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MULTI_AGENT_PIPELINE

Research that maps the whole landscape.

A multi-agent deep research system that explores every angle, tests its own conclusions, and preserves contradictions—giving you a complete, citation-backed picture, not just the consensus.

Planner
Sleuth
Retriever
Quant
Reasoner
Skeptic
Drafting
Verifier
Formatter
Research & Gathering
Skeptic check
Reporting & Output
PLANNERSLEUTHRETRIEVERQUANTITATIVE EXTRACTORREASONERSKEPTICDRAFTINGVERIFIERFORMATTERFUNDING BIAS CHECK ACTIVESKEPTIC PERSONA INJECTEDCONTRADICTION PRESERVEDSKEPTIC PASS COMPLETEREVISION LINEAGE ENABLEDPLANNERSLEUTHRETRIEVERQUANTITATIVE EXTRACTORREASONERSKEPTICDRAFTINGVERIFIERFORMATTERFUNDING BIAS CHECK ACTIVESKEPTIC PERSONA INJECTEDCONTRADICTION PRESERVEDSKEPTIC PASS COMPLETEREVISION LINEAGE ENABLED
CAPABILITY_MATRIX

Research infrastructure, not a chatbot

Every component engineered for evidence quality, not speed of response.

Multi-Agent Research Orchestration

Coordinated research pipeline with specialized agents for planning, source discovery, reasoning, and verification.

The Sleuthing Pass

Secondary discovery phase that expands beyond initial queries to uncover adjacent domains and alternative framings.

Quantitative Data Extraction

Precision extraction of statistical tables, raw numerical data, and mathematical relationships from sources.

Custom Skeptic Personas

Assign specialized critique personas to the Skeptic step—FDA compliance officer, hostile peer reviewer, or defense attorney.

Contradictions as Data

Conflicting findings are preserved and surfaced, not silently resolved. Reality is messy; our reports reflect that.

Citation-Backed Dossiers

Every claim links to verifiable sources. Full audit trail from conclusion to primary source.

Revision Lineage

Complete history of how conclusions evolved through the research pipeline.

Source Corroboration

Claims are strengthened through independent source verification with quantified corroboration scores.

Live Research Progress

Real-time visibility into research execution. Watch agents work through your investigation.

Exportable Formatted Reports

Download complete dossiers in PDF, JSON, Markdown, or HTML. Your research, your format.

CORPUS_INTEGRATIONS

Professional-grade data sources

ResearchOne retrieves and cross-references findings from leading academic and institutional databases to ensure comprehensive, citation-backed analysis.

Scite.ai

Smart citation context analysis

Citation Intelligence

PubMed Central

Biomedical & life sciences literature

Medical Research

arXiv

Pre-print scientific papers

Scientific Pre-prints

USPTO Patents

United States patent database

Intellectual Property

ClinicalTrials.gov

Clinical study registry & results

Clinical Research

CORPUS_STATUS: ACTIVE · RETRIEVAL_MODE: HYBRID · CORROBORATION: MULTI_SOURCE

PIPELINE_ARCHITECTURE

Ten-stage adversarial pipeline

Every research objective passes through a multi-agent pipeline designed to challenge assumptions and strengthen conclusions.

01

Planner Decomposition

QUERY_PARSE · OBJECTIVE_MAP

Complex research objectives are decomposed into tractable investigation paths with clear requirements.

02

The Sleuthing Pass

DOMAIN_SCAN · QUERY_AUGMENT

Secondary discovery expands into comprehensive search space covering adjacent domains and alternative framings.

03

Corroboration & Bias Assessment

CROSS_REF · FUNDING_CHECK

Sources are verified through independent corroboration with funding bias and conflict-of-interest checks.

04

Quantitative Data Extraction

STATS_PULL · TABLE_PARSE

Statistical tables and raw numerical data are extracted with precision, preserving mathematical relationships.

05

Reasoning & Correlation

CLAIM_DRAFT · LINK_CHAIN

Findings are structured into claims with citation chains and correlation mapping.

06

Dedicated Skeptic Check

ADVERSARIAL
SKEPTIC · WEAKNESS_SCAN

Optional critique personas stress-test every conclusion, exposing logical gaps and unsupported claims before publication.

07

Contradiction Preservation

CONFLICT_TRACK · PRESERVE

Contradictory findings are tracked and preserved. Conflicting claims are surfaced, not silently resolved.

08

Reporting & Integrity Verification

INTEGRATE · VALIDATE

Final report integrates findings while verification confirms citation integrity and source validity.

09

Professional Export Formatting

PDF · JSON · MD · HTML

Research dossiers exported in multiple formats with full citation metadata and audit trail.

RUNTIME_TOPOLOGY

Production-grade infrastructure

ResearchOne runs on a distributed architecture designed for reliability, scalability, and real-time research monitoring.

Frontend served from the edge. Backend orchestrates multi-agent pipelines. Vector search powers semantic retrieval. Every component built for research-grade evidence handling.

ALL SYSTEMS ONLINE99.9% UPTIME SLA
SYSTEM_ARCHITECTUREHEALTHY
FRONTEND
Vercel Edge
React / Vite / TypeScript
BACKEND
Emma Runtime
Express / Socket.IO / Node
QUEUE
Job Processing
BullMQ / Redis
CORPUS
Knowledge Store
PostgreSQL / pgvector
EXPORTS
Report Delivery
Emma /exports endpoint
VERCEL + EMMA SPLIT DEPLOYMENTv2.4.1
READY_TO_START

Research that defends itself.

Start your first multi-agent research run and see how the skeptic check transforms raw queries into citation-backed dossiers.