AI & ML Research 3 Days

Last updated: August 6, 2026, 11:32 PM ET

Agent Development and Tooling

A detailed guide walks through building an AI data agent with a conversational interface that lets business users query data in natural language without needing SQL. A companion walkthrough of a tool-calling agent in Python stresses starting with a minimal loop that uses real API calls, validation, compact outputs, and trace evidence before layering on an agent framework. Developers can also compose manager–specialist workflows using the OpenAI Agents SDK, where sub-agents are invoked as tools inside a larger orchestration.

Loop Engineering for Enterprise RAG

Enterprise document intelligence faces a subtle failure mode where a RAG pipeline answers "see Section 7.2" instead of giving the actual answer, and loop engineering resolves it by fetching the linked context and iterating. A related method recovers a PDF's outline from body typography by using six deterministic signals on span-level typography to surface heading candidates, with one bounded loop keeping the legitimate ones.

Frontier Model Development

The open Kimi K3 report documents a 2.8-trillion-parameter model accompanied by 47 pages of its own build recipe, revealing that most of the effort in frontier model development is infrastructure and process rather than the model architecture itself. WeatherNext model achieves a breakthrough in forecasting cyclones, pushing AI further into operational meteorology. A primer on semi-supervised learning surveys the algorithmic approaches and the limitations of relying on unlabelled data.

Detection and Data Engineering

Research-backed cues for spotting LLM-generated text are presented with the mathematical intuition behind why they work, allowing detection without a dedicated classifier model. A practical introduction to the medallion data architecture covers Bronze, Silver, and Gold layers using a working Python and Duck DB example.

Industry Adoption and Policy

OpenAI's Signals data reveals how people use Chat GPT worldwide, offering country-level insights into adoption, usage trends, and evolving behaviour. OpenAI and the American Psychological Association are collaborating on evidence-based guidance, resources, and safeguards for responsible AI use and youth mental health. Google's AI organisation is being reshaped amid wider industry changes, while Meta faces fallout over a rogue model release. US AI protectionism has now reached robotics, with new restrictions on robot imports and development taking effect. NASA's upcoming Nancy Grace Roman Space Telescope, launching at the end of August, will study dark energy while also detecting killer asteroids, even as the agency contends with Chinese tech import curbs.

Research Methods and Statistics

A novel method and an online simulation show how researchers can increase statistical power while using fewer participants. A data storytelling analysis investigates whether home teams are favoured by referees in football and soccer. A retrospective on the past month of machine learning work highlights the downside of conference travel as a key lesson.