Article
Write an AI Task Brief That Someone Else Can Reuse
AI foundationsA reusable AI instruction starts with a clear job, useful context and an observable definition of success. Build a brief before searching for a clever prompt.
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Write an AI Task Brief That Someone Else Can Reuse
A reusable AI instruction starts with a clear job, useful context and an observable definition of success. Build a brief before searching for a clever prompt.
Read articleTest Retrieval Before Blaming the Answer Model
If the right evidence never reaches the model, changing the writing prompt will not fix the underlying knowledge problem.
Read articleWrite a Tool Contract before Connecting an AI Agent
A tool needs more than a name and a description. Define what it accepts, what it can change and how failure is reported.
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227 results1–12
Article
Separate Instructions from Reference Material in Your Prompts
AI foundationsA long prompt becomes easier to maintain when the task, source material and response format each have a clear place.
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Choose Examples That Teach a Model the Right Boundary
AI foundationsExamples help clarify a task, but a collection of easy cases can hide the decisions that matter most.
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Turn AI Output into a Usable Data Contract
AI foundationsIf software will consume an answer, define its fields and failure states before you ask the model to generate it.
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Design a Context Budget Instead of Pasting Everything
AI foundationsMore context can increase cost and distraction. Decide what the model needs for this particular decision.
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When a Rule, Query or Calculator Is Better Than a Language Model
AI foundationsChoose a model for the parts of a task that need interpretation, and use deterministic tools where exact rules already exist.
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Ask AI for Evidence, Not a Confident-Sounding Answer
AI foundationsA fluent explanation is not a verification method. Make the supporting material inspectable.
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Build a Small Regression Set Before Editing Your Prompt
AI foundationsKeep examples of previous successes and failures so a prompt improvement does not quietly break another part of the task.
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Turn AI Feedback into a Learning Loop
AI foundationsUse AI feedback to improve your judgement by predicting, checking and explaining changes yourself.
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Chunk Documents Around Meaning Before Tuning Size
RAG & knowledgeA retrieved fragment should carry enough context to answer a question without silently losing the condition that changes its meaning.
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The Metadata Your Knowledge Base Needs from Day One
RAG & knowledgeDocument text alone rarely tells you whether a passage is current, relevant or visible to the person asking.
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Test Retrieval Before Blaming the Answer Model
RAG & knowledgeIf the right evidence never reaches the model, changing the writing prompt will not fix the underlying knowledge problem.
Read articleCONNECT THE DOTS
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