AI & ML Research 3 Days

Last updated: July 15, 2026, 11:30 AM ET

RAG, Hallucinations, and Evaluation

Building trustworthy Retrieval Augmented Generation (RAG) systems requires a robust evaluation workflow. Most RAG hallucinations stem from retrieval failures; fixing the retrieval mechanism leaves the model with less to invent. An agentic approach to RAG transforms retrieval into a search-read-decide loop.

LLM Costs and Structured Outputs

Running local Large Language Models (LLMs) incurs electricity costs, with one RTX 3090 measuring Euros per million tokens. For cleaner LLM output, Pydantic and OpenAI offer an integrated solution to bypass manual JSON parsing. Enterprises can manage AI investments by measuring useful work per dollar and scaling high-value workflows.

AI in Analytics and Model Building

The landscape for analytics careers has shifted due to AI, prompting professionals to adapt. Autoencoders and latent space offer approaches to handle the computational demands of generative AI applied to unstructured data. Building models can bridge the gap between latent constructs and observable behavioral signals, with statistical methods remaining consistent while surrounding frameworks evolve.

Quantum Computing and AI Developments

Psi Quantum plans to construct a massive quantum computer using light, envisioning a data center-like environment with numerous stainless-steel cabinets. This development is part of a broader technological update, alongside insights into quantum machines. Anthropic's latest AI discoveries offer glimpses into the inner workings of models like Claude and the future of world models.

Agentic AI Alignment and Context Management

A framework for aligning agentic AI with enterprise intent focuses on purpose, principles, and practices to ensure consistent autonomous behavior across scenarios. Managing long AI sessions, particularly in Claude code environments, is crucial to prevent "context rot," which degrades performance even before token limits are reached.

AI for Education and Sales

Google and AIM have launched ATL Saathi, an AI tool powered by Gemini designed to empower Indian educators in robotics labs Gemini-powered AI tool. Sales teams can leverage Chat GPT Work to generate essential documents like pipeline briefs, meeting preparation packets, and account plans from real work inputs.