Projects

StackPilot - Agentic AI App Builder

Case study for StackPilot, a Python and LangChain multi-agent AI app builder using planner, architect, and coder agents to simulate an end-to-end SDLC.

PythonRAGLangchainMulti-Agent LLM

Engineering challenge

Prototype software planning often breaks when requirements, architecture decisions, and code generation live in disconnected prompts.

Technical solution

StackPilot separates planning, architecture, and coding into specialized agents with structured handoffs, retrieval-aware context, and repeatable execution steps.

Measured outcome

The system reduced early prototype effort by 80% while creating a clearer workflow for validating AI-generated architecture and implementation decisions.