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Workflow Design

After MCP, the Harder Problem Is Tool Planning and the Execution Boundary

September 17, 2026 by Peter
MCP agent architecture with a clear execution boundary between tool planning and enterprise runtime control

MCP makes it easier to expose tools to AI agents, but tool connectivity is not execution authority. This article separates agent planning from runtime context, authorization, policy enforcement, approval, idempotency, and deterministic execution in enterprise systems.

Categories Enterprise AI Tags Agent Runtime, AI Agent Architecture, MCP, Tool Calling, Workflow Design

Salesforce Email-to-Case AI Classification ② What Happens When Intent Changes Inside the Same Email Thread?

September 12, 2026September 6, 2026 by Peter
Salesforce Email-to-Case AI design separating intent interpretation, human review, and deterministic business-state transition.

A practical Salesforce Email-to-Case design for changing customer intent inside one thread: let AI interpret meaning, use human acceptance as the transaction boundary, and keep state changes deterministic.

Categories Enterprise AI Tags AI Classification, Email-to-Case, Enterprise AX, Salesforce, Workflow Design

The 95% AI Pilot Failure Number Is Not the Real Story

September 12, 2026September 3, 2026 by Peter
Enterprise AI workflow and context architecture showing the system boundaries around LLM judgment

The 95% Number Is a Signal, Not the Conclusion When I first saw the “95%” figure, the number itself was not the part that stayed with me. A failure rate that dramatic is easy to repeat, but it can also flatten a much more useful question: why do capable models, serious vendors, and well-funded pilots … Read more

Categories Enterprise AI Tags Agentic AI, Context Engineering, Workflow Design

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