Keep a brief Layer 4 mention in the ANN guide and remove the dedicated section from the pipeline-output guide.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Adds an inline gloss for SingleTurnSample where readers first encounter it,
names EvaluationResult precisely as the return type of evaluate(), and
normalizes "golden query set" to "golden set" in the intro to match the
rest of the tutorial. Ends the tutorial with a Wrapping Up section that
closes the series.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Expands MRR with Mean Reciprocal Rank and a Wikipedia link where the
metric becomes operational, matching the inline expansion treatment
already given to NDCG. Drops the IR acronym in favor of the plainer
"ranking metrics" phrasing. Strips the parenthetical subtitle from the
Pitfalls heading and normalizes the intro to use "golden sets".
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Adds an explicit Prerequisites line matching the pattern in Measuring
Retrieval Relevance and Evaluating Pipeline Output Quality. Renames
"Wrapping Up" to "Next Steps" for naming consistency across the series.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Aligns the layer-2 tutorial title with the parallel "Measuring X" /
"Evaluating X" pattern used by the other two and maps directly to the
four-layer framework. Slug stays the same to preserve URLs and the
golden-set artifact identity in the path. Also updates the nav descriptions
to reflect the tutorial's full scope (build + score, not just build).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
The four-layer framework, metric-selection table, and business-impact
guidance now live inside the three execution tutorials. The fundamentals
page is no longer needed as a shared reference and readers don't have to
leave the tutorial flow to get context.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Folds the business-impact framework (KPI selection, pre-registered decision
rules, offline-online calibration, proxy signals) into the tutorial so it
stands alone without the external fundamentals page. The ladder pointer in
the intro now references the four-layer section inside ANN Precision.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Replaces the external pointer to retrieval-quality-fundamentals with an
inline scenario-to-metric table plus guidance on picking k. The ladder
pointer now references the four-layer section inside ANN Precision rather
than the fundamentals page.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Manas Chopra