S24 · Pipeline skill
Research and write a report
Plan search scope, collect and cite material, then export a report after human review.
Question decomposition + evidence retrieval + cited synthesis and human review
- Pipeline
- 5 steps
- Human review
- 1
- Components
- 8
01Pipeline
Base pipeline
Ordered steps. Each consumes the previous output; review gates hold until a person accepts.
- Starts from
- Research question, permitted sources and report outline
- Delivers
- Readable and printable report
Review contract
People decide at review gates; components supply data, drafts or review surfaces. Unaccepted outputs do not advance.
Integration note
Paper extraction supports specific sources; map analyzed material into topic reports and retain explicit fact review before export.
- 01
Plan the search scope
- Input
- Research question, permitted sources and report outline
- Output
- Subquestions, search terms and source scope
- Intent-aware search planning and refinementQuery classification + search terms, source and freshness refinement
- 02
Collect and extract material
- Input
- Subquestions, search terms and source scope
- Output
- Sectioned material and source index
- Provider-backed web search and readable-page extractionSearch and page extraction + readable-content fallback
- Research paper extraction and explainer packagingTechnical document section extraction + metadata and explainer validation
- Office/PDF text extraction, scoped storage and document authoringBounded document extraction and authoring + previews and structural checks
- 03
Organize citations and findings
- Input
- Sectioned material and source index
- Output
- Report draft with citations
- Evidence retrieval, reranking and answer synthesisBudgeted retrieval and reranking + fetched-evidence answers
- Hot-topic research reportsFrequent topic selection + source-supported report drafts
- 04
Review the evidence
Human review- Input
- Report draft with citations
- Output
- Reviewed evidence and report content
Decided byAssigned reviewer or requesting user
- Sanitized Markdown reading, handoff extraction and exportSafe structured document rendering + navigation and export
- 05
Format and export
- Input
- Reviewed evidence and report content
- Output
- Readable and printable report
- Responsive editorial report templatesStructured content layouts + screen and print formats
- Office/PDF text extraction, scoped storage and document authoringBounded document extraction and authoring + previews and structural checks
02Industry versions
Industry versions
Legal services Transferable use Search permitted case files and regulations around an issue, retain citation locations and produce a report after legal review.
Adaptation Replace paper sources and news topic models and review legal validity and case applicability; do not automate legal conclusions.
- 01
Break down issue search scope
- Input
- Case issues, authorized materials and research scope
- Output
- Issues, search terms and permitted sources
- Intent-aware search planning and refinementQuery classification + search terms, source and freshness refinement
- 02
Extract case-file and regulatory passages
- Input
- Issues, search terms and permitted sources
- Output
- Sectioned materials and citation locations
- Provider-backed web search and readable-page extractionSearch and page extraction + readable-content fallback
- Research paper extraction and explainer packagingTechnical document section extraction + metadata and explainer validation
- Office/PDF text extraction, scoped storage and document authoringBounded document extraction and authoring + previews and structural checks
- 03
Organize positions and citations
- Input
- Sectioned materials and citation locations
- Output
- Research report draft with citations
- Evidence retrieval, reranking and answer synthesisBudgeted retrieval and reranking + fetched-evidence answers
- Hot-topic research reportsFrequent topic selection + source-supported report drafts
- 04
Legal reviewer checks applicability
Human review- Input
- Research report draft with citations
- Output
- Reviewed authorities and reasoning
Decided byAssigned reviewer or requesting user
- Sanitized Markdown reading, handoff extraction and exportSafe structured document rendering + navigation and export
- 05
Format and export the research report
- Input
- Reviewed authorities and reasoning
- Output
- Readable and printable research report
- Responsive editorial report templatesStructured content layouts + screen and print formats
- Office/PDF text extraction, scoped storage and document authoringBounded document extraction and authoring + previews and structural checks
03Parameters
Parameters
From the pack’s params.schema.json. Choose values to build a synthetic request.
skills/_pipelines/sources-to-report/params.schema.json
{
"synthetic": true,
"run_id": "synthetic-example",
"locale": "en",
"industry": "base",
"adapter_mode": "local",
"records": [
{
"id": "synthetic-record-1",
"synthetic": true,
"text": "Synthetic observation A: a draft needs review."
},
{
"id": "synthetic-record-2",
"synthetic": true,
"text": "Synthetic observation B: retain the unresolved question."
}
],
"decisions": {}
} 04Member components
Member components
-
Intent-aware search planning and refinement
Query classification + search terms, source and freshness refinement
Working 1 pipeline -
Provider-backed web search and readable-page extraction
Search and page extraction + readable-content fallback
Working 1 pipeline -
Research paper extraction and explainer packaging
Technical document section extraction + metadata and explainer validation
Working 1 pipeline -
Office/PDF text extraction, scoped storage and document authoring
Bounded document extraction and authoring + previews and structural checks
Working 2 pipelines -
Evidence retrieval, reranking and answer synthesis
Budgeted retrieval and reranking + fetched-evidence answers
Working 1 pipeline -
Hot-topic research reports
Frequent topic selection + source-supported report drafts
Working 1 pipeline -
Sanitized Markdown reading, handoff extraction and export
Safe structured document rendering + navigation and export
Working 1 pipeline -
Responsive editorial report templates
Structured content layouts + screen and print formats
Working 1 pipeline
05Skills pack
Skills pack
Runnable reference on synthetic fixtures with tests. Domain contracts, services and approvals still need integration.
sources-to-report-1.0.0.zip
Contains SKILL.md, pipeline.json, params.schema.json, runner, tests, fixtures, integration checklist and sources.
Synthetic workflow reference; service integration pending
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