Thinking Out Loud
on AI Architecture
Articles on governance, agentic systems, and the architecture decisions that matter.
45% of AI-Generated Code Has Security Flaws. Your Review Process Wasn't Built for This.
45% of AI-generated code fails security tests. Data from Veracode, Georgia Tech, and GitGuardian shows why review processes need structural governance, not just more scanners.
AI Development · Technical DebtAI Is Writing 41% of Your Code. Who's Reviewing It?
41% of code is now AI-generated. Technical debt rises 30-41% after adoption. Data from arXiv, LinearB, and Gartner on why structured methodology beats more scanners.
AI Governance · FederalWhy Runtime Governance Is the Missing Layer in Federal AI Deployment
Most federal AI frameworks address policy and risk taxonomy. None enforce at runtime. ERIGO-OS™ fills that gap — here's why it matters.
Agentic Systems · ArchitectureActor-Agnostic Governance: The Design Principle That Changes Everything
Governing an AI agent and governing a human analyst require the same architectural primitives. The implications are significant.
SMB · AI StrategyAI Strategy for Small Business: A 90-Day Plan
A practical roadmap for small businesses to adopt AI — from initial assessment through implementation, without the enterprise overhead.
SMB · AI AutomationHow Small Businesses Are Actually Using AI to Automate Work in 2025
Real examples, no hype. The patterns that produce measurable time savings versus the patterns that produce shiny demos.
SMB · Customer GrowthHow Small Businesses Use AI to Attract Customers
Practical AI applications for customer acquisition — from content generation to lead scoring — that work at SMB scale.
SMB · Local BusinessAI for Local Business Growth in 2025
How local businesses are using AI to compete with larger players — marketing, operations, and customer experience.
SMB · WorkforceJob Creation and AI in Small Business Teams
AI isn't replacing small business jobs — it's reshaping them. How teams are evolving roles around AI-assisted workflows.
Leadership · Fractional CTOWhat Is a Fractional CTO?
The fractional CTO model — when it makes sense, what to expect, and how it differs from a full-time hire or a consultant.
Agentic Systems · MethodologyAI Is Supercharging Agile Projects in 2025
How AI-augmented development methodologies are changing the speed and quality of agile delivery — without replacing human judgment.
Agentic Systems · DevelopmentAI and Agile: A New Operating Model
Agile was designed for human teams. What changes when AI agents join the sprint? The architectural implications are deeper than tooling.
Founder · Operating ModelThe Founder's Code: Building an AI-First Business
What it means to build a company with AI as a first-class architectural decision — not a bolt-on after the fact.