Execute multi-source research pipeline
deep-researchcommandsetup L3★8
ShaheerKhawaja/ProductionOS ↗What it does
8-phase autonomous research pipeline with 4-layer citation verification
Best for
When you need a deep, multi-source, fact-checked research report with confidence gates
Inputs
- · topic
- · depth (quick|standard|deep|exhaustive)
- · sources (arxiv|web|docs|all)
Outputs
- · research_report
- · verified_citations
- · confidence_score
- · knowledge_lessons_archived
Requires
- · arxiv_API
- · web_search
- · Semantic_Scholar
- · semantic_search
Preconditions
Topic must be researchable; API keys configured
Failure modes
- · Confidence < 95% after 3 loops
- · Citation validation fails
- · Contradictory sources
Trust signals
- · 4-layer citation verification (ID, title, author, relevance)
- · Loops until 95%+ confidence
- · Saves lessons learned