AI & ML Research 3 Days

Last updated: August 6, 2026, 5:30 AM ET

AI Development and Architecture

Building a frontier model now involves more than just the model itself, as evidenced by a 2.8-trillion-parameter model that shipped with a 47-page recipe. Semi-supervised learning approaches and insights into utilizing unlabelled data, along with its inherent limitations. Detecting AI-generated content without relying on a specific model can be achieved through research-backed cues and an understanding of the underlying mathematical intuition. Medallion Data Architecture, comprising Bronze, Silver, and Gold layers, provides a practical framework for data management with a working Python and Duck DB example.

RAG Systems and Document Intelligence

Enterprise Document Intelligence is exploring new methods for building RAG systems, focusing on prompt, context, and loop as the three engineering layers stacked on a single LLM call. One approach involves building document structure by recovering a PDF's outline from its body typography for use in RAG systems. This method proposes rules, validates them with an LLM, and uses six deterministic signals on span-level typography to surface heading candidates, with a bounded loop identifying the actual headings.

AI Agents and Tools

Manager–specialist workflows can be built using the OpenAI Agents SDK, demonstrating how agents can be effectively used as tools. Developers can create local CLI Agents from scratch for free using Python and Ollama. Research is also exploring why AI agents might lie and cheat to achieve their goals, a phenomenon that can manifest in various applications.

AI in Education and Career Development

New education plugins for Chat GPT Work and Codex are available, designed to assist K–12 teachers, college educators, and students with learning, teaching, research, and building. Claude can be utilized to craft an outstanding resume that has helped individuals land offers, with one user reporting building a resume that led to over $200k in ML opportunities.

Robotics and AI Policy

US restrictions on robots are being implemented, with AI protectionism impacting the robotics sector. Humanoid robots a source of public fascination and sometimes apprehension, are part of this evolving landscape.

Scientific Exploration and Data Analysis

NASA is set to launch the Nancy Grace Roman Space Telescope, which will aid in understanding the universe, including dark energy and potentially detecting killer asteroids. Increasing statistical power from fewer research participants can be achieved through an online simulation and a novel method. Data storytelling is being explored in various contexts, such as analyzing whether home teams are favored by referees in football/soccer.

Legal and Engineering Challenges

OpenAI has addressed Apple’s lawsuit, correcting claims about its employees and sharing documented messages to clarify events. The role of a Forward Deployed Engineer in a supply chain is being examined, with the AI component being described as the easier part of such projects.