AI & ML Research 8 Hours

Last updated: July 24, 2026, 2:30 PM ET

AI & ML Research

Foundation Models for Structured Data

Tabular foundation models spreadsheet columns zero-shot, surpassing tuned gradient-boosted trees on the Tab Arena benchmark. These models operate similarly to LLMs completing text, but for structured data.

Enhancing LLM Memory and Document Processing

A usage-reinforced decay engine by prioritizing important information over just the newest data, drawing inspiration from the Ebbinghaus forgetting curve. Concurrently, an intelligent document processing system and classification from emails using AWS services.

LLM Cascades and Local Model Integration

An LLM cascade architecture by employing a series of models, from inexpensive local options to a hosted flagship. This approach focuses on reducing costs and incorporating a validation loop, demonstrated through a comparison of twenty local models against a top-tier hosted model.