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Lesson

Your ten-week overview

Use real examples and independent evaluations to build a useful language-model application.

2 min read100 hours practice planWeeks 23–32Updated
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Weeks 23–32, about ten hours a week. Read selected lessons rather than every resource. Weeks 27–28 set aside about 20 hours for the two-week product sprint. Its days are work sessions, not fourteen full working days. Reuse the cases, pipeline and deployment from weeks 23-26.

WeekFocusDo thisDone when
23Model as dependencySelected API lessons; one call with structured output and loggingModel/version, prompt ID, usage, errors and latency recorded
24Context + toolsOne read-only tool; compare context variants; test malformed argumentsTool schema and application permission checks in a trace
25RetrievalLabel 20 query families; compare keyword, dense and one hybrid/reranked variantRelevant-source recall and latency reported
26Eval workflow50 cases; separate development/release families; read 30 development tracesFailure modes and release criteria written down
27–28Two-week productFollow the session plan belowUsable URL + quality/cost report + known failures
29Agents vs workflowsBuild a bounded loop or explicit workflow; test recoveryDeadline, step limit, permissions and retry behaviour demonstrated
30MCP or costCurrent MCP revision or measured caching/routing comparisonCompatible versions or a quality-preserving cost result
31Fine-tuning decisionCompare prompt-only, examples and retrieval; optionally an adapterKeep the simplest acceptable approach; report a null result honestly
32Release + bufferCI regression checks; independent release run; design storyEvidence supports release or a decision to defer

New words in this chapter (context engineering, retrieval, gold set, pass rate, trace, judge) are explained where they first appear below, and collected in Terms in plain English.


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