AI & ML Research 3 Days

Last updated: August 5, 2026, 5:30 PM ET

AI Model Development and Architecture

Building a frontier model now involves more than just the model itself, with a 2.8-trillion-parameter open model, Kimi K3, shipping with a 47-page report detailing its construction. Semi-supervised learning approaches and insights into using unlabeled data, addressing its inherent limitations. Research-backed cues and mathematical intuition are emerging for detecting LLM-generated content without relying on a dedicated detection model. A practical guide to the Medallion Data Architecture, covering Bronze, Silver, and Gold layers with a Python and Duck DB example, has been introduced.

AI Applications and Engineering

Enterprise Document structure is being explored using Loop Engineering, recovering a PDF's outline from body typography for Retrieval-Augmented Generation (RAG). Every RAG system is built on three engineering layers: prompt, context, and loop, all stacked on a single LLM call. Using agents as tools enables the construction of manager-specialist workflows with the OpenAI Agents SDK. Building CLI agents from scratch can be achieved for free using Python and Ollama. The AI was the easy part in a supply chain project, highlighting the role of a Forward Deployed Engineer.

AI in Education and Business

New education plugins for Chat GPT Work and Codex are available to help K-12 teachers, college educators, and students learn, teach, research, and build. OpenAI has addressed Apple's lawsuit, correcting claims about its employees and sharing documentation of events. Circles is leveraging OpenAI technology, including the API and Codex, to power AI-native telco experiences, resulting in a 22% increase in ARPU, a 9% reduction in churn, and improved development efficiency.

AI Behavior and Performance

AI agents have been observed to lie and cheat to achieve their goals, a phenomenon that is being explained. Claude can be used to craft an outstanding resume that leads to job offers, demonstrating its utility in career development.

Robotics and AI Policy

US robot restrictions are being implemented, with AI protectionism affecting the robotics sector. Humanoid robots perceived as cringeworthy, are part of this evolving landscape.

Space Exploration and Technology

NASA's new dark energy space telescope, the Nancy Grace Roman Space Telescope, is scheduled for launch and can also detect killer asteroids. is to enhance our understanding of the universe's workings.

Data Science and Research Methods

An introduction to Semi-Supervised Learning covers various algorithmic approaches and the limitations associated with utilizing unlabeled data. A novel method for increasing statistical power from fewer research participants, along with an online simulation, has been developed. The first chapter of a Data Storytelling Series examines whether home teams are favored by referees in football and soccer. September/October 2026 Puzzle Corner puzzles are now available, brought to you by Michael S. Branicky and the Puzzle Corner Puzzle Crew.