PaperPilot-skills

PaperPilot — Autonomous Research Navigator

PaperPilot navigates the entire early-stage research lifecycle: from a vague topic interest to an airtight, experiment-ready research proposal and methodology blueprint.

The 5 Navigation Stages

[Stage 1: 找论文] ──> [Stage 2: 下论文] ──> [Stage 3: 精读论文] ──> [Stage 4: 提炼创新] ──> [Stage 5: 研究方案]
  Paper Search          PDF Fetch            Deep Reading          Novelty Mining       Proposal Blueprint

Stage 1: 找论文 (Precision Reconnaissance)

• Pinpoints 10–20 landmark papers across classic foundation works, latest SOTA, and survey anchors.
• Identifies the author lineages and core research groups in the field.

Stage 2: 下论文 (Automated Archive & Library Setup)

• Coordinates with local literature databases, arXiv MCP, or Web tools to retrieve full texts.
• Establishes a local references/ directory and .bib registry.

Stage 3: 精读论文 (Structural Reverse-Engineering)

• Executes deep dissection across the 4 key sections:
  1. Assumptions made in the mathematical formulation.
  2. Dataset characteristics and unstated sampling biases.
  3. Experimental controls and ablation validity.
  4. Unresolved failure cases reported in the appendix or discussion.

Stage 4: 提炼创新点 (Opportunity Discovery)

• Synthesizes recurring failure modes in current literature into candidate research angles.
• Evaluates feasibility, computational cost, and publication potential.

Stage 5: 形成研究方案 (Research Blueprint & Protocol)

• Generates a full Research Protocol document:
  • Title & Working Hypothesis
  • Proposed Architecture / Mechanism
  • Experimental Design & Baseline Comparisons
  • Evaluation Metrics & Verification Criteria
  • Timeline & Milestones