Engineering Intelligence · Defense Tech · AI Systems

Stop paying consultant rates
for what's already written.

JAWNVION helps defense contractors and regulated organizations deploy AI without losing control of their knowledge, evidence, or compliance posture.

That AI Jawn!™

220,000+ DIB companies need CMMC
$10,000 Avg consultant cost
$349 Our CMMC compliance kit
6 live now Instant download

Everything ships as a download.

Buy once. Yours forever. No subscriptions, no seats, no BS.

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AI Training Workbook
Build AI Systems That Actually Ship
A practical guide to training, fine-tuning, and deploying large language models. Not theory — working code and real decisions at every step.
What's included
Complete AI training workbook (PDF + .docx)
14 interactive chapter walkthroughs (web)
Code templates: QLoRA, RAG, FastAPI, monitoring
Hardware estimator, dataset size calculator
Build vs. fine-tune decision framework
$49 one-time
Get the Workbook →
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CMMC Level 2 Compliance Pack
13 Ready-to-Use Policy Documents
A practical documentation foundation for organizations preparing for CMMC Level 2 assessment — professionally structured to NIST 800-171 standards, ready to customize in an afternoon.
13 documents included
System Security Plan (SSP)
Plan of Action & Milestones (POA&M)
Incident Response Plan + 4 more policies
Full 110-Control Gap Assessment scorecard
Asset Inventory + Data Flow diagram template
$249
$349
LAUNCH PRICE
one-time · .docx files
Get the CMMC Pack →
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SBIR Proposal Template
A Real Phase I Submission, Generalized
AVAILABLE NOW
A professionally written, complete Navy SBIR Phase I proposal — stripped of company-specific details and structured as a model for first-time filers.
What's included
Full Phase I proposal template (.docx)
Technical volume structure + narrative guidance
Innovation & Phase II transition framing
Team/facility section scaffold
Annotated comments throughout
$149 one-time
Get the SBIR Template →
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LLM Engineering Labs
17 Interactive Colab Notebooks
Hands-on Jupyter notebooks covering LLM engineering end-to-end — RAG pipelines, fine-tuning loops, inference optimization, and production patterns. Run instantly in Google Colab. No local GPU required.
What's included
17 Google Colab notebooks
RAG, fine-tuning, LoRA/QLoRA labs
Inference optimization + quantization
Evaluation & monitoring patterns
Runs free on Google Colab
$69 one-time
Get the Lab Pack →
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AI Training Bundle
The Complete AI Engineer's Starter Pack
The AI Workbook plus the 17 Colab Labs in one bundle — the fastest path from zero to shipping real AI systems. Save vs. buying separately.
Everything in the bundle
AI Engineer's LLM Workbook (PDF + .docx)
17 Interactive Colab Lab notebooks
14 interactive chapter walkthroughs
All code templates & decision frameworks
Best value for new AI engineers
$99 one-time
Get the Bundle →
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AI Developer's Playbook
The Reference Every AI Engineer Needs
A structured reference for working AI engineers. Model selection, architecture decisions, training strategy, deployment patterns, and evaluation — built for practitioners who need answers fast, not another tutorial.
What's inside
Model selection decision framework
Training & fine-tuning strategy guide
Deployment architecture patterns
Evaluation & benchmarking playbook
Beginner → Advanced coverage
$99 one-time
Get the Playbook →
NIST 800-171 Rev 2 aligned
110 controls Gap assessment
.docx format Edit in Word / Google Docs
No subscription One-time purchase
peter@jawnvion.com Direct support

Built by a practitioner. Used by practitioners.

Real documents from real submissions — not generated from a compliance checklist.

6 Digital products
live now
110 NIST 800-171 controls
covered in the CMMC kit
13 Ready-to-edit policy
documents in the CMMC pack
17 Colab notebooks in
the LLM Engineering Labs

The CMMC kit saved me weeks of work. I was staring at 110 controls thinking I needed to hire a consultant. This gave me a real starting point I could actually edit in a weekend.

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Defense Contractor
CMMC Level 2 Compliance Pack

I'd never filed a SBIR before. Having a real proposal to work from — one that had actually been submitted — was the difference between a blank page and a finished document.

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First-Time SBIR Filer
SBIR Phase I Proposal Template

The Colab labs are the most practical LLM content I've found. No fluff, no "hello world" exercises — just working pipelines I could adapt for my own use cases immediately.

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ML Engineer
LLM Engineering: 17 Colab Labs
About Jawnvion LLC

I built these because I needed them and couldn't find anything worth buying.

My name is Peter Terefenko. I'm the founder of Jawnvion LLC — a defense tech and AI engineering company based in Philadelphia. Engineering Intelligence isn't a tagline. It's the actual problem I'm solving.

I've spent years at the intersection of AI systems, defense contracting, and regulated environments. The CMMC compliance kit came out of preparing my own documentation for a Navy contract pursuit. The SBIR proposal template is derived from a real Phase I submission. The AI workbook and Colab labs are what I wish existed when I was building and shipping LLM systems from scratch.

Every product here is a practitioner artifact — the real thing, generalized so you can use it. I'm not a consultant selling advice. I'm an engineer who built the thing and documented it.

The bigger play is EKOS — an enterprise AI platform for organizations that cannot afford to hallucinate. CMMC-aligned, evidence-grounded, built for defense contractors and regulated industries. Jawnvion's digital products fund that mission and put real tools in the hands of the people who need them now.

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Actively pursuing CMMC Level 2 The compliance kit came from my own assessment work — not template-generated
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Navy SBIR submitter The proposal template is derived from a real Phase I submission, not a framework
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Building EKOS AI Engine Platform Enterprise knowledge authority for defense — auditable, evidence-grounded, CMMC-aligned
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Jawnvion LLC — Philadelphia, PA Veteran-owned small business. That AI Jawn!™

Founder

Peter Terefenko
Founder & Principal Engineer · Jawnvion LLC
Company Jawnvion LLC
Focus Defense Tech · AI
Platform EKOS Engine
SBIR Navy Phase I
Location Philadelphia, PA
peter@jawnvion.com →

14 interactive chapters.

The workbook ships with browser-based walkthroughs for every chapter. First two are free.

Questions people actually ask.

Straight answers. No sales copy.

The kit is a documentation foundation — professionally structured to NIST 800-171 and designed to be customized to your actual environment. No template alone passes an audit; a C3PAO assesses your implementation, not your docs. What this gives you is a legitimate, complete starting point instead of a blank page. The legal footer on every page is accurate: consult a qualified C3PAO before submission.
The CMMC kit and SBIR template ship as .docx files — fully editable in Microsoft Word, Google Docs, or LibreOffice. The AI Workbook comes as PDF + .docx. The Colab Labs are Jupyter notebooks you can open directly in Google Colab. Everything is yours to modify.
It's derived from a real Navy SBIR Phase I submission — not assembled from a generic "proposal writing" framework. Company-specific details have been removed and replaced with structural guidance and annotated comments throughout. First-time filers use it as a model for structure, narrative flow, and section framing.
No. Every lab is designed to run on Google Colab's free tier using available GPU/TPU runtimes. You don't need local hardware. Some fine-tuning labs run faster on Colab Pro, but they're built to complete on free compute.
The AI Workbook covers Beginner → Advanced with each chapter building on the last. The Colab Labs assume you can read Python — you don't need to write it from scratch, but you should be comfortable following along. The Developer's Playbook is a practitioner reference, so some prior exposure to ML concepts helps. The Bundle is the best entry point if you're starting from zero.
Digital downloads are final sale — once you have the files, the purchase can't be reversed. That said, if something is wrong with what you received or it's not what was described, email peter@jawnvion.com directly. Real problems get real responses.
CMMC Level 2 — 110 controls across 14 domains aligned to NIST SP 800-171 Rev 2. This is the level most DoD subcontractors handling CUI are required to achieve. Level 1 (17 practices) is a subset of Level 2, so the kit covers it as well.
Each purchase is licensed for a single organization's use. If you need multi-seat or enterprise licensing — for a prime contractor deploying these across portfolio companies, for example — reach out directly. Enterprise licensing is available.
Enterprise & Defense Primes

EKOS — The Knowledge Authority Engine

Turn fragmented organizational knowledge into an authoritative, evidence-backed current state.

EKOS is the full platform — an enterprise operating system for organizations that cannot afford to hallucinate. Every claim traces to evidence. Every decision has provenance. Every gap is flagged, never crossed. Built for defense contractors, aerospace, and regulated industries where knowledge authority isn't optional.

Knowledge Authority Engine Auditable Provenance Evidence-Grounded AI CUI Deployment Roadmap Version Intelligence Contradiction Detection CMMC-Aligned Architecture Controlled AI Search Site License
Site license from
$2,500
Contact for Pricing
peter@jawnvion.com