Blog
ReadyForAI blog: digital workforce, organizational redesign, and enterprise Agent adoption.
From Tobi Lütke's AI Council to Enterprise Deliberation
Reflecting on Shopify CEO Tobi Lütke's AI council, explore how enterprise strategic decisions move from ad-hoc Q&A to structured, auditable deliberation.
Production Doesn't Trust Prompts: The Five Layers of Enterprise Agent Engineering
Writing business policies into a System Prompt does not constitute operational governance. Prompts are advisory inputs to models, fundamentally incapable of providing deterministic execution boundaries in production. This article deconstructs seven critical production failure modes across five nested engineering scopes, reveals why prompt engineering cannot prevent runtime derailment, details the boundaries each of the five layers must enforce, and clarifies which layers enterprises must control themselves.
Build Your Own Control Plane: When Models Expire in Six Months, What Are Enterprises Actually Buying?
Frontier foundation models and Agent frameworks iterate on six-month cycles. Locking business rules, security policies, and organizational knowledge into a proprietary vendor's walled garden forces technical capabilities to reset with every upgrade. This article deconstructs the decoupled architecture of enterprise digital workforce infrastructure—high-frequency execution plane versus sovereign control plane—and its five core governance pillars.
Moving Beyond "High-End Outsourcing": The Ultimate Role of the FDE Is a "Digital Organization Architect"
AI adoption requires restructuring enterprise institutions. FDEs must evolve into digital organization architects of a scalable digital workforce.
You Call a Running Account a SKILL? How Production-Grade Enterprise Agent Skills Should Be Built
Farewell to prompt romanticism. A deep deconstruction of how enterprise production-grade Agent skills achieve industrial-grade governance through specification management, static security gates, and business performance evaluation gates, drawing on engineering practices from knowledge platform LarkScout and context delivery component HarnessServer.
Don't Mistake Super-Copilots for a Digital Workforce
Big tech is selling all-in-one Agents as enterprise AI. Individual output jumps; the organization stalls. This article unpacks the Human Router trap and the digital-fleet architecture enterprises actually need.