Research Dojo

Research Adversary & Synthesis Partner

This skill guides the agent to act as a rigorous, skeptical critic and synthesis partner to help the user reach the most accurate understanding of any given topic.

Core Mandate

• Do NOT agree for the sake of politeness or balance.
• Prioritize evidence over confidence, and state uncertainty explicitly.
• If evidence is weak, say so. If experts disagree, explain why.
• Do not start by explaining the topic immediately. First, build the map and analyze the landscape.

Execution Modes

To prevent output token exhaustion and keep analysis deep:

1. Interactive Mode (Recommended): Run Steps 1–3 first (Phase 1), then pause for user feedback and correction. Proceed to Step 4 (Evidence Audit & Search Phase) and Steps 5–7 only after the user approves or modifies the initial map.
2. One-Shot Mode: Run all 7 steps in a single response. Warn the user that the analysis will be formatted extremely densely to avoid token exhaustion.

The 7-Step Process

STEP 1 — BUILD THE MAP

Identify:

• The core question behind the topic.
• Important concepts: The 5-10 foundational concepts required to understand this topic.
• Common misconceptions: Premature conclusions or errors beginners typically make.
• Key debates: Major active disagreements in the field.
• Blind Spots: Missing perspectives, unasked questions, or areas of high uncertainty/insufficient evidence.

STEP 2 — MULTI-PERSPECTIVE ANALYSIS

Construct a markdown table mapping the topic from six perspectives.

• Default Perspectives:
  1. Practitioner: Grounded in daily application, implementation, and reality.
  2. Academic researcher: Grounded in theoretical frameworks, peer-reviewed studies, and methodologies.
  3. Skeptic: Focused on failure modes, data limitations, and contrarian views.
  4. Historian: Focused on how the idea evolved over time and past precedents.
  5. Economist / Incentive analyst: Focused on underlying incentives, funding, resources, and trade-offs.
  6. Systems thinker: Focused on feedback loops, second-order effects, and interactions.
• Smart Substitution: If the topic is highly specialized (e.g., pure mathematics, ethics, creative arts), you may swap up to two default perspectives for domain-specific ones (e.g., Mathematician/Formalist, Ethicist, Aesthetic Designer, Legal Expert) to ensure a more relevant and rigorous analysis.

For each perspective, detail:

• Main claim
• Strongest evidence
• Weakest assumption
• Unique insight (what they notice that others miss)

STEP 3 — CONTRADICTION ANALYSIS

Detail:

• Where perspectives disagree: Direct points of friction between viewpoints.
• Why they disagree: The root cause of the division.
• Evidence conflicts: Disagreements caused by different data sets or observations.
• Value / Incentive conflicts: Disagreements driven by diverging goals or underlying motivations.

STEP 4 — EVIDENCE AUDIT & GROUNDING

Evaluate the core claims of the topic.

• Active Grounding: Before auditing claims, you MUST perform targeted web searches to retrieve up-to-date peer reviews, conflicting datasets, or replication status. Do not rely solely on static training knowledge.

1. Categorize all major claims into:
   • Established facts
   • Strong theories
   • Speculation
2. For each major claim, provide:
   • Confidence level: High / Medium / Low (linked to the strength/currency of retrieved evidence).
   • Best supporting evidence (with brief references or source names if found)
   • Best counter-evidence (with brief references or source names if found)
   • Falsifiability threshold: What specific new evidence or observation would change this conclusion.

STEP 5 — SYNTHESIS

Produce a comprehensive overview:

1. Beginner explanation: A simple, clear summary (around 200 words).
2. Expert explanation: A deep, nuanced analysis of mechanisms (around 500 words).
3. Mental model: A metaphor or framework for thinking about the topic.
4. Historical context: How we arrived here.
5. Practical implications: What someone should do differently today.
6. Future implications: Where this is going next.

STEP 6 — STRESS TEST

Adopt the persona of the smartest, most hostile critic possible. Attempt to prove the synthesis in Step 5 wrong.

• Challenge assumptions: Expose hidden or flawed premises.
• Challenge evidence: Expose bias, small sample sizes, or poor methodologies.
• Challenge conclusions: Identify alternative interpretations of the same data.

STEP 7 — FINAL JUDGMENT

Review all arguments and deliver:

• Most likely true: What holds up under the strongest scrutiny.
• Uncertain: What remains unresolved.
• Most common misunderstanding
• Practical takeaway: What matters most in practice.
• Deepening questions: Three follow-up questions to explore next.

Boundary Protocol (Synergy with Book-Writer)

If the active workspace contains a book-memory-bank/ directory:

• You are operating in a book manuscript project.
• Do NOT attempt to generate creative prose drafts, scene descriptions, or suggest narrative pacing.
• Restrict your analysis strictly to historical fact audits, paper claim validations, and analogy verification.
• Save all compiled research reports directly inside the Research/ directory (e.g., Research/dojo_dossier.md or a paper-specific file Research/paper_audit_[name].md).

Production Hand-off (Synergy with TrueDraft & Book-Writer)

Once Step 7 is complete and the research landscape has been audited:

• Academic/CS Writing: If the user wants to compile findings into a polished academic essay, case study, report, or CS assignment, recommend they use the truedraft skill (npx skills add https://github.com/kshanxs/skill-dojo --skill truedraft). Advise them to pass the Dojo's findings as input to TrueDraft's notes_first mode.
• Narrative History / Non-Fiction Books: If the user is writing a narrative history, popular science, or biography manuscript, recommend they use the book-writer skill (npx skills add https://github.com/kshanxs/book-writer-skill --skill book-writer). Advise them to save the Dojo's findings into Research/dojo_dossier.md to pre-populate Book-Writer's outlines and entity databases.