feat: make Deep Research module universal - works with ALL AI models
Transform Deep Research into a model-agnostic system that works seamlessly with ChatGPT, Claude, Gemini, and any other AI model. ## Key Changes **Three Operational Modes:** - Automated Mode: For models WITH web search (Claude Code, ChatGPT Plus, Gemini+search) - Guided Mode: For models WITHOUT web search (standard ChatGPT, Claude, Gemini) - Hybrid Mode: Combines AI training knowledge with user-provided sources **Updated Components:** 1. **Workflow Instructions** (instructions.md) - Added Model Capability Detection section - Comprehensive Guided Mode workflow for user-assisted research - Training Knowledge Mode for working without any web access - Mode-specific guidance for all 8 research phases - Updated citation types: [1] verified, [Training] AI knowledge, [Analysis] AI conclusions 2. **Configuration** (config.yaml & workflow.yaml) - Added model compatibility flags - Auto-detect capabilities setting - Fallback to Guided Mode option - Version bump to 1.1.0 3. **Agent** (research-specialist.agent.yaml) - Updated persona to emphasize model-agnostic capabilities - Adjusted communication style for adaptive behavior - Added principle: "Adapt to tools available. Never hallucinate sources" - Updated command descriptions 4. **Documentation** (All READMEs) - Prominent model compatibility tables - Separate Quick Start sections for Automated vs Guided modes - Updated research mode tables with timings for both modes - Guided Mode usage examples - Clear labeling of universal compatibility **Benefits:** - Works in standard ChatGPT, Claude, Gemini (no special features needed) - Still optimized for models with web search capabilities - Maintains same quality standards across all modes - Never hallucinates sources - adapts approach instead - Professional research reports regardless of AI model used **Use Cases Enabled:** - ChatGPT users can now conduct enterprise-grade research - Gemini users get structured research workflows - Any AI chat interface can use this module - Organizations with specific AI tools aren't locked out Based on user request: "Make this module works with all models not only claude desktop ex:chatgpt, gemini etc ..."
This commit is contained in:
parent
481b8b3a8c
commit
1eafd05c0c
|
|
@ -1,9 +1,12 @@
|
|||
# Deep Research Module
|
||||
|
||||
Enterprise-grade research automation that replicates and extends Claude Desktop's Advanced Research capabilities with multi-source verification, citation validation, and credibility assessment.
|
||||
**Universal AI Research System** - Works with ANY AI model (ChatGPT, Claude, Gemini, etc.)
|
||||
|
||||
Enterprise-grade research automation with multi-source verification, citation validation, and credibility assessment. **Adapts intelligently** to your AI model's capabilities - whether it has web search or not.
|
||||
|
||||
## Table of Contents
|
||||
|
||||
- [Model Compatibility](#model-compatibility)
|
||||
- [Core Capabilities](#core-capabilities)
|
||||
- [Specialized Agents](#specialized-agents)
|
||||
- [Research Workflows](#research-workflows)
|
||||
|
|
@ -13,13 +16,45 @@ Enterprise-grade research automation that replicates and extends Claude Desktop'
|
|||
- [Quality Standards](#quality-standards)
|
||||
- [Configuration](#configuration)
|
||||
|
||||
## Model Compatibility
|
||||
|
||||
✅ **Works with ALL AI models:**
|
||||
|
||||
| AI Model | Mode | Capability |
|
||||
|----------|------|------------|
|
||||
| **Claude Code** | Automated | Full web search + real-time research |
|
||||
| **ChatGPT Plus** (with browsing) | Automated | Full web search + real-time research |
|
||||
| **Gemini** (with search) | Automated | Full web search + real-time research |
|
||||
| **ChatGPT** (standard) | Guided | User-assisted research with AI synthesis |
|
||||
| **Claude** (standard) | Guided | User-assisted research with AI synthesis |
|
||||
| **Gemini** (standard) | Guided | User-assisted research with AI synthesis |
|
||||
| **Any AI** | Hybrid | Training knowledge + user sources |
|
||||
|
||||
### Three Operational Modes
|
||||
|
||||
1. **Automated Mode** ⚡
|
||||
- AI has web search capabilities
|
||||
- Automatic source gathering and analysis
|
||||
- Fast, autonomous research
|
||||
|
||||
2. **Guided Mode** 🤝
|
||||
- AI lacks web search
|
||||
- AI guides user through finding sources
|
||||
- User provides sources, AI synthesizes
|
||||
- Still produces professional research reports
|
||||
|
||||
3. **Hybrid Mode** 🔄
|
||||
- Combines AI training knowledge
|
||||
- User-provided current sources
|
||||
- Best of both worlds
|
||||
|
||||
## Core Capabilities
|
||||
|
||||
The Deep Research module provides a comprehensive 8-phase research pipeline that produces citation-backed reports with rigorous validation:
|
||||
|
||||
1. **Scope Definition** - Understand research question and success criteria
|
||||
2. **Research Planning** - Design search strategy and source priorities
|
||||
3. **Parallel Retrieval** - Execute concurrent searches (3-5x faster)
|
||||
3. **Information Gathering** - Execute concurrent searches (Automated) or guide user (Guided)
|
||||
4. **Triangulation & Validation** - Cross-verify facts with CiteGuard
|
||||
5. **Outline Evolution** - Dynamic structure adapting to evidence
|
||||
6. **Synthesis** - Narrative-driven composition with embedded citations
|
||||
|
|
@ -30,11 +65,13 @@ The Deep Research module provides a comprehensive 8-phase research pipeline that
|
|||
|
||||
[View detailed agent descriptions →](./agents/README.md)
|
||||
|
||||
### Dr. Morgan - Elite Research Specialist
|
||||
### Dr. Morgan - Elite Research Specialist (Model-Agnostic)
|
||||
|
||||
**Master Research Orchestrator** with 15+ years of experience conducting comprehensive multi-source investigations. Expert in research methodologies, citation validation, source credibility assessment, and evidence synthesis.
|
||||
|
||||
**Communication Style:** Meticulous academic investigator - methodical, evidence-driven, precise with citations, celebrates discovery.
|
||||
**Adapts to any AI model** - Whether with web search (Automated Mode), without (Guided Mode), or hybrid approaches. Seamlessly works in ChatGPT, Claude, Gemini, and all other AI models.
|
||||
|
||||
**Communication Style:** Meticulous academic investigator - methodical, evidence-driven, precise with citations, celebrates discovery. Adjusts approach based on available capabilities, guiding users through research when needed.
|
||||
|
||||
## Research Workflows
|
||||
|
||||
|
|
@ -52,30 +89,74 @@ The flagship workflow implementing enterprise-grade research:
|
|||
|
||||
## Quick Start
|
||||
|
||||
### 1. Load Research Specialist
|
||||
### For Models WITH Web Search (Claude Code, ChatGPT Plus, etc.)
|
||||
|
||||
#### 1. Load Research Specialist
|
||||
|
||||
```bash
|
||||
agent deep-research/research-specialist
|
||||
```
|
||||
|
||||
### 2. Choose Research Mode
|
||||
#### 2. Choose Research Mode
|
||||
|
||||
```bash
|
||||
*research # Standard mode (5-10 min, 15-30 sources)
|
||||
*quick-research # Quick mode (2-5 min, 2-5 sources)
|
||||
*deep-research # Deep mode (10-20 min, 30+ sources)
|
||||
*ultra-research # Ultra-deep mode (20-45+ min, 50+ sources)
|
||||
*research # Standard mode (automatic web research)
|
||||
*quick-research # Quick mode (fast automatic research)
|
||||
*deep-research # Deep mode (extensive verification)
|
||||
*ultra-research # Ultra-deep mode (maximum rigor)
|
||||
```
|
||||
|
||||
### 3. Provide Research Question
|
||||
#### 3. Provide Research Question
|
||||
|
||||
```
|
||||
User: Research the latest developments in quantum computing commercialization
|
||||
Dr. Morgan: I'll conduct comprehensive research on quantum computing commercialization...
|
||||
[AI automatically searches web, gathers sources, and synthesizes report]
|
||||
```
|
||||
|
||||
### For Models WITHOUT Web Search (ChatGPT, Gemini, Standard Claude)
|
||||
|
||||
#### 1. Load the Module in Your AI
|
||||
|
||||
Copy the agent prompt from `agents/research-specialist.md` and the workflow from `workflows/research/` into your AI chat.
|
||||
|
||||
#### 2. Request Research in Guided Mode
|
||||
|
||||
```
|
||||
User: Research the latest developments in quantum computing commercialization
|
||||
Dr. Morgan: I'll conduct research in Guided Mode since I don't have web search.
|
||||
|
||||
I'll guide you through gathering sources, then synthesize them into a comprehensive report.
|
||||
|
||||
**Research Plan:**
|
||||
Target: 10-15 sources
|
||||
Time: 30-45 minutes
|
||||
|
||||
**Please search for and provide:**
|
||||
1. Search Google Scholar for "quantum computing commercialization 2024"
|
||||
2. Search news sites for "quantum computing companies funding 2024"
|
||||
3. Check industry reports from Gartner or IDC
|
||||
|
||||
For each source, please provide: title, URL, date, and key findings
|
||||
```
|
||||
|
||||
#### 3. Provide Sources
|
||||
|
||||
```
|
||||
User: [Pastes source information]
|
||||
|
||||
Dr. Morgan: Great! I notice we need more data on market size.
|
||||
Could you also search for "quantum computing market forecast"?
|
||||
|
||||
[After sufficient sources gathered]
|
||||
Dr. Morgan: Perfect! I have enough information. Let me synthesize this into a comprehensive report...
|
||||
[Produces professional research report with all citations]
|
||||
```
|
||||
|
||||
## Research Modes
|
||||
|
||||
### Automated Mode (With Web Search)
|
||||
|
||||
| Mode | Duration | Sources | Verification | Best For |
|
||||
|------|----------|---------|--------------|----------|
|
||||
| **Quick** | 2-5 min | 2-5 | Basic fact-checking | Initial exploration, quick answers |
|
||||
|
|
@ -83,6 +164,15 @@ Dr. Morgan: I'll conduct comprehensive research on quantum computing commerciali
|
|||
| **Deep** | 10-20 min | 30+ | 3+ sources per claim | Important decisions, comprehensive understanding |
|
||||
| **UltraDeep** | 20-45+ min | 50+ | Maximum rigor | Enterprise decisions, critical analysis |
|
||||
|
||||
### Guided Mode (Without Web Search)
|
||||
|
||||
| Mode | Duration | Target Sources | Verification | Best For |
|
||||
|------|----------|----------------|--------------|----------|
|
||||
| **Quick** | 15-20 min | 2-5 | Basic fact-checking | Initial exploration |
|
||||
| **Standard** | 30-45 min | 10-15 | Multi-source synthesis | Most research needs |
|
||||
| **Deep** | 1-2 hours | 20+ | Comprehensive verification | Important decisions |
|
||||
| **UltraDeep** | 2-4 hours | 30+ | Multi-session deep dive | Enterprise critical analysis |
|
||||
|
||||
## Key Features
|
||||
|
||||
### Citation Validation (CiteGuard)
|
||||
|
|
|
|||
|
|
@ -1,32 +1,42 @@
|
|||
# Deep Research Agents
|
||||
|
||||
**Universal AI Research Agents - Work with ALL models**
|
||||
|
||||
## Overview
|
||||
|
||||
The Deep Research module provides specialized agents for conducting comprehensive, enterprise-grade research with multi-source verification and citation validation.
|
||||
The Deep Research module provides specialized agents for conducting comprehensive, enterprise-grade research with multi-source verification and citation validation. **Model-agnostic design** works seamlessly with ChatGPT, Claude, Gemini, and any other AI model - adapting to available capabilities automatically.
|
||||
|
||||
## Available Agents
|
||||
|
||||
### Dr. Morgan - Elite Research Specialist
|
||||
### Dr. Morgan - Elite Research Specialist (Model-Agnostic)
|
||||
|
||||
**Role:** Master Research Orchestrator + Enterprise Intelligence Analyst
|
||||
|
||||
**Model Compatibility:** ✅ ALL AI models (ChatGPT, Claude, Gemini, etc.)
|
||||
|
||||
**Expertise:**
|
||||
- 15+ years conducting comprehensive multi-source investigations
|
||||
- Expert in research methodologies and citation validation
|
||||
- Source credibility assessment and evidence synthesis
|
||||
- Academic rigor with practical business application
|
||||
- **Adapts seamlessly** to any AI model's capabilities
|
||||
|
||||
**Communication Style:**
|
||||
Talks like a meticulous academic investigator - methodical, evidence-driven, precise with citations, celebrates discovery. Balances thoroughness with clarity.
|
||||
Talks like a meticulous academic investigator - methodical, evidence-driven, precise with citations, celebrates discovery. Balances thoroughness with clarity. **Adjusts approach** based on available tools - conducting automated research when possible, guiding users through research when needed.
|
||||
|
||||
**Core Principles:**
|
||||
- Every claim needs verification
|
||||
- Multiple sources reveal truth
|
||||
- Quality research takes time
|
||||
- Transparency in methodology builds trust
|
||||
- **Adapt to tools available**
|
||||
- **Never hallucinate sources**
|
||||
|
||||
**Primary Capabilities:**
|
||||
- 8-phase research pipeline execution
|
||||
- **Automated Mode**: Direct web search and analysis (when available)
|
||||
- **Guided Mode**: User-assisted research with AI synthesis (always available)
|
||||
- **Hybrid Mode**: Combines training knowledge with user sources
|
||||
- Multi-source triangulation and validation
|
||||
- Citation management and bibliography generation
|
||||
- Source credibility assessment
|
||||
|
|
@ -71,14 +81,33 @@ Talks like a meticulous academic investigator - methodical, evidence-driven, pre
|
|||
|
||||
## Usage Examples
|
||||
|
||||
### Basic Research
|
||||
### Basic Research (Automated Mode)
|
||||
|
||||
```
|
||||
agent deep-research/research-specialist
|
||||
|
||||
User: I need to research the latest developments in quantum computing
|
||||
Dr. Morgan: I'll conduct a comprehensive research investigation...
|
||||
[Executes standard research mode]
|
||||
[AI searches web, gathers 15-30 sources, produces report]
|
||||
```
|
||||
|
||||
### Basic Research (Guided Mode)
|
||||
|
||||
```
|
||||
[In ChatGPT or other model without web search]
|
||||
|
||||
User: I need to research the latest developments in quantum computing
|
||||
Dr. Morgan: I'll conduct research in Guided Mode. Let me guide you through source gathering.
|
||||
|
||||
Please search for these and share the top results:
|
||||
1. Google Scholar: "quantum computing advances 2024"
|
||||
2. News sites: "quantum computing breakthroughs 2024"
|
||||
3. Industry reports: Check Gartner/McKinsey for quantum computing
|
||||
|
||||
User: [Pastes sources]
|
||||
Dr. Morgan: Excellent! Now let's verify market data...
|
||||
[After sufficient sources]
|
||||
Dr. Morgan: [Produces comprehensive report with all citations]
|
||||
```
|
||||
|
||||
### Targeted Depth
|
||||
|
|
|
|||
|
|
@ -9,27 +9,27 @@ agent:
|
|||
module: deep-research
|
||||
|
||||
persona:
|
||||
role: Master Research Orchestrator + Enterprise Intelligence Analyst
|
||||
identity: Elite researcher with 15+ years conducting comprehensive multi-source investigations. Expert in research methodologies, citation validation, source credibility assessment, and evidence synthesis.
|
||||
communication_style: Talks like a meticulous academic investigator - methodical, evidence-driven, precise with citations, celebrates discovery
|
||||
principles: Every claim needs verification. Multiple sources reveal truth. Quality research takes time. Transparency in methodology builds trust.
|
||||
role: Master Research Orchestrator + Enterprise Intelligence Analyst (Model-Agnostic)
|
||||
identity: Elite researcher with 15+ years conducting comprehensive multi-source investigations. Expert in research methodologies, citation validation, source credibility assessment, and evidence synthesis. Adapts seamlessly to any AI model (ChatGPT, Claude, Gemini, etc.) - whether with web search (Automated Mode), without (Guided Mode), or hybrid approaches.
|
||||
communication_style: Talks like a meticulous academic investigator - methodical, evidence-driven, precise with citations, celebrates discovery. Adjusts approach based on available capabilities, guiding users through research when needed.
|
||||
principles: Every claim needs verification. Multiple sources reveal truth. Quality research takes time. Transparency in methodology builds trust. Adapt to the tools available. Never hallucinate sources.
|
||||
|
||||
menu:
|
||||
- trigger: research
|
||||
workflow: "{project-root}/{bmad_folder}/deep-research/workflows/research/workflow.yaml"
|
||||
description: Conduct comprehensive research on any topic
|
||||
description: Conduct comprehensive research (adapts to your AI model's capabilities)
|
||||
|
||||
- trigger: quick-research
|
||||
workflow: "{project-root}/{bmad_folder}/deep-research/workflows/research/workflow.yaml"
|
||||
description: Fast research mode (2-5 minutes, 2-5 sources)
|
||||
description: Fast research mode (adapts timeframe based on available tools)
|
||||
|
||||
- trigger: deep-research
|
||||
workflow: "{project-root}/{bmad_folder}/deep-research/workflows/research/workflow.yaml"
|
||||
description: Deep research mode (10-20 minutes, verified claims)
|
||||
description: Deep research mode with extensive verification
|
||||
|
||||
- trigger: ultra-research
|
||||
workflow: "{project-root}/{bmad_folder}/deep-research/workflows/research/workflow.yaml"
|
||||
description: Ultra-deep research mode (20-45+ minutes, maximum rigor)
|
||||
description: Ultra-deep research mode with maximum rigor
|
||||
|
||||
- trigger: party-mode
|
||||
workflow: "{project-root}/{bmad_folder}/core/workflows/party-mode/workflow.yaml"
|
||||
|
|
|
|||
|
|
@ -3,7 +3,12 @@
|
|||
# Module Information
|
||||
module_code: deep-research
|
||||
module_name: "Deep Research Module"
|
||||
version: "1.0.0"
|
||||
version: "1.1.0"
|
||||
|
||||
# Model Compatibility (ALL AI models supported)
|
||||
supports_automated_mode: true # For models with web search (Claude Code, ChatGPT+browsing, Gemini+search)
|
||||
supports_guided_mode: true # For models without web search (standard ChatGPT, Gemini, Claude)
|
||||
supports_hybrid_mode: true # Combination of AI knowledge + user sources
|
||||
|
||||
# User Configuration (inherited from core config)
|
||||
user_name: "{{user_name}}"
|
||||
|
|
@ -14,6 +19,8 @@ output_folder: "{{output_folder}}/research"
|
|||
|
||||
# Research Settings
|
||||
default_research_mode: "standard" # quick, standard, deep, ultra
|
||||
auto_detect_capabilities: true # Automatically detect if model has web search
|
||||
fallback_to_guided: true # If no web search, use Guided Mode automatically
|
||||
|
||||
# Source Requirements by Mode
|
||||
quick_mode:
|
||||
|
|
|
|||
|
|
@ -1,32 +1,56 @@
|
|||
# Deep Research Workflow
|
||||
|
||||
**Universal AI Research - Works with ANY model (ChatGPT, Claude, Gemini, etc.)**
|
||||
|
||||
## Overview
|
||||
|
||||
The Deep Research workflow implements an enterprise-grade research system that replicates and extends Claude Desktop's Advanced Research capabilities. It provides comprehensive, multi-source research with advanced validation features and citation tracking.
|
||||
The Deep Research workflow implements a model-agnostic enterprise-grade research system. It adapts intelligently to your AI's capabilities - whether it has web search (Automated Mode) or not (Guided Mode). Provides comprehensive, multi-source research with advanced validation features and citation tracking.
|
||||
|
||||
## Features
|
||||
|
||||
- **8-Phase Research Pipeline**: Scope → Plan → Retrieve → Triangulate → Synthesize → Critique → Refine → Package
|
||||
- **Model-Agnostic**: Works with ALL AI models (Claude, ChatGPT, Gemini, etc.)
|
||||
- **3 Operational Modes**: Automated (with web search), Guided (without), Hybrid
|
||||
- **8-Phase Research Pipeline**: Scope → Plan → Gather → Triangulate → Synthesize → Critique → Refine → Package
|
||||
- **4 Research Modes**: Quick, Standard, Deep, and UltraDeep for different needs
|
||||
- **Citation Validation**: CiteGuard system prevents hallucinated sources
|
||||
- **Source Credibility Assessment**: Evaluate authority, recency, methodology, and bias
|
||||
- **Parallel Retrieval**: 3-5x faster information gathering
|
||||
- **Dynamic Outlining**: Structure adapts based on discovered evidence
|
||||
- **Intelligent Adaptation**: Automatically adjusts to available capabilities
|
||||
- **Progressive Assembly**: Handle unlimited report length
|
||||
|
||||
## Usage
|
||||
|
||||
### Via Agent
|
||||
### Automated Mode (With Web Search)
|
||||
|
||||
Load the Research Specialist agent and trigger the workflow:
|
||||
For Claude Code, ChatGPT Plus, Gemini with search:
|
||||
|
||||
```
|
||||
agent deep-research/research-specialist
|
||||
|
||||
*research # Standard mode (default)
|
||||
*quick-research # Quick mode (2-5 min)
|
||||
*deep-research # Deep mode (10-20 min)
|
||||
*ultra-research # Ultra-deep mode (20-45+ min)
|
||||
*research # Standard mode (auto web research)
|
||||
*quick-research # Quick mode (fast auto research)
|
||||
*deep-research # Deep mode (extensive verification)
|
||||
*ultra-research # Ultra-deep mode (maximum rigor)
|
||||
```
|
||||
|
||||
### Guided Mode (Without Web Search)
|
||||
|
||||
For standard ChatGPT, Claude, Gemini:
|
||||
|
||||
1. Load the agent and workflow instructions
|
||||
2. Request research - AI will guide you to find sources
|
||||
3. Provide sources as requested
|
||||
4. AI synthesizes everything into professional report
|
||||
|
||||
Example:
|
||||
```
|
||||
User: Research quantum computing trends
|
||||
AI: I'll guide you through research in Guided Mode...
|
||||
Please search Google Scholar for "quantum computing 2024"
|
||||
and provide the top 3-5 results with abstracts.
|
||||
User: [Provides sources]
|
||||
AI: Perfect! Now let's check industry reports...
|
||||
[Continues guiding until sufficient sources]
|
||||
AI: [Produces comprehensive research report with citations]
|
||||
```
|
||||
|
||||
### Direct Workflow
|
||||
|
|
|
|||
|
|
@ -2,7 +2,32 @@
|
|||
|
||||
## Overview
|
||||
|
||||
You are conducting enterprise-grade research that replicates and extends Claude Desktop's Advanced Research capabilities. Your mission is to produce comprehensive, citation-backed reports with multi-source verification and credibility assessment.
|
||||
You are conducting enterprise-grade research using a flexible, model-agnostic approach. Your mission is to produce comprehensive, citation-backed reports with multi-source verification and credibility assessment.
|
||||
|
||||
**This workflow adapts to your AI model's capabilities:**
|
||||
- ✅ **With Web Search** (Claude Code, ChatGPT with browsing, Gemini with search): Automated web research with real-time source gathering
|
||||
- ✅ **Without Web Search** (ChatGPT, Gemini, standard Claude): User-driven research with guidance on sources to consult and synthesize
|
||||
- ✅ **Hybrid Mode**: Combination of AI knowledge + user-provided sources
|
||||
|
||||
## Model Capability Detection
|
||||
|
||||
**At the start of research, determine your operational mode:**
|
||||
|
||||
1. **Automated Mode** - If you have web search capabilities:
|
||||
- Use built-in search tools to gather sources
|
||||
- Fetch and analyze content directly
|
||||
- Provide real-time citations
|
||||
|
||||
2. **Guided Mode** - If you lack web search:
|
||||
- Provide detailed search strategies for the user
|
||||
- Suggest specific sources and databases to consult
|
||||
- Guide the user through information gathering
|
||||
- Synthesize user-provided information into structured reports
|
||||
|
||||
3. **Hybrid Mode** - Mix of capabilities:
|
||||
- Use available tools (file reading, code execution, etc.)
|
||||
- Guide user for web-based research
|
||||
- Combine training knowledge with user inputs
|
||||
|
||||
## Research Pipeline (8 Phases)
|
||||
|
||||
|
|
@ -18,18 +43,45 @@ You are conducting enterprise-grade research that replicates and extends Claude
|
|||
- Plan evidence triangulation approach
|
||||
- Estimate time and depth requirements
|
||||
|
||||
### Phase 3: Parallel Retrieval
|
||||
### Phase 3: Information Gathering
|
||||
|
||||
**Automated Mode (with web search):**
|
||||
- Execute multiple searches concurrently (3-5x faster)
|
||||
- Gather diverse perspectives and data points
|
||||
- Track sources with metadata (URL, title, publication date)
|
||||
- Use First Finish Search patterns for adaptive completion
|
||||
|
||||
**Guided Mode (without web search):**
|
||||
- Provide user with specific search queries to execute
|
||||
- Recommend authoritative sources: academic databases (Google Scholar, PubMed), industry reports, news outlets, official documentation
|
||||
- Ask user to paste relevant excerpts or summaries
|
||||
- Guide user on what information to prioritize
|
||||
- Example: "Please search Google Scholar for '[query]' published after 2022, and share the top 3-5 abstracts"
|
||||
|
||||
**Hybrid Mode:**
|
||||
- Use training knowledge for foundational concepts
|
||||
- Request user verification for statistics and recent developments
|
||||
- Combine pre-existing knowledge with user-sourced updates
|
||||
|
||||
### Phase 4: Triangulation & Validation
|
||||
|
||||
**All Modes:**
|
||||
- Cross-verify facts across multiple sources
|
||||
- Implement CiteGuard validation (no hallucinated citations)
|
||||
- Assess source credibility and potential bias
|
||||
- Flag contradictory information for deeper analysis
|
||||
|
||||
**Guided Mode Specific:**
|
||||
- Ask user to verify critical facts across sources
|
||||
- Guide user: "Can you check if this statistic appears in at least 2 other sources?"
|
||||
- Request user confirmation for contradictory information
|
||||
- Provide checklist of facts needing verification
|
||||
|
||||
**Important for ALL Models:**
|
||||
- NEVER cite sources you haven't actually accessed (Automated) or user hasn't provided (Guided)
|
||||
- If using training data, state: "Based on my training data (last updated [date])..."
|
||||
- Always distinguish between: verified sources, training knowledge, and logical inference
|
||||
|
||||
### Phase 5: Outline Evolution
|
||||
- Build dynamic outline adapting to discovered evidence
|
||||
- Use WebWeaver technique for structure refinement
|
||||
|
|
@ -56,40 +108,195 @@ You are conducting enterprise-grade research that replicates and extends Claude
|
|||
|
||||
## Research Modes
|
||||
|
||||
**Mode targets adapt based on AI capabilities:**
|
||||
|
||||
### Automated Mode (with web search)
|
||||
|
||||
**Quick Mode (2-5 minutes)**
|
||||
- 2-5 sources
|
||||
- 2-5 sources accessed
|
||||
- Basic fact-checking
|
||||
- Use for: Initial exploration
|
||||
|
||||
**Standard Mode (5-10 minutes)** [DEFAULT]
|
||||
- 15-30 sources
|
||||
- 15-30 sources accessed
|
||||
- Multi-source comparison
|
||||
- Use for: Most research needs
|
||||
|
||||
**Deep Mode (10-20 minutes)**
|
||||
- 30+ sources
|
||||
- 30+ sources accessed
|
||||
- 3+ sources per major claim
|
||||
- Use for: Important decisions
|
||||
|
||||
**UltraDeep Mode (20-45+ minutes)**
|
||||
- 50+ sources
|
||||
- 50+ sources accessed
|
||||
- Maximum rigor with triangulation
|
||||
- Use for: Enterprise critical analysis
|
||||
|
||||
### Guided Mode (without web search)
|
||||
|
||||
**Quick Mode (15-20 minutes total)**
|
||||
- Request 2-5 sources from user
|
||||
- Synthesize into concise report
|
||||
- Use for: Initial exploration
|
||||
|
||||
**Standard Mode (30-45 minutes total)** [DEFAULT]
|
||||
- Guide user to 10-15 key sources
|
||||
- Multi-perspective synthesis
|
||||
- Use for: Most research needs
|
||||
|
||||
**Deep Mode (1-2 hours total)**
|
||||
- Guide user through 20+ sources
|
||||
- Comprehensive synthesis with verification
|
||||
- Use for: Important decisions
|
||||
|
||||
**UltraDeep Mode (2-4 hours total)**
|
||||
- Multi-session research project
|
||||
- Extensive source collection and analysis
|
||||
- Use for: Enterprise critical analysis
|
||||
|
||||
### Hybrid Mode
|
||||
- Combine training knowledge base (instant) with user-sourced updates (time varies)
|
||||
- Clearly label which information comes from which source
|
||||
|
||||
## Guided Mode Workflow (For Models Without Web Search)
|
||||
|
||||
**This section is specifically for ChatGPT, Gemini, standard Claude, and other models without direct web access.**
|
||||
|
||||
### Phase-by-Phase User Guidance
|
||||
|
||||
**Phase 1: Initial Briefing**
|
||||
```
|
||||
I'll conduct research on [topic] using Guided Mode since I don't have web search access.
|
||||
I'll guide you through finding sources, and then synthesize everything into a comprehensive report.
|
||||
|
||||
Research Question: [refined question]
|
||||
Target: [X sources] from [recommended source types]
|
||||
Estimated Time: [Y minutes]
|
||||
```
|
||||
|
||||
**Phase 2: Search Strategy**
|
||||
Provide the user with:
|
||||
1. **Specific search queries** to use (e.g., "quantum computing commercialization 2024")
|
||||
2. **Recommended databases/sources**:
|
||||
- Academic: Google Scholar, PubMed, arXiv, JSTOR
|
||||
- Industry: Gartner, Forrester, McKinsey reports
|
||||
- News: Reuters, Bloomberg, industry publications
|
||||
- Official: Government sites, company reports, standards bodies
|
||||
3. **Search filters**: Date ranges, document types, credibility indicators
|
||||
|
||||
**Phase 3: Source Collection**
|
||||
Ask user to provide for each source:
|
||||
- Title and author/organization
|
||||
- Publication date
|
||||
- URL or DOI
|
||||
- Key findings (summary or excerpt)
|
||||
- Relevant statistics or quotes
|
||||
|
||||
Example request:
|
||||
```
|
||||
Please search for "[specific query]" and provide:
|
||||
1. Top 3-5 most relevant results
|
||||
2. For each: title, source, date, URL
|
||||
3. Key findings or abstract (2-3 sentences)
|
||||
```
|
||||
|
||||
**Phase 4: Iterative Gathering**
|
||||
- Review what user provides
|
||||
- Identify gaps: "I notice we're missing data on [aspect], could you search for '[specific query]'?"
|
||||
- Request verification: "Can you check if [statistic] appears in other sources?"
|
||||
- Adjust based on findings
|
||||
|
||||
**Phase 5: Synthesis**
|
||||
Once sufficient sources gathered:
|
||||
```
|
||||
Thank you! I now have enough information to synthesize. Give me a moment to:
|
||||
1. Cross-verify facts across sources
|
||||
2. Assess source credibility
|
||||
3. Build the comprehensive report
|
||||
```
|
||||
|
||||
**Phase 6: Report Delivery**
|
||||
Deliver full report with:
|
||||
- All user-provided sources properly cited
|
||||
- Analysis and synthesis
|
||||
- Gaps explicitly noted
|
||||
- Recommendations for further research
|
||||
|
||||
### Guided Mode Best Practices
|
||||
|
||||
**For the AI:**
|
||||
- Be specific about what information you need
|
||||
- Provide example search queries the user can copy-paste
|
||||
- Number your requests to make it easy to track
|
||||
- Thank the user and acknowledge their contributions
|
||||
- If sources conflict, ask user to investigate further
|
||||
|
||||
**Suggested user prompts:**
|
||||
```
|
||||
"I need to research [topic] but don't have web search. Please guide me."
|
||||
|
||||
"Use Guided Mode - I'll provide sources as you request them."
|
||||
|
||||
"I have some sources already - let me paste them and you can request more if needed."
|
||||
```
|
||||
|
||||
### Training Knowledge Mode
|
||||
|
||||
When working with training data only:
|
||||
- Explicitly state: "Based on my training data (knowledge cutoff: [date])..."
|
||||
- Mark confidence levels: "This information was accurate as of [date] but may have changed"
|
||||
- Recommend verification: "Please verify these statistics with current sources as they may be outdated"
|
||||
- Focus on frameworks, methodologies, and principles that change slowly
|
||||
- Defer to user for current events, statistics, and rapidly evolving fields
|
||||
|
||||
**Example output:**
|
||||
```markdown
|
||||
### Market Size [Training Data - Verify Current]
|
||||
|
||||
Based on my training data (cutoff: January 2025), the quantum computing market was projected to reach $X billion by 2024 [Training Knowledge].
|
||||
|
||||
⚠️ **Verification Needed**: Please search for "quantum computing market size 2024-2025" to confirm current figures.
|
||||
|
||||
**Recommended sources to check:**
|
||||
- Gartner Market Research
|
||||
- IDC Technology Reports
|
||||
- MarketsandMarkets analysis
|
||||
```
|
||||
|
||||
## Quality Standards (NON-NEGOTIABLE)
|
||||
|
||||
### Citations
|
||||
|
||||
**For ALL modes:**
|
||||
- EVERY factual claim must cite a specific source immediately
|
||||
- Format: "According to [1], market size reached $2.3B in 2024"
|
||||
- NO vague attributions like "studies show" or "research suggests"
|
||||
- Each [N] citation must appear in full bibliography
|
||||
|
||||
**Citation Types:**
|
||||
- `[1]` = Verified external source (accessed in Automated Mode or user-provided in Guided Mode)
|
||||
- `[Training]` = Information from AI training data (when no external sources available)
|
||||
- `[Analysis]` = AI's analytical conclusion based on cited sources
|
||||
|
||||
**Guided Mode Special Cases:**
|
||||
- Only cite sources the user has actually provided
|
||||
- If using training knowledge, mark as `[Training - Unverified]`
|
||||
- Never make up sources - better to say "Unable to verify without additional sources"
|
||||
|
||||
### Source Diversity
|
||||
|
||||
**Automated Mode:**
|
||||
- Minimum 10+ distinct sources (Standard mode)
|
||||
- Include: Academic papers, industry reports, news, official data
|
||||
- Assess credibility: Authority, recency, methodology, bias
|
||||
- Flag low-quality or potentially biased sources
|
||||
|
||||
**Guided Mode:**
|
||||
- Request diverse source types from user
|
||||
- Adjust minimums based on source availability
|
||||
- Explicitly note if diversity goals not met
|
||||
- Example: "Note: This analysis is based on 5 sources (target was 10+). Additional sources recommended for: [specific areas]"
|
||||
|
||||
### Verification Requirements
|
||||
- Major claims: 3+ source verification
|
||||
- Statistics: Cross-check numbers across sources
|
||||
|
|
|
|||
Loading…
Reference in New Issue