Anant Bhardwaj

Giving New Life to Unstructured Data with LLMs and Agents

Anant Bhardwaj, Guido Appenzeller

A technology leader details how advanced AI systems are replacing brittle Robotic Process Automation by solving the historical challenge of processing unstructured data like PDFs and images through layout-aware models like InstaLM. The presentation advocates for compound AI architectures that combine specialized algorithms with strict validation and audit trails to ensure reliability in high-stakes enterprise decisions, such as automated lending. Ultimately, the strategy involves shifting agent roles to build-time workflow generation while utilizing secure, identity-pass-through protocols to interact with legacy systems, reducing complex decision cycles from weeks to seconds.