Topic: large language models llms

June 29, 2025

Context Engineering: The Future of Coding

Context engineering is a systematic approach to structuring comprehensive inputs for LLMs, surpassing traditional prompt engineering by integrating documents, data, and tools for complex tasks. Industry leaders highlight context engineering as developer-centric, requiring pipelines that pull from...

June 28, 2025

Kumo's Relational AI Model Predicts What LLMs Miss

Enterprise AI struggles with predicting future outcomes from structured data, despite LLMs excelling in text processing, prompting Kumo AI to bridge this gap with its relational foundation model (RFM). Kumo's RFM automates predictive analytics by transforming databases into dynamic graphs, elimin...

June 28, 2025

Prompt Ops: How to Cut Hidden AI Costs from Poor Inputs

Optimizing AI inputs reduces costs by minimizing computational expenses tied to token processing, as inefficient prompts lead to higher energy use and operational overhead. Clear, structured prompts improve efficiency by guiding models to concise outputs and avoiding unnecessary verbosity...

June 16, 2025

The AI Scientist: A New Partner in the Lab

A new class of artificial intelligence is quietly emerging in research labs, moving beyond the role of a simple digital assistant. These systems, dubbed 'AI Scientists,' are being developed to automate large swaths of the research process, from spotting unanswered questions in scientific literature to drafting publishable papers.

June 6, 2025

Dawn Anderson: SEO AI, User Journeys & the Future of Search

The search landscape is transforming due to AI, requiring SEO professionals to shift focus from traditional metrics to holistic user journeys and generative information retrieval systems. Dawn Anderson highlights the importance of understanding evolving search surfaces and maintaining quality con...

June 5, 2025

Study Reveals How Much Data LLMs Actually Memorize

Large language models like GPT have a fixed memorization capacity of about 3.6 bits per parameter, storing far less raw data than previously thought and relying more on pattern recognition. Increasing training data reduces memorization likelihood, as the fixed memory capacity is distributed acros...

May 31, 2025

QwenLong-L1 Outperforms LLMs in Long-Context Reasoning

Alibaba's QwenLong-L1 framework enables large language models to analyze lengthy documents (hundreds of thousands of tokens) with high accuracy, addressing a key limitation in current AI systems. The framework uses a multi-stage reinforcement learning approach, including supervised fine-tuning an...

May 26, 2025

AI Terms Explained: From LLMs to Hallucinations

Understanding AI terminology is crucial for navigating its complex field, as precise language describes how systems learn, reason, and sometimes fail. Key AI concepts include AGI (debated for surpassing human cognition), AI agents (autonomous task handlers), and chain-of-thought reasoning (breaki...

May 24, 2025

AI-Enabling the Web: NLweb's Role for Enterprises

The web is transforming with AI, and Microsoft's NLWeb is a groundbreaking open-source protocol enabling natural language interactions and structured AI access to websites. NLWeb leverages existing structured data, integrates with vector databases for semantic search, and enhances content with AI...

May 22, 2025

Amazon adds AI-powered audio summaries for select products

Amazon is testing AI-generated audio summaries for select products, offering hands-free overviews of features, reviews, and online data via AI-powered shopping experts. Users can access these summaries by tapping "Hear the highlights" in the app, initially for research-heavy items like electronic...

May 2, 2025

Model Context Protocol (MCP): The Future of AI & Search Marketing

The Model Context Protocol (MCP) enables AI systems to interact directly with live data sources, offering marketers new opportunities in AI-driven search by providing real-time, dynamic responses. MCP surpasses traditional methods like RAG by allowing direct client-server connections, enabling re...

April 23, 2025

Xprize Awarded to Innovative Carbon Removal Technology

Mati Carbon won the Xprize Carbon Removal competition, securing the $50 million grand prize for its innovative enhanced rock weathering program that sequesters carbon in soils for millennia. Mati's approach involves pulverizing rocks that naturally convert carbon dioxide into stable minerals, inc...