep Spaced-repetition studio (SuperMemo-2) with grounded pro decks Stripe entitlements
Nonprofit · clean water Donation platform funding village water-system repair Keyless Cloud Run · JSON-LD · $0 idle
GovCon compliance Workflow, ticketing, and compliance automation (Infrastellis Advisory Group) ROI-mapped recommendations
PropTech · consumer fintech Turns an opaque annual homeowner ritual into a guided savings play Investor-ready, brand-first
Local services Growth engineering for a main-street business Push-notification quote alerts (no SMS spend) · AI-search-optimized schema

03 // How I work

Proof is the system that makes advanced technology dependable.

01 Map
Complexity, tech debt, tribal knowledge, stakeholders, and the business outcome before any technical direction.
02 Build
Agentic DevSecOps and spec-driven development inside your existing infrastructure decisions.
03 Prove
Evaluations, security gates, and accreditation evidence (ATO / cATO) that make every AI decision traceable.
04 Hand off
Training, governance controls, and a change-management plan so your team owns the capability.

What I deliver: agentic AI engineering · secure AI platforms & accreditation (RMF, IL5, FedRAMP, CMMC, Zero Trust) · cloud-to-edge architecture for DDIL · data, MLOps & knowledge graphs · AI adoption workshops · GovCon strategy & R&D leadership.

04 // C.O.V.E.R.T. Consortium · AI workshops

Civilian On-ramp for Veteran Engineering, Rapid Transition. A rank- and service-agnostic builder community I co-founded, for veterans, active duty, guard, and reserve members who deploy practical GenAI by doing, not talking - and transition into real technology careers.

  • Show work, not slides. Sessions prioritize live demos, prototypes, and test results.
  • Build together, then build the business. Every session ends with a Marketing & Sales breakout.
  • Cadence: monthly, 120 minutes - Setup → Updates → Demos → Collab → Mktg & Sales.

Visit aiworkshopapps.com Request access

05 // Transmissions

Weekly AI news - how this week's AI stories move access, pricing, geopolitics, markets, and regulation. One 15-minute episode every week, plus Shorts.

Yes, I'm an AI Avatar. Here's How to Actually Learn Super Intelligence (By Building) ▶ Yes, I'm an AI Avatar. Here's How to Actually Learn Super Intelligence (By Building)

Subscribe on YouTube

Security-first agentic AI, edge to core. Weekly AI news that moves access, pricing and policy. Real demos, live takes.

  • Model and pricing changes from OpenAI, Anthropic, Google, xAI
  • AI policy and what it means for your business
  • What each story means for your access, your budget, and national security
  • Build logs from LUCID and the C.O.V.E.R.T. workshops

Follow on X

06 // Government access

TECHLEAD 187 LLC is registered in SAM.gov and is SOF RACER consortium member No. 893 (since September 2026) - the Special Operations Forces Rapid Acquisition Consortium for Emerging Requirements, a prototype OT consortium under 10 U.S.C. § 4022.

UEI · CAGE CAHQVC6L36K5 · 24D23
Size Small business, nontraditional defense contractor · Tampa, FL
Primary NAICS 541715 applied AI/ML R&D · 541511 custom programming · 541512 systems design
In progress CDAO Tradewinds Solutions Marketplace submission for LUCID Agent IDE (Nov 2026)

Capability statement PDF

Consortium membership and marketplace participation do not imply Government endorsement and do not guarantee an award.

07 // Chief Warrant Officer to tech executive

2000 enlisted, Army Reserve network operator · 2006 AI fielded in combat, Iraq · 2016 USSOCOM senior cloud architect · 2019 75th Innovation Command AI Detachment, AFCEA 40 Under 40 · 2021 NT Concepts, first GCP IL5 enclave (USAF), PI on Army SBIR · 2024 Army expert evaluator · 2026 founded TECHLEAD 187 LLC, LUCID Agent IDE, SOF RACER No. 893

  • AI fielded in combat (2006) - installed and ran the Army Research Laboratory's first AI-powered translation capability: Arabic broadcast TV to English in under a second, networked across a 350+ soldier task force during the Surge.
  • USSOCOM (2016-21) - cloud-to-edge for denied environments; with Google, deployed containerized AutoML computer vision on remote edge systems; certified data-science platforms in classified environments.
  • NT Concepts (2021-26) - accredited a U.S. Air Force customer's first Google Cloud enclave at IL5; Principal Investigator for AI agents on Gemini and Gemma for Army predictive logistics; technical advisor for NGC2 Project Trinity.
  • Still serving - senior Chief Warrant Officer of the AI Detachment, Army Reserve 75th Innovation Command, the Army's change agents for emerging technology. Also Senior Consultant, Infrastellis Advisory Group.

08 // Credentials & recognition

CISSP Security+ Google Cloud Generative AI Leader Google Cloud Professional AWS Professional Microsoft Azure Professional Cisco
  • AFCEA 40 Under 40 (2019) · AUSA Sunshine Chapter, 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)

Published

  1. The Future of Military Logistics: AI, Data Models, and Emerging Technologies - NT Concepts Next Talks
  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

Paid forward

  • Co-founder, C.O.V.E.R.T. Consortium - hosts hands-on AI workshops that build real apps.
  • Mentor, MilMentor - free career mentoring for veterans and military spouses: cloud, AI, and the move from uniform to industry.
  • Computer Science Advisory Board, Hillsborough Community College · student mentor, AMRoC · xTechSearch finalist mentor · AFWERX Fusion small-business mentor.
  • Technology Chair, AFCEA Greater Tampa Bay (2019-21).

09 // Arsenal

AI / Agents   Claude Gemini / Gemma OpenAI Ollama vLLM Model Context Protocol NVIDIA DGX Spark

Cloud   GCP AWS Azure Kubernetes Cloud Run

Build   TypeScript Bun Python React .NET Electron DuckDB three.js

Discipline   DevSecOps Zero Trust RMF / ATO / cATO CMMC / FedRAMP Edge / DDIL

Telemetry

GitHub contribution streak

Bring me the problem others call impassable.

Agentic AI, accreditation, cloud-to-edge, or a team that needs to adopt AI safely. Tell me the mission and the outcome you need.

Email nick@techlead187.com Connect on LinkedIn techlead187.com



Speed is cheap. Trust is expensive. Do, not talk. TECHLEAD 187 LLC, Tampa, Florida.

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

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