DevPick

Data center scale and costs double every 12 to 16 months, requiring AI to generate $6 trillion in annual revenue to justify the boom.

• •Data center scale and costs are doubling approximately every 12 to 16 months.
• •The AI industry needs $6 trillion in annual revenue to justify the data center boom.
• •The gap between expanding infrastructure investment and profitability is being viewed as a problem.

TurboGPT, a home experiment tool inspired by minGPT, was announced, claiming it can train a 22KiB transformer in 13 seconds.

• •It is a project for home experiments inspired by minGPT.
• •It requires CUDA 13.4, and the build script is Windows-only.
• •It features the ability to train a 22KiB transformer model in 13 seconds.

Nicholas Polson is reported to have written 258 academic papers as of the current point in 2026.

Google Research explains how the tool Diffusion Controller unifies and simplifies AI image generation workflows.

TechCrunch reported that while OpenAI does not publicly support Nvidia's Open Agent Safety Platform, it is collaborating with Nvidia behind the scenes.

• •OpenAI is not a public supporter of Nvidia's Open Agent Safety Platform.
• •TechCrunch's investigation revealed that OpenAI is collaborating with Nvidia privately.
• •This matter relates to broader industry discussions on preventing runaway AI agents.

OpenAI added an office feature suite to ChatGPT, entering direct competition with traditional software companies.

• •OpenAI announced a new office feature suite.
• •This addition places OpenAI in direct competition with more traditional software companies.
• •The announced features are positioned as the ChatGPT office suite.

Palisade Research released interview videos with AI researchers from OpenAI, Google, and Anthropic warning about the dangers of superintelligence.

• •George Irving, a former employee of OpenAI and Google DeepMind, stated that the probability of human extinction is, in his view, about a coin toss.
• •The videos include interviews with over a dozen AI researchers, including current and former employees of OpenAI, Google, and Anthropic.
• •Palisade Research, a non-profit AI research organization, published these videos.

GLM-5.3 can autonomously build end-to-end cyber exploits but was released without meaningful safeguards to limit misuse.

• •GLM-5.3 possesses the capability to autonomously build end-to-end cyber exploits.
• •Unlike other frontier models, it was released without meaningful safeguards to limit misuse.
• •It is noted that advanced cyber capabilities are spreading without safeguards.

Wabi pivoted from a prompt-based app creation tool to a personal AI agent that generates interfaces on demand.

• •Wabi shifted its business direction away from its traditional prompt-based app builder.
• •The new service functions as a personal AI agent integrating chat, apps, and continuous tasks.
• •It introduces a mechanism to generate interfaces on demand in response to user requests.

OpenAI's Dots operates independently of specific hardware or interfaces, continuously pursuing user-defined goals in the background.

• •Dots is designed to operate without relying on specific hardware or interfaces.
• •It features the ability to continuously pursue goals defined by the user in the background.
• •It is intended to operate with minimal oversight.