BoE chief warns of AI cyber risks

Stop Rewriting Legacy Systems: Use AI to Understand Them First

TL;DR: AI should not help us rewrite legacy systems faster, it should help us understand them better, modernize them safely, and design stronger architectures for the future.

• Emphasize understanding legacy systems before modernization.
• AI helps discover business knowledge in legacy code.
• Incremental modernization is safer than large-scale rewrites.

1h ago ·dev.to

Why more context makes your AI answers worse

Your model says it has a one-million-token context window. Its real working memory is a lot smaller than that. On long-context benchmarks, models start failing well below the number printed on the…

• Attention mechanism determines token focus; larger context splits focus, reducing performance
• Important information near beginning and end of prompt performs best, middle performs worst

1h ago ·dev.to

How I built Everbind: keeping project commitments alive across schedule revisions with Gemini and Google Cloud

This article was created as part of Everbind’s submission to the All Things Agentic Hackathon. The activity changed. The commitment didn’t.

1h ago ·dev.to

Why Repeated ChatGPT Runs Change How Businesses Measure AI Visibility

A brand appearing in a ChatGPT answer is not the same as holding a stable search ranking. Repeated runs of the same prompt can surface different brands and sources, making AI visibility a variable…

• Repeated prompts in ChatGPT yield varied brand recommendations.
• AI visibility requires sampling, not single snapshots.
• Confidence intervals needed to reflect AI-generated uncertainty.

1h ago ·dev.to