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Last updated: July 14, 2026, 11:30 AM ET

LLM Costs and Architectures

Researchers are exploring the practical costs associated with running large language models locally measured. One analysis on an RTX 3090 GPU found that the electricity cost per million tokens varied significantly, with the least expensive model not necessarily being the smallest or the most expensive being the largest measured. Meanwhile, Anthropic's recent AI discoveries are being examined for what they reveal about the inner workings of models like Claude and the potential for world models revealed.

Agentic AI and Structured Outputs

New approaches are emerging to improve the interaction with LLMs. One method proposes using Pydantic with OpenAI to achieve cleaner, structured outputs directly from models, eliminating the need for manual JSON parsing achieve. Another development introduces "Agentic RAG," which reframes retrieval as a search-read-decide loop, offering a minimal OpenAI Agents SDK implementation for more dynamic agent behavior introduces.

Quantum Computing Advancements

In the realm of quantum computing, Psi Quantum is advancing its plan to construct a large-scale quantum computer utilizing light advancing. This ambitious project envisions a machine housed within a data center-like facility, comprising approximately 100 stainless-steel cabinets envision.