
Why LangGraph Exists (And Why Not Something Simpler)
Every framework exists because something simpler broke down. Understand exactly which wall you hit that makes a graph-based approach worth the complexity — and when you don't need it at all.
Technical guides and step-by-step instructions on building cloud-native applications, engineering thought leadership, and scaling Agentic AI.

Every framework exists because something simpler broke down. Understand exactly which wall you hit that makes a graph-based approach worth the complexity — and when you don't need it at all.

Deploy ADK 2 agents completely self-hosted with Docker, Postgres DatabaseSessionService, Caddy HTTPS, Jaeger tracing, and Loki logging.

Compare production agent TCO side-by-side across Google Gemini, OpenAI GPT, Anthropic Claude, and self-hosted Ollama.

Count tokens pre-flight and model full total cost of ownership (TCO) for production AI agents beyond raw LLM pricing.

Run Google ADK 2 agents on any model provider. Integrate OpenAI, Anthropic Claude, Ollama, and local open-source LLMs using LiteLLM.

Take Google ADK 2 agents to production. Deploy CartPilot on Google Cloud Run and Vertex AI Agent Runtime with CI/CD and observability.