agentic ai
Agentic AI Platform
Internal production platform · Tru
Agent workflows at Tru: retrieval, multi-step tasks, and the reliability work.
Software Engineer·2024 – Present·Mohali
Enterprise · NDA
Context
At Tru, I work on an internal agent platform used for multi-step workflows across existing systems.
Problem
Teams needed agents that could retrieve context, run tasks in sequence, and talk to the APIs they already had.
Constraints
- —Production stability and observability requirements
- —Vector retrieval latency and accuracy trade-offs
- —Multi-step agent state management across failures
My contribution
- →Implemented FastAPI services supporting AI-driven agent workflows
- →Integrated Weaviate for vector retrieval and PostgreSQL for persistent agent state
- →Built agent execution logic with LangGraph and LangChain for task orchestration
- →Shipped frontend surfaces in React/Next.js for monitoring and interaction
Solution
A layered architecture: FastAPI API layer → LangGraph agent graphs → Weaviate retrieval + PostgreSQL persistence → React dashboards for operators.
Results
- ✓Enabled production agent workflows with retrieval-augmented context
- ✓Reduced manual task handling through orchestrated multi-step agents
- ✓Improved system stability through production debugging and code reviews
Stack
FastAPIPythonLangGraphLangChainWeaviatePostgreSQLVector DBReact