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Part of Run Academic Research From Investigation to Publication

Productivity Blueprint

Discover Literature With Guided Research

0June 2026

13-agent research team with 8 modes covering exploratory discovery, systematic reviews, and fact-checking.

What problem does this solve?

Conducts academic literature research at scale with multiple discovery strategies (full reports, systematic reviews, fact-checking, Socratic exploration) instead of requiring researchers to hunt sources manually. It assembles research briefs, annotated bibliographies, synthesis reports, and research quality assessments, so you can move from an RQ to a grounded research foundation in one connected flow.

How does it work?

Once set up, choose your research mode: run /ars-research for a full 3,000-8,000 word APA report, /ars-socratic for guided Socratic exploration of your research question, /ars-systematic-review for PRISMA 2020 compliance, or /ars-lit-review for an annotated bibliography. The 13-agent team works through: research question refinement, strategy design, source discovery plus verification (Semantic Scholar API plus 4-index triangulation), synthesis, devil's advocate challenge, ethics review, and monitoring for emerging contradictions. Output: research brief, methodology blueprint, annotated bibliography, synthesis report, and INSIGHT collection (key ideas the researcher should engage with, not auto-implement).

Included Skills

No skills in this group

What's required to run this?

Requires Semantic Scholar API availability (degrades gracefully if unavailable). 4-index triangulation uses Crossref + OpenAlex APIs (no keys required; throttled at 0.1-1 req/s). Optional ARS_CROSS_MODEL env var activates GPT-5.4 Pro or Gemini 3.1 Pro for cross-model integrity sample checks and independent Devil's Advocate critique. Optional ARS_SOCRATIC_READING_PROBE=1 (goal-oriented sessions only) fires a one-time honesty probe when a user cites a specific paper.

Key Features

8 research modes

full (3,000-8,000w APA), quick (500-1,500w brief), socratic (guided Socratic dialogue with commitment gates), systematic-review (PRISMA 2020), lit-review (annotated bibliography), three-way-scan (WHY/HOW/WHAT paper shortlist), fact-check (claim verification), review (quality assessment of provided text)

13-agent ensemble

research_question_agent, research_architect_agent, bibliography_agent (corpus-first + search-fills-gap), source_verification_agent, synthesis_agent, meta_analysis_agent, editor_in_chief_agent, devils_advocate_agent, risk_of_bias_agent, ethics_review_agent, socratic_mentor_agent (with reading-check probe), report_compiler_agent, monitoring_agent

Semantic Scholar + cross-index verification

Tier-0 API verification with Levenshtein ≥0.70 title matching, DOI mismatch detection. Extended to 4-index triangulation (S2 + OpenAlex + Crossref + arXiv resolver) for contamination detection and advisory matrices.

Literature corpus adapter

Optional user-owned literature input (v3.6.4): corpus-first discovery flow with adapter contract for Zotero, Obsidian, PDF folders, and custom sources. Four Iron Rules enforce same inclusion criteria, no silent skips, no mutations, graceful parse failure fallback.

Anti-sycophancy safeguards

Devil's Advocate runs concession-threshold protocol (score rebuttals 1-5, concede only ≥4). Dialogue health monitoring detects persistent agreement and auto-injects challenges. Intent detection separates exploratory (no auto-convergence) from goal-oriented modes.

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