examples

Example Collection

A comprehensive collection of examples demonstrating the implementation and usage of each pattern.

Building Blocks

Augmented LLM

• Basic Usage
  • Simple tool integration
  • Memory usage
  • Basic LLM interaction

Workflows

Prompt Chaining

• Text Analysis
  • Multi-step text processing
  • Context management
  • Result aggregation

Routing

• Support Routing
  • Ticket classification
  • Handler selection
  • Fallback management

Parallelization

• Content Moderation
  • Parallel content checks
  • Result voting
  • Consensus building

Orchestrator-Workers

• Document Processing
  • Task decomposition
  • Worker coordination
  • Result aggregation

Evaluator-Optimizer

• Code Optimization
  • Code improvement
  • Multiple strategies
  • Progress tracking

Agents

Autonomous Agent

• Research Assistant
  • Dynamic planning
  • Tool utilization
  • Goal achievement

Domain-Specific Agent

• Medical Assistant
  • Domain knowledge
  • Constraint handling
  • Specialized behaviors

Running Examples

Prerequisites

1. Python 3.8+
2. Required API keys (see .env.example)
3. Dependencies installed:

   pip install -r requirements.txt

Environment Setup

1. Copy environment template:

   cp .env.example .env

2. Edit .env with your API keys:

   ANTHROPIC_API_KEY=your_key_here
   # ... other keys as needed
   

Running Individual Examples

Each example can be run directly using Python:

# Format:
python -m path.to.example

# Examples:
python -m building-block.augmented-llm.examples.basic_usage
python -m workflows.prompt-chaining.examples.text_analysis
python -m agents.autonomous-agent.examples.research_assistant

Example Output

Each example provides clear output showing:

• Input processing
• Intermediate steps
• Final results
• Any errors or issues

Contributing Examples

1. Follow the existing structure
2. Include clear documentation
3. Handle errors gracefully
4. Add meaningful output
5. Update this index

Example Categories

By Complexity

• Basic

  • Augmented LLM basic usage
  • Simple prompt chaining
  • Basic routing

• Intermediate

  • Content moderation
  • Document processing
  • Research assistant

• Advanced

  • Code optimization
  • Medical diagnosis
  • Multi-agent coordination

By Feature

• Tool Integration

  • Web search
  • Calculator
  • Weather info

• Memory Usage

  • Conversation history
  • Context management
  • State tracking

• Error Handling

  • Input validation
  • API errors
  • Fallback strategies

By Domain

• Text Processing

  • Analysis
  • Summarization
  • Classification

• Code

  • Optimization
  • Review
  • Generation

• Healthcare

  • Diagnosis
  • Treatment planning
  • Drug interaction