REFERENCE LIBRARY

AI Resources for
Decision-Makers

Curated reference material for SMB owners, operators, and IT leads navigating AI adoption without exposing sensitive data. No hype. No affiliate links. Updated each issue of The Private Stack.

Regulatory Reference

Summaries for orientation, not legal advice. Check the linked source and your own contract language.

US Federal

DFARS 252.204-7012 — Safeguarding Covered Defense Information ↗

The Defense Federal Acquisition Regulation Supplement (DFARS) clause that requires defense contractors and subcontractors to protect Controlled Unclassified Information (CUI) to the NIST SP 800-171 standard, report cyber incidents within 72 hours, and use only cloud services meeting the Federal Risk and Authorization Management Program (FedRAMP) Moderate baseline or equivalent for that data. Unaffected by the CMMC suspension.

US Federal

NIST SP 800-171 Rev 2 — Protecting CUI ↗

The 110 security requirements from the National Institute of Standards and Technology (NIST) that DFARS 7012 and CMMC Level 2 point to. Revision 2 is the version current Department of Defense contracts reference. A system that stores or processes CUI is in scope, and a search index built from CUI documents stores CUI.

US Federal

CMMC — Program Status ↗

Cybersecurity Maturity Model Certification (CMMC) Phase 1 self-assessments have applied to new Department of Defense contracts since November 10, 2025. On July 13, 2026, the Department suspended Phase 2, the third-party certification audits planned for November 10, 2026, pending a reform review. As of October 20, 2026, no new date has been announced. The DFARS and NIST SP 800-171 obligations still apply.

US Federal

NIST AI Risk Management Framework (AI RMF 1.0) ↗

The de facto standard for voluntary AI governance in the US. Essential reading before any AI procurement or deployment decision.

US States

US State AI Bill Tracker — Q1 2026 ↗

Over 600 state AI bills introduced in 2026 legislative sessions. Focuses on transparency, AI-generated content disclosure, and automated decision systems.

EU

EU AI Act — Compliance Timeline ↗

High-risk obligations now apply from December 2, 2027 for stand-alone systems such as hiring, credit scoring, and education tools, and from August 2, 2028 for AI built into regulated products. The deferral came from the Digital Omnibus on AI, adopted in June 2026, which also extends some small-business relief to small mid-cap companies. Most Article 50 transparency duties started August 2, 2026; labeling of AI-generated content moved to December 2, 2026. Relevant if you sell into the EU.

SMB AI Landscape

On-Premise

Ollama — Local Model Inference ↗

Run LLMs entirely on-premises. No API keys, no cloud calls, no data leaving your network. Supports Llama, Mistral, Qwen, Gemma and dozens of others.

On-Premise

ChromaDB — Local Vector Database ↗

Open-source embedding store for RAG pipelines. Self-hostable, no SaaS dependency. The storage layer for private knowledge bases.

On-Premise

Open WebUI — Self-Hosted Chat Frontend ↗

Browser-based chat interface that connects to local Ollama instances. Replaces ChatGPT UI without sending data anywhere.

Key Concepts

Concept

RAG — Retrieval-Augmented Generation

Technique that grounds AI responses in your own documents. The model queries your private knowledge base before answering — dramatically reducing hallucinations and keeping proprietary data local.

Concept

On-Premise vs. Cloud AI — The Data Risk Gap

When you send a query to a cloud AI service, that query — and any attached context — leaves your network. For businesses handling trade secrets, client data, or regulated information, that is the risk.

Concept

Agentic AI — What It Means for SMBs

AI systems that take autonomous action (browsing, writing files, calling APIs) rather than just answering questions. As of 2026, agentic systems are production-deployed at enterprise scale. SMBs need a plan.

Ready to see where your business stands?

Request an AI Readiness Audit →