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Human Approval and the Problem of Stale Decisions

Human Approval and the Problem of Stale Decisions

by Stephen James Hall | Oct 29, 2026 | HITL, Workflow | 1 comment

Human approval applies to a particular action under particular conditions. When those conditions change, an earlier approval may no longer authorize the action a workflow is about to take. A person may approve a document, deployment, payment, or publication correctly,...
Workflow Timeouts: When Waiting Ends but the Work May Continue

Workflow Timeouts: When Waiting Ends but the Work May Continue

by lucent | Oct 29, 2026 | HITL, Information Architecture, Optimization, Workflow | 0 comments

A workflow timeout means that a component reached its configured waiting limit without receiving the response or completion signal it expected. It does not, by itself, establish what happened to the underlying work. A browser may stop waiting while a server continues...
When More Context Can Make AI Responses Degrade

When More Context Can Make AI Responses Degrade

by lucent | Oct 28, 2026 | Information Architecture, Optimization, Retrieval, Workflow | 1 comment

More context can improve an AI response when it supplies relevant facts, necessary instructions, or useful examples. It can also reduce response quality when it introduces conflicting directions, outdated information, repetition, or material unrelated to the current...
Idempotency: Retrying an Action Without Duplicating Its Effects

Idempotency: Retrying an Action Without Duplicating Its Effects

by lucent | Oct 28, 2026 | Governance, HITL, Security, Workflow | 0 comments

You submit a payment. The page waits, then reports a connection error. Did the payment fail, or did it succeed while the confirmation failed to reach you? The same uncertainty appears when a workflow publishes an article, sends a message, creates an order, or updates...
When Retrieved Sources Disagree: Checking Scope, Versions, and Evidence

When Retrieved Sources Disagree: Checking Scope, Versions, and Evidence

by lucent | Oct 27, 2026 | Automation, Retrieval, Workflow | 0 comments

When retrieved sources disagree, first check whether they address the same claim under the same conditions. Differences in dates, versions, definitions, populations, or methods can make compatible statements look contradictory. If those differences do not explain the...
Prompt Injection in Retrieved Content: Keeping Sources Separate from Instructions

Prompt Injection in Retrieved Content: Keeping Sources Separate from Instructions

by lucent | Oct 25, 2026 | Automation, Security, Workflow | 0 comments

Prompt injection in retrieved content occurs when material an AI system reads contains instructions intended to redirect the system’s behavior. Those instructions may appear in a webpage, document, email, search result, or tool response that the system encounters...
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