AI & ML Research 3 Days

Last updated: July 26, 2026, 5:30 AM ET

AI & ML Research

Foundation Models & Vector Search

Tabular LLMs are now outperforming traditional gradient-boosted trees on the Tab Arena benchmark, predicting missing spreadsheet columns zero-shot. In parallel, engineers are by evaluating the cost-performance trade-offs of on-disk versus in-memory Approximate Nearest Neighbor (ANN) indexes like HNSW, SPANN, and Disk ANN, especially as RAM becomes more expensive.

LLM Agents & Memory

Developers are in AI agents by implementing usage-reinforced decay engines inspired by the Ebbinghaus forgetting curve, prioritizing important information over recency. However, scaling AI agent systems can introduce unexpected bottlenecks; one team with more LLM agents due to the hidden cost of asynchronous tasks, where minor CPU operations became significant bottlenecks.

Retrieval Augmented Generation (RAG) & Document Processing

One approach to improving RAG systems, categorizing hallucinations as extraction errors rather than fundamental model failures to improve accuracy. To manage costs and complexity in enterprise document intelligence, a cascaded LLM approach is being explored, moving from cheap local models to hosted flagship models with a validation loop for RAG generation. For building intelligent document processing (IDP) systems, cloud-based solutions from emails.

Simulation & Scientific Discovery

Beyond LLMs, novel simulation techniques are emerging; one method like the Kármán vortex street without solving explicit fluid equations, utilizing the Lattice Boltzmann Method implemented in C++. In drug discovery, AI is of next-generation medicines, a process traditionally fraught with high costs and failure rates.

Data Science Lessons & Organ Transplant Innovations

After 8.5 years in machine learning, key lessons alongside project and team dynamics. In a breakthrough for organ transplantation, supercooled kidneys have been successfully transplanted into pigs, a "landmark achievement" offering hope for extending organ viability outside the body for hours. This advances efforts to longer, addressing the critical shortage of donor organs.