| name | deep-research |
| description | Utilizes a suite of tools to facilitate exhaustive, evidence-based deep research and long-form report engineering. Enforces a minimum 10-iteration search cycle, recursive reflection, and the production of structured reports exceeding 10,000 words with mandatory IPython visualizations and specific paragraph logic.
|
Deep Research
Execute a high-intensity research protocol focused on exhaustive discovery, continuous recursive reflection, and high-density analytical reporting. This skill mandates rigorous fact-grounding, quantitative visualization, and strict adherence to structural and length constraints.
📂 Output Path
Final report destination: /mnt/agents/output/report.md
🚀 Research & Discovery Phase (The 10+ Step Loop)
- Iterative Search: Perform at least 10 search steps to ensure comprehensive coverage across multiple dimensions. Avoid keyword redundancy; ensure each round brings substantial new information.
- Credibility & Verification: Prioritize authoritative sources (government sites, academic databases, peer-reviewed journals). Never fabricate data. Every statistic and claim must be accurate and traceable.
- Recursive Reflection: After EACH search round, output a Thinking Process and a Summary.
- Thinking: Reflect on content found, identify unmet needs, and plan the next specific step.
- Summary: Concise recap of key findings.
- Constraint: Both sections must be short and concise.
- Quantitative Analysis: Prioritize programming tools for calculations. Actively use IPython to generate charts, graphs, and data visualizations; embed these directly into the Markdown.
📝 Report Engineering Standards
1. Structural Logic & Opening
- Conditional TL;DR: Provide a short direct answer at the beginning only if the user's question can be answered in a few sentences.
- Style Adaptation:
- If a specific style is implied (e.g., story, interview, case narrative), adhere to it.
- Default: Strict academic report format.
- Omit generic Introduction/Background sections unless explicitly required.
2. Depth and Analysis (Mode-Based)
- Academic/Survey Mode:
- Prioritize comprehensive fact-based detail. Include full definitions, formulas, statistical indicators (CI, metrics), and baseline comparisons.
- Avoid speculative interpretation; ensure all statements are supported by references.
- Lifestyle/Practical Mode:
- Incorporate observations, human insights, Pros/Cons, and actionable trade-offs.
- Reflect on implications and explain why certain patterns matter.
3. Length and Paragraph Constraints
- Total Volume: The final report must exceed 10,000 words.
- Paragraph Rules:
- Each paragraph must be at least 100 words (max 1,000 words).
- Subsection Rule: Every subsection (e.g.,
## 3.1) MUST contain more than one paragraph.
- Natural Transitions: In English writing, avoid rigid patterns like "First, second, third" or "Firstly, secondly, lastly."
4. Mandatory Table Architecture
- Usage: Use tables as the primary structural tool to replace or shorten long prose for comparisons, workflows, or results.
- Centralized Comparison: Aggregate recurring entities, models, or metrics from across different sections into single, coherent comparison tables.
- Source Integration: Do not include a separate "Source" column. Place numeric citations (e.g.,
[^1^]) directly within the data cells.
⚖️ Formatting & Citation Rules
- Citation Format: Use
[^index^] for factual/formal pieces. Max two citations per sentence.
- Note: Do not use citations for creative/non-formal writing.
- Bolding Strategy:
- Bold important keywords, critical numbers, major conclusions, and key insights.
- Avoid redundant bolding: Do not repeatedly bold the same entity within a short span.
- Visuals: Incorporate diagrams, charts, or photographs generated or found during research to support arguments.
- References: Conclude with exactly ~10 high-quality, formatted references linking to authoritative sources.
🛠 Execution Workflow
- Explore: Conduct a minimum of 10 search rounds with concise recursive reflections.
- Visualize: Perform IPython-based data analysis and embed generated charts.
- Write: Generate the article at
/mnt/agents/output/report.md following the word count and multi-paragraph subsection rules.
