coffee-gen-ai

Coding

This directory is to store coding samples and projects as well as some libraries and tools that I use.

Libraries

libraries to build agents with

• smolagents
  • A framework for building agents with LLMs
  • Introducing smolagents, a simple library to build agents
• AutoGPT
  • AutoGPT is a powerful platform that allows you to create, deploy, and manage continuous AI agents that automate complex workflows.

• OpenAI Swarm

• LangGraph

Other Libraries

• Langchain

• LiteLLM
  • Translate inputs to provider’s completion, embedding, and image_generation endpoints
  • Consistent output, text responses will always be available at [‘choices’][0][‘message’][‘content’]
  • Retry/fallback logic across multiple deployments (e.g. Azure/OpenAI) - Router
  • Set Budgets & Rate limits per project, api key, model (LiteLLM Proxy Server (LLM Gateway))[https://docs.litellm.ai/docs/simple_proxy]
• dspy
  • DSPy stands for Declarative Self-improving Python
  • The framework for programming—not prompting—language models
  • iterate fast on building modular AI systems and offers algorithms for optimizing their prompts and weights, whether you’re building simple classifiers, sophisticated RAG pipelines, or Agent loops

Model providers

• Together.ai
  • they provide a variety of models, including open source models - full list here