The Engineering Bottleneck Moved—From Communication to Infrastructure
When coordination gets cheap, verification becomes the scarce resource.
 • Souriya Khaosanga
Business Education Is Becoming an AI Operating System
Five structured prompts with Professor Nathan Yang map curriculum lag, GEO, tiered governance, likeness protocols, and cross-functional…
 • Souriya Khaosanga
Claims Adjudication Validators: Fail-Closed Gates Before Payer Copilots Pay
CMS measured $28.83B in Medicare improper payments (FY2025); OIG audits show missing system edits enable silent overpay—fail-closed validators before…
 • Souriya Khaosanga
Agent Sandbox to Production: Five Gates That Survive a Quarterly Business Review
A fraud agent that clears five gates in the sandbox still fails QBR if promotion skips ownership, eval, economics, rollback, or retirement.
 • Souriya Khaosanga
Clinical Workflow Operators: From Reactive Documentation to Proactive Patient Coordination
Healthcare bottlenecks are coordination, not diagnosis—clinical workflow operators screen populations, assemble context, route handoffs, and audit…
 • Souriya Khaosanga
Multi-Jurisdictional Compliance Wrappers: One Agent, Five Rule Packs
Packaging jurisdiction rules as swappable validator modules on one agent core—maintainability vs. legal specificity with clear module contracts.
 • Souriya Khaosanga
Consent Management for AI Personalization: Fail-Closed Before the Promo Model Runs
MarTech teams gate personalization inference on consent state validators—GDPR and state privacy rules enforced deterministically before any generative…
 • Souriya Khaosanga
The Retirement Ceremony: When to Kill AI Workflows Without Ghost Spend
Pilots that never die cleanly leave ghost spend—orphaned embeddings, cron jobs, and API keys. A five-step retirement ceremony kills run-rate within one…
 • Souriya Khaosanga
Fraud in Legal Payments: Verifying Counterparty Identity Before Agent-Initiated Transfers
CRO brief on payment fraud when agents initiate wires from contract workflows—automation efficiency vs. payment integrity with identity verification…
 • Souriya Khaosanga
The Routing Stack: When Cascade Models Beat One-Size-Fits-All Inference
One flagship model for every call overspends on trivial requests—a tiered routing stack cuts inference 30–45% when cascades are observable and tied to…
 • Souriya Khaosanga
The MRM Memo Your GC Can Audit: Logging Contracts for Prompt + Retrieval Bundles
Board-ready framing for model risk when contracts are the product—five log fields every legal AI deployment must capture before prompt changes ship…
 • Souriya Khaosanga
The Procurement Scorecard: How Buyers Grade AI Vendors Before Data Flows
Legal MSAs catch liability late—buyers need a six-dimension procurement scorecard (data handling, subprocessors, eval artifacts, autonomous-action caps…
 • Souriya Khaosanga
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