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Can AI Agents Replace Workflows? — Why Enterprise Work Still Needs State, Transitions, and Constraints

October 7, 2026 by Peter
An Agent panel for Workflow Authoring and Semantic Planning connects through an ESTC boundary to Committed State controls for Authority, Legal Transition, Constraint, Commit, and Audit, with Peter on the right.

Can AI agents replace n8n, Make, Zapier, and workflow engines? This article reframes the debate around enterprise shared state, legal transitions, constraints, and the boundary between semantic judgment and deterministic software.

Categories Enterprise AI Tags Agentic AI, AI Agent, Enterprise Workflow, ESTC, n8n

What Building an Email Classifier with JEV Taught Me About Decision Boundaries

September 28, 2026 by Peter

I built a JEV and n8n email classification PoC expecting to focus on model performance. The harder work was defining the active request, writing category boundaries, and deciding when a model judgment becomes a business decision.

Categories Enterprise AI Tags Decision Harness, Email Classification, Enterprise AI, JEV, n8n

Why I Use n8n for AI Agent PoCs: Deterministic Workflows Matter in Enterprise AX

September 18, 2026 by Peter
AI agent PoC architecture separating agentic reasoning from deterministic workflow control in enterprise systems

AI agents do not need to reason through every step. Based on hands-on n8n PoCs, this article shows how to separate agentic reasoning from deterministic workflow control and carry that boundary into enterprise production architecture.

Categories Enterprise AI Tags Agentic Workflow, AI Agent Architecture, Deterministic Workflow, Enterprise AX, n8n

When ChatGPT Commits, the Server Moves: AI Automation with GitHub, n8n, and OCI

September 12, 2026September 11, 2026 by Peter
Event-driven AI automation architecture connecting ChatGPT, GitHub, n8n, FastAPI, and OCI

Build an event-driven AI automation flow where ChatGPT commits changes to GitHub, n8n applies policy, and an OCI FastAPI runtime executes only allowlisted actions against the exact commit.

Categories Enterprise AI Tags AI Automation, ChatGPT, GitHub, n8n, OCI

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