Devman Agents

Devman Agents

Devman Agents is the public technical knowledge base for Devman’s AI agent architecture practice.

It documents how to reason about LLM applications as production systems: models, context, retrieval, tools, workflows, observability, evaluation, deployment, and secrets.

Topics

• Overview introduces the system philosophy.
• Mastra covers public-safe framework notes.
• Langfuse Observability explains traces and debugging.
• RAG and Knowledge Pipelines describes ingestion and retrieval.
• Local LLMs and Embeddings compares local and hosted model choices.
• Deployment Patterns outlines production-safe deployment principles.

This area is public. It does not include private endpoints, credentials, private infrastructure topology, or internal runbooks.