Governed Procurement AI
A live brief showing how procurement moves from fragmented source data to governed execution, human approvals, and measurable ROI.
Built to scale with briefs and deep dives.
Models to Margins is organized into two reading modes. Brief is the faster, curated front door: flagship reads that frame the market, explain the shift, and help you orient quickly. Deep Dives is where the operating detail lives: company breakdowns, workflow maps, and structured analysis for readers who want to understand how the mechanics actually work.
Harness Engineering — The Discipline Around the Model
Agent = Model + Harness. The model does the thinking; the harness decides what's true, what tools exist, what gets verified, and what survives a crash. Ten interactive scenes that take you from the equation to the implementation playbook.
Brief
Current brief
Curated flagship reads that synthesize the signal quickly and make the deeper operating questions easier to navigate.
Token Mission Control 2026 — The Master Atlas
A live atlas for token optimization in agentic coding workflows, covering context economics, pruning, model routing, budget controls, and the operating patterns that keep AI work from turning into runaway token spend.
Where AI Margin Actually Accrues
A scroll-editorial live brief showing why durable AI value sticks where companies control proprietary data, workflow queues, and execution rails rather than thin copilots that cannot change the operating system.
Deep Dives
Current deep dives
Workflow-level analysis, interactive maps, and company-specific investigations for readers who want more than the headline.
Harness Engineering — The Discipline Around the Model
Agent = Model + Harness. The model does the thinking; the harness decides what's true, what tools exist, what gets verified, and what survives a crash. Ten interactive scenes that take you from the equation to the implementation playbook.
Future of Work Deep Dive
An evidence-led decision dashboard ranking the top five job-creation arenas across three horizons, with explicit scoring, confidence, and source traceability.