Essays, insights, and
reusable frameworks
The thinking behind SVAG Labs — long-form essays on the discipline of AI-era decision-making, short observations on what the market is missing, and the named frameworks that anchor the work.
AI in Healthcare: The Unit Economics Are Broken
AI implementations cost 3 to 5 times the advertised subscription price. In a fixed-reimbursement market, that cost has nowhere to go. A first-principles look at why healthcare AI economics break — and where they don't.
Healthcare · AI Economics · TCO · InvestmentGPU Idle Is a Storage Problem
Production AI clusters consistently run below 50% utilization — and the dominant cause is the layer nobody is buying for. A practitioner's brief on the architectural decision being misallocated across the enterprise AI stack.
Storage · Workload · EconomicsThe Transaction Edge: Why Business Physics Trumps the AI "Gospel"
The supply-side worldview prioritizes plumbing and treats the customer touchpoint as secondary. A first-principles argument that whoever owns the Edge — the point where information meets intent — holds the economic power of the entire stack.
Edge · Outcomes · SovereigntyBusiness Physics: Capture → Knowledge → Outcome → Transaction
The four-step kinetic-value model extracted from The Transaction Edge. A reusable diagnostic for where information actually converts into captured value — and where most enterprise AI investment stops short of the transaction.
Framework · DiagnosticVibe Coding Is the Future — But Not for the Reason People Think
The dismissive framing misses what's actually happening. Each platform shift since the 1990s expanded who could participate in building. LLMs are the next step — but only if disciplined thinking moves complexity to the right layer.
Intent · Context · DisciplineWhat Does "Going AI" Actually Mean? The Five-Tier AI Decision Taxonomy
Five things "going AI" can mean — each with a different cost structure, time-to-value, and competitive implication. Conflating them is the most expensive mistake in enterprise technology today. The framework that anchors the AI Decision Series.
Packaged · Point · Embedded · SDLC · PlatformThe Library houses the conceptual work — long-form essays first appear in Machine Capital Brief, our practitioner's letter on AI economics. The AI Readiness Model maps where organizations stand. The Decision Tools turn the thinking into financial models you can run against your own numbers.