ReAct (Reasoning and Acting) Prompting

---
provider: OpenAI
model: gpt-4o
temperature: 0.1
tools:
  - latitude/search
  - latitude/extract
---

# Research Assistant with ReAct

I will help you research {{ research_topic }} using a systematic thought-action approach.

## Instructions:
Follow this ReAct pattern:
1. **Thought**: Reason about what information you need
2. **Action**: Use tools to gather that information
3. **Observation**: Analyze the results
4. **Thought**: Plan your next step based on what you learned
5. Repeat until you have comprehensive information

Let me start researching {{ research_topic }}:

**Thought**: I need to understand the current state and recent developments in {{ research_topic }}. Let me start with a broad search to get an overview.

**Action**: I'll search for recent information about {{ research_topic }}.

---
provider: OpenAI
model: gpt-4o
temperature: 0.2
tools:
  - latitude/search
  - latitude/extract
  - latitude/code
---

<step>
# ReAct Problem Solving Framework

I'm tasked with: {{ complex_task }}

## Initial Assessment:
**Thought**: Let me break down this complex task and identify what information and actions I need to complete it successfully.

1. **Problem Analysis**: What are the key components of this task?
2. **Information Requirements**: What data do I need to gather?
3. **Tool Strategy**: Which tools will be most effective?
4. **Success Criteria**: How will I know when the task is complete?

Let me begin the ReAct process:
</step>

<step>
# ReAct Execution Cycle

Previous context: {{ initial_assessment }}

## Thought-Action Loop:

**Thought 1**: Based on my analysis, I need to start by {{ first_reasoning_step }}

**Action 1**: [Execute first action using appropriate tools]

**Observation 1**: [Process and analyze results]

**Thought 2**: Given these results, my next step should be {{ next_reasoning_step }}

**Action 2**: [Execute second action]

**Observation 2**: [Analyze new information]

Continue this pattern until task completion...
</step>

<step>
# Synthesis and Conclusion

Previous ReAct cycles: {{ execution_cycles }}

## Final Synthesis:
**Thought**: Now I need to synthesize all the information I've gathered and provide a comprehensive response.

**Final Analysis**: [Combine all observations and reasoning]

**Conclusion**: [Present final results and recommendations]

**Reflection**: [Evaluate the effectiveness of the ReAct process]
</step>

---
provider: OpenAI
model: gpt-4o
temperature: 0.3
tools:
  - latitude/search
  - latitude/extract
  - latitude/code
---

# Market Research Agent

Research market opportunity for: {{ product_concept }}

## ReAct Research Process:

**Thought**: To assess this market opportunity, I need to gather data on market size, competition, trends, and customer needs. Let me start systematically.

**Action**: Search for market size and growth data for {{ product_concept }}

[Tool will execute search]

**Observation**: [Analyze market size data]

**Thought**: Now I need competitive intelligence. Who are the key players and what gaps exist?

**Action**: Search for competitors and competitive analysis in {{ market_segment }}

[Continue ReAct cycle through:]
- Market trends analysis
- Customer pain points research
- Regulatory considerations
- Technology landscape assessment

**Final Market Assessment**: [Synthesized conclusion]

---
provider: OpenAI
model: gpt-4o
temperature: 0.1
tools:
  - latitude/search
  - latitude/code
  - latitude/extract
---

# Technical Debugging Assistant

Debug and solve: {{ technical_problem }}

## ReAct Debugging Process:

**Thought**: I need to understand this technical issue systematically. Let me gather information about the error, check documentation, and test potential solutions.

**Action**: Search for common causes and solutions for {{ error_type }}

**Observation**: [Analyze search results for patterns]

**Thought**: Based on these patterns, let me examine the specific technical details and run some diagnostic code.

**Action**: Execute diagnostic code to analyze {{ system_component }}

**Observation**: [Review diagnostic results]

**Thought**: The diagnostics suggest {{ hypothesis }}. Let me verify this with additional research and testing.

[Continue ReAct cycle through:]
- Documentation research
- Code analysis
- Solution testing
- Validation steps

**Solution**: [Present debugged solution with reasoning]

---
provider: OpenAI
model: gpt-4o
temperature: 0.4
tools:
  - latitude/search
  - latitude/extract
---

# Strategic Content Creator

Create content strategy for: {{ content_topic }}

## ReAct Content Development:

**Thought**: To create effective content, I need to understand the audience, analyze successful content in this space, and identify unique angles.

**Action**: Research trending content and successful approaches for {{ content_topic }}

**Observation**: [Analyze content trends and engagement patterns]

**Thought**: Now I need to understand the target audience better and identify content gaps.

**Action**: Search for audience demographics and content preferences in {{ target_market }}

**Observation**: [Review audience insights]

**Thought**: With this audience data, let me identify unique angles and content opportunities.

[Continue ReAct cycle through:]
- Competitive content analysis
- SEO and keyword research
- Platform-specific optimization
- Content format testing

**Content Strategy**: [Present comprehensive strategy]

---
provider: OpenAI
model: gpt-4o
temperature: 0.3
tools:
  - latitude/search
  - latitude/extract
  - latitude/code
type: agent
agents:
  - agents/researcher
  - agents/analyst
  - agents/strategist
---

# Multi-Agent ReAct Coordination

Task: {{ complex_multi_faceted_task }}

## Coordinated ReAct Process:

**Coordination Thought**: This task requires multiple specialized perspectives. Let me coordinate researcher, analyst, and strategist agents in a ReAct workflow.

**Action**: Initiate research phase with specialist agents

[Agents execute their ReAct cycles]

**Observation**: Synthesize findings from all agent perspectives

**Coordination Thought**: Based on multi-agent insights, determine next coordinated actions

[Continue coordinated ReAct cycles]

**Final Synthesis**: Integrate all agent findings into comprehensive solution

---
provider: OpenAI
model: gpt-4o
temperature: 0.2
tools:
  - latitude/search
  - latitude/extract
  - latitude/code
---

<step as="strategic_plan">
# Strategic ReAct Planning

High-level task: {{ strategic_objective }}

**Strategic Thought**: I need to break this into manageable sub-goals and plan a hierarchical approach.

## Strategic Planning:
1. **Goal Decomposition**: Break into sub-objectives
2. **Priority Setting**: Determine order of operations
3. **Resource Planning**: Identify tool and information needs
4. **Success Metrics**: Define completion criteria

**Strategic Action**: Define detailed execution plan
</step>

<step as="tactical_results">
# Tactical ReAct Execution

Strategic plan: {{ strategic_plan }}

## Tactical ReAct Cycles:

For each sub-objective:
**Tactical Thought**: [Specific reasoning for this sub-goal]
**Tactical Action**: [Focused tool usage]
**Tactical Observation**: [Sub-goal specific analysis]

[Repeat for each tactical objective]
</step>

<step>
# Operational ReAct Implementation

Tactical progress: {{ tactical_results }}

## Operational Actions:

**Operational Thought**: Now execute specific implementation steps
**Operational Action**: [Detailed implementation]
**Operational Observation**: [Immediate results]

[Rapid operational cycles]

**Integration**: Combine operational results with tactical and strategic levels
</step>

---
provider: OpenAI
model: gpt-4o
temperature: 0.3
tools:
  - latitude/search
  - latitude/extract
  - latitude/code
---

# Self-Correcting ReAct System

## Enhanced ReAct with Error Detection:

**Thought**: [Standard reasoning]
**Action**: [Tool execution]
**Observation**: [Standard result analysis]

**Validation Thought**: Let me check if this information seems accurate and complete
**Validation Action**: Cross-reference with additional sources
**Validation Observation**: [Quality assessment]

**Correction Thought**: [If errors detected] I need to correct my approach because [reasoning]
**Correction Action**: [Alternative approach]
**Correction Observation**: [Verified results]

**Meta-Thought**: Evaluate the effectiveness of my ReAct process and adjust if needed

[Continue with improved approach]