How to Build Rollback Plans for AI Workflows
A rollback plan for an AI workflow is not simply a command that restores the previous model version.
Strategic essays and practical notes on Agentic AI, AI Ops, data platforms, decision intelligence, and intelligent workflows.
A rollback plan for an AI workflow is not simply a command that restores the previous model version.
Most AI agents fail quietly. They do not always collapse in a dramatic production incident. More often, they disappoint because…
Many enterprise agent strategies are incomplete for one reason: they describe what the agent should do, but not how the…
Executive Summary An enterprise is not ready for agentic AI merely because it has access to a capable model, a…
Why AI Agents Need More Than Language Ability A large language model can generate answers. An AI agent must move a workflow…
Executive Summary Most enterprise AI discussions suffer from a terminology problem. Teams call everything an “AI agent.” Vendors market chatbots…
The Simple Business Definition An AI agent is a software system that can pursue a goal by reasoning over context, choosing actions,…
Executive Summary Agentic AI fails when it is designed around technology instead of work. Many organizations start by asking what…
Executive Summary The term “AI agent” has rapidly become one of the most discussed concepts in enterprise AI – and…
Most enterprise conversations about AI agents start in the wrong place. They begin with the model. Which LLM should we…