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Get Started Free →This skill should be used when the user asks to "write an experiment report", "summarize experimental results", "do experiment retrospection", "write a results report", "写实验总结报告", "写实验复盘", or mentions turning completed experiment artifacts into a structured, decision-oriented research report. It assumes strict analysis should come from `results-analysis` first.
.claude/skills/galaxy-dawn-results-report/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-07 | ✗→✓ | ▲ Improved | 45% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 77% | 0% |
| case-09 | ✗→✓ | ▲ Improved | 295% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 48% | 0% |
| case-11 | ✗→✓ | ▲ Improved | 30% | 0% |
Write the complete post-experiment summary report after analysis artifacts are ready.
This skill is for the stage after results-analysis.
results-analysis doesresults-report doesResults/Reports/.When the task is to create or redesign paper-ready figures/tables themselves, rely on publication-chart-skill instead of expanding results-report into figure/table production.
Do not replace strict analysis with confident prose. If the analysis bundle is missing, first identify the blocker and request or produce the missing bundle.
Hard gate: do not write a complete report when analysis-report.md, stats-appendix.md, figure-catalog.md, provenance, or the primary comparison question is missing. In that case, write only a blocker summary and route back to results-analysis.
The default report is an internal research report, not manuscript prose.
It should be named as:
textYYYY-MM-DD--{experiment-line}--r{round}--{purpose}.md
Example:
2026-03-18--freezing--r03--transfer-summary.md2026-03-18--contrastive-adversarial--r02--ablation-report.mdThe note title should be:
text{Experiment Line} / Round {N} / {Purpose} / {YYYY-MM-DD}
Read references/report-naming.md before finalizing the filename or note title.
yaml--- type: results-report date: 2026-03-18 experiment_line: freezing round: 3 purpose: transfer-summary status: active source_artifacts: - analysis-output/analysis-report.md - analysis-output/stats-appendix.md linked_experiments: - Experiments/Freezing-Study.md linked_results: - Results/Freezing-vs-Adapter.md ---
The report must include all sections below.
Read references/report-structure.md before writing.
Lock these fields first:
If round is unknown, do not silently invent a semantic round. Use r00 only as a temporary placeholder and state that it should be normalized later.
Minimum required inputs:
analysis-report.mdstats-appendix.mdfigure-catalog.mdIf these are missing, either generate them first with results-analysis or explicitly state which claims cannot be supported. Do not turn loose CSV/Markdown artifacts into a polished report unless the strict analysis bundle has already validated unit of analysis, primary metric, and claim wording.
This report is not a transcript of outputs.
Each section must answer a real question:
Read references/decision-oriented-analysis.md for the expected reasoning depth.
Do not only attach figures.
For each main figure:
Read references/figure-interpretation.md and references/statistical-completeness.md as needed.
If the current repo is bound to an Obsidian project knowledge base:
Results/Reports/{report-name}.md,Experiments/ note,Results/ note when a durable conclusion is now supported,Daily/ note,.claude/project-memory/<project_id>.md.If the repo is not bound:
Use obsidian-project-kb-core conventions only for bound repos. Internal experiment reports belong in Results/Reports/, not Writing/.
The report must end with operational decisions, for example:
speculative or observed claims into decisive conclusions.Load only what is needed:
references/report-structure.mdreferences/report-naming.mdreferences/figure-interpretation.mdreferences/statistical-completeness.mdreferences/decision-oriented-analysis.mdreferences/EVIDENCE-PROPAGATION.mdexamples/example-results-report.md| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→fail | 36,428 | 3,864 | -89% | 1 | 1 | 0% | 6,199 | 1,668 | -73% | 0 | 0 | — |
case-02 | fail→fail | 32,030 | 64,276 | +101% | 1 | 1 | 0% | 6,211 | 1,709 | -72% | 0 | 0 | — |
case-03 | fail→fail | 21,164 | 34,779 | +64% | 1 | 1 | 0% | 3,792 | 7,664 | +102% | 0 | 0 | — |
case-04 | fail→fail | 27,697 | 14,333 | -48% | 1 | 1 | 0% | 5,335 | 4,596 | -14% | 0 | 0 | — |
case-05 | pass→pass | 6,100 | 5,257 | -14% | 1 | 1 | 0% | 1,026 | 2,409 | +135% | 0 | 0 | — |
case-06 | fail→fail | 24,644 | 7,347 | -70% | 1 | 1 | 0% | 5,516 | 2,906 | -47% | 0 | 0 | — |
case-07 | fail→pass | 10,962 | 6,023 | -45% | 1 | 1 | 0% | 1,859 | 2,701 | +45% | 0 | 0 | — |
case-08 | fail→pass | 16,528 | 21,767 | +32% | 1 | 1 | 0% | 3,117 | 5,518 | +77% | 0 | 0 | — |
case-09 | fail→pass | 96,421 | 17,578 | -82% | 1 | 1 | 0% | 1,120 | 4,429 | +295% | 0 | 0 | — |
case-10 | fail→pass | 11,410 | 8,427 | -26% | 1 | 1 | 0% | 2,018 | 2,981 | +48% | 0 | 0 | — |
case-11 | fail→pass | 20,723 | 4,491 | -78% | 1 | 1 | 0% | 1,766 | 2,303 | +30% | 0 | 0 | — |
case-12 | pass→pass | 10,180 | 9,437 | -7% | 1 | 1 | 0% | 1,799 | 2,941 | +63% | 0 | 0 | — |
case-13 | fail→fail | 9,095 | 4,039 | -56% | 1 | 1 | 0% | 1,630 | 1,627 | -0% | 0 | 0 | — |
case-14 | fail→pass | 10,219 | 6,035 | -41% | 1 | 1 | 0% | 1,700 | 2,745 | +61% | 0 | 0 | — |
case-15 | pass→pass | 11,981 | 7,147 | -40% | 1 | 1 | 0% | 1,886 | 2,562 | +36% | 0 | 0 | — |
case-16 | pass→fail | 9,915 | 8,819 | -11% | 1 | 1 | 0% | 1,494 | 2,690 | +80% | 0 | 0 | — |
case-17 | fail→pass | 14,387 | 8,265 | -43% | 1 | 1 | 0% | 2,359 | 2,924 | +24% | 0 | 0 | — |
case-22 | fail→pass | 13,324 | 7,024 | -47% | 1 | 1 | 0% | 1,863 | 2,720 | +46% | 0 | 0 | — |
case-18 | pass→pass | 7,639 | 6,619 | -13% | 1 | 1 | 0% | 1,346 | 2,619 | +95% | 0 | 0 | — |
case-19 | pass→pass | 15,396 | 11,091 | -28% | 1 | 1 | 0% | 2,611 | 3,738 | +43% | 0 | 0 | — |
case-20 | fail→fail | 10,430 | 5,897 | -43% | 1 | 1 | 0% | 1,585 | 2,540 | +60% | 0 | 0 | — |
case-21 | fail→fail | 11,901 | 4,395 | -63% | 1 | 1 | 0% | 1,543 | 2,227 | +44% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted, and 18 counted toward the lift figure. The other 4 produced results that are not comparable between the two arms, so they are excluded from the headline rather than averaged into it. The headline lift of +32 percentage points is the difference between those two pass rates over the 18 comparable cases. 1 case got worse with the skill loaded, and it is included in that figure.
Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.
Other measured skills in the registry, with their headline benchmark lift.