Elliott Rayne’s Blog.
My notes, frameworks, and focused thinking. I write about what we’re building, what we’re learning, and my predictions for how AI will continue to reshape business.
All Articles
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The Difference Between AI Accuracy and Operational Reliability
Read Article: The Difference Between AI Accuracy and Operational ReliabilityAI operational reliability asks a different question from whether a model produced a correct answer. The answer can be right while the business outcome…
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Why AI Systems Need Versioned Policies
Read Article: Why AI Systems Need Versioned PoliciesAI policy versioning matters because an operational decision can outlive the rule that originally governed it. A task may begin in the morning, wait…
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How to Decide What an AI Agent Should Escalate
Read Article: How to Decide What an AI Agent Should EscalateAI escalation is often treated as a fallback for the moments when an agent gets confused. I think that is too narrow. An agent…
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The Hidden Cost of Giving AI Too Many Tools
Read Article: The Hidden Cost of Giving AI Too Many ToolsAI tool selection is an architectural decision before it is a model configuration decision. I think that becomes clearer when you imagine an assistant…
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Why AI Governance Should Be Visible in the Product
Read Article: Why AI Governance Should Be Visible in the ProductAI governance becomes more useful when the person operating the system can see what it means for the work in front of them. Not…
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How to Prevent Duplicate Actions in AI Workflows
Read Article: How to Prevent Duplicate Actions in AI WorkflowsA customer can ask for one change while the infrastructure delivers the request several times. The message is repeated. A queue redelivers an event.…
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What an AI Agent Should Remember About a Customer
Read Article: What an AI Agent Should Remember About a CustomerBeing asked the same question repeatedly can make a company feel less coherent than it actually is. The customer already explained the request. They…
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Why Enterprise AI Needs a Change Management Process
Read Article: Why Enterprise AI Needs a Change Management ProcessChanging a prompt can change the operation as surely as changing code. The edit may be small. A different instruction. Another tool. A broader…
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How to Design AI Workflows Around Exceptions
Read Article: How to Design AI Workflows Around ExceptionsMost workflow diagrams are drawn around the day when nothing goes wrong. The information arrives. The agent understands it. The tools respond. The conditions…
