Demonstration
Demonstration on Beyond Market Intelligence: a running collection of 2 stories we have gathered and hand-picked because they are worth your time. Every post here touches on demonstration in some way — the news, the analysis, the deep dives, and the occasional surprise find. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work with data. New stories are added to this page as we find them, so check back if you want to keep up with what is happening around demonstration, or subscribe to the RSS feed to get them as soon as they are published. Browse the collection below, or head back to the homepage to see everything Beyond Market Intelligence is covering right now.
![chessformer_lens demo: ablating 1 of a chess transformer's 128 attention heads makes the model stop finding Morphy's queen sacrifice [P]](https://preview.redd.it/ipz7i6ife1jh1.gif?frame=1&width=140&height=78&auto=webp&s=b1f953c335a69e4a708c2b2e5c702d054b8ca000)
chessformer_lens demo: ablating 1 of a chess transformer's 128 attention heads makes the model stop finding Morphy's queen sacrifice [P]
A fascinating demonstration reveals the critical role of individual attention heads within chess-playing transformer models. Ablating just one of 128 attention heads in the "chessformer_lens" model completely prevents it from identifying the iconic Morphy’s queen sacrifice – a testament to the intricate interplay of these components. Explore the full demo and replication notebooks on GitHub [link]. This highlights the nuanced dependencies within AI architectures, a concept further examined in our article, "How Artificial Intelligence Disrupts Engineering Progression," detailing AI's impact on career development.

Agentic AI vs AI Automation: What’s the Real Difference?
Across engineering teams, the distinction between AI automation and Agentic AI is becoming increasingly critical. While looping LangChain calls might initially appear to create an "AI agent," production environments often reveal vulnerabilities. Agentic AI represents a more robust architecture, designed for adaptability and resilience. Explore the real differences – and why understanding them is vital for reliable AI deployments. For deeper insights into the broader AI landscape, consider "AI and the rise of the universal entertainment app."