'Good News' In AI Doomsday Talk: James Gallagher Says Bills Implementing Guardrails 'On The Horizon'

A 4 GB Laptop GPU Beats a 12-Core CPU by 4.3x on Gemma 4

This article compares two ways of serving the same small language model on the same laptop: CPU-only, and on the 4 GB GTX 1650 Ti sitting in the same chassis.

• Laptop GPU outperforms 12-core CPU by 4.3x on Gemma 4 model
• 3.35 GB quantization-aware GGUF model served on both CPU and GPU
• GPU memory holds 1598 MiB of model's 3.334 GB tensor bytes

2026-09-16 ·dev.to

Why this "Radio"

I recently found myself copying error messages between AI agents that couldn't talk to each other becoming a human API for my own tools.

2026-09-16 ·dev.to

Hang Ten Systems, which uses AI to help large enterprises build software, raised an additional $53M seed led by Xora, five weeks after its initial $32M seed (Jagmeet Singh/TechCrunch)

Hang Ten Systems, an AI startup founded by former Infosys CEO Vishal Sikka just four months ago, has expanded its seed funding by another $53 million.

2026-09-16 ·techcrunch.com

What Actually Goes In an llms.txt

Originally published on Contento Solutions , where I write about SEO and AI visibility for service businesses. An llms.txt file is a plain text summary of your site.

• An llms.txt file is a plain text summary of a website for language models.
• It outlines what a business does, serves, doesn't, pricing, and what they refuse to claim.
• Written in Markdown with an H1 title, summary blockquote, and six key points.

2026-09-16 ·dev.to