THE PROBLEM

Complex AI workflows require coordination across multiple processing steps, tools, and input modalities.

THE APPROACH

A LangGraph state machine coordinates multimodal workflows, tracks execution state, and advances through multiple steps.

THE PROBLEM

Legal queries need relevant evidence and answers that remain grounded in the retrieved documents.

THE APPROACH

Clause-aware segmentation, hybrid retrieval, reranking, and a post-generation grounding audit form a verification-centric RAG pipeline.

THE PROBLEM

Data analysis often requires repeated manual exploration, coding, debugging, and interpretation.

THE APPROACH

An adaptive ReAct workflow performs analysis steps, evaluates intermediate results, and revises its approach when needed.

THE PROBLEM

Placement workflows must coordinate students, recruiters, applications, access permissions, and background operations.

THE APPROACH

A Flask and Vue.js application combines role-based access, PostgreSQL data models, JWT authentication, and asynchronous task processing.