AI for Operations and Knowledge Work
A calmer route into everyday AI usage for operators, PMs, and knowledge workers.
Open learning path: AI for Operations and Knowledge WorkTopic
Review
This topic appears in 23 published training items.
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Agents and Architecture
When agent patterns help, when they do not, and how to design boundaries, review, recovery, and rollout gates.
Open course: Agents and ArchitectureLessons - 10
Agent Boundaries and Human Review
Understand when an agent loop is justified and where human checkpoints should remain.
Open lesson: Agent Boundaries and Human ReviewAgent Failure Handling and Recovery
Design retry, checkpoint, verification, and escalation patterns before an agent workflow fails in production.
Open lesson: Agent Failure Handling and RecoveryAI Governance and Rollout Decisions
A leader-focused playbook for deciding whether an AI pilot is bounded, governed, measurable, and ready to expand.
Open lesson: AI Governance and Rollout DecisionsDeciding Where AI Fits
Learn a practical fit test for deciding when AI should draft, summarize, compare, structure, or stay out of the workflow.
Open lesson: Deciding Where AI FitsKnowing What Not to Share: Sensitive Data and AI Use Boundaries
Learn how to recognize sensitive material, decide what should not go into an AI tool, and use safer substitutes before prompting.
Open lesson: Knowing What Not to Share: Sensitive Data and AI Use BoundariesPrompt Iteration and Safe Review Habits
Learn how to test prompts as drafts, diagnose failures, improve them with a simple loop, and keep human review in place.
Open lesson: Prompt Iteration and Safe Review HabitsResearch With a Source Trail: Triaging AI-Assisted Findings Without Losing the Thread
Learn how to use AI for research support while preserving source links, uncertainty, and human verification ownership.
Open lesson: Research With a Source Trail: Triaging AI-Assisted Findings Without Losing the ThreadReviewing AI Output Before You Hand It Off
Learn a practical review pass for AI drafts before they are shared, sent, published, or handed to another person.
Open lesson: Reviewing AI Output Before You Hand It OffTesting AI-Assisted Features Before Production
Build a repeatable evaluation loop with test sets, pass/fail gates, and release decisions before shipping AI-assisted features.
Open lesson: Testing AI-Assisted Features Before ProductionVerifying AI Output: Spotting and Checking Hallucinations
Learn how to spot unsupported AI output, choose a verification depth, and label confidence before using a draft.
Open lesson: Verifying AI Output: Spotting and Checking HallucinationsResources - 11
Agent Readiness Guide
A practical framework for deciding whether a workflow is ready for agent-style automation.
Open resource: Agent Readiness GuideAI Feature Test Plan Worksheet
A pre-production worksheet for defining AI feature test cases, pass/fail gates, regression checks, and release decisions.
Open resource: AI Feature Test Plan WorksheetAI Pilot-to-Rollout Readiness Checklist
A leader-ready worksheet for deciding whether an AI pilot has enough evidence, governance, and ownership to expand.
Open resource: AI Pilot-to-Rollout Readiness ChecklistBeginner AI Output Verification Worksheet
A beginner worksheet for extracting claims from AI output, choosing verification depth, and labeling confidence before use.
Open resource: Beginner AI Output Verification WorksheetEvaluation Checklist
A starter checklist for reviewing AI-generated work before it leaves draft mode.
Open resource: Evaluation ChecklistOutput Handoff Review Worksheet
A worksheet for reviewing AI-assisted drafts before sharing them, handing them off, or using them in a workflow.
Open resource: Output Handoff Review WorksheetPrompt Review Checklist
A compact worksheet for checking prompt quality, output reliability, and safe use before acting.
Open resource: Prompt Review ChecklistResearch Source Trail Worksheet
A worksheet for keeping claim, source, confidence, and verification ownership visible during AI-assisted research.
Open resource: Research Source Trail WorksheetSensitive Data & AI Use Pre-Prompt Checklist
A practical checklist for deciding whether source material belongs in an AI prompt, upload, or connected workflow.
Open resource: Sensitive Data & AI Use Pre-Prompt ChecklistUse-Case Fit Worksheet
A worksheet for deciding whether a workplace task is a strong, partial, or weak fit for AI assistance.
Open resource: Use-Case Fit WorksheetWorkflow Classification Worksheet
A worksheet for sorting workflow steps into AI-can-do, AI-can-draft, and human-only categories with review gates.
Open resource: Workflow Classification Worksheet