An Alien Mind: OpenAI chief scientist warns of an AI oversight gap
In An Alien Mind, Jakub Pachocki argues for stronger oversight as AI helps develop AI. Here is what the essay says and what it…
Author: Abdessalam Alaoui
I'm Abdessalam Alaoui, founder of Musthave.AI. I write practical guides to AI models, tools, generative media.
OpenAI says its AI research intern is here. What can it actually do?
The OpenAI research intern report describes supervised work, not an autonomous scientist. Here is how to judge the evidence and design a useful delegation…
Codex vs Claude Code: GPT-6 Astra or Fable 5.1 for your next project?
Codex vs Claude Code: compare GPT-6 Astra and Fable 5.1 access, API costs, caching, plugins, privacy and a practical coding evaluation plan.
WeatherNext 3 adds hourly forecasts. Its 5 km headline needs context
WeatherNext 3 brings hourly forecast updates and finer spatial detail, but the resolution varies by variable. Here is what builders should check before using…
Lyria 3.5 reaches Gemini and its API. What does a usable song cost?
Lyria 3.5 expands to Gemini and the Gemini API. A full song costs $0.08 through the API, but retries, editing, and rights checks determine…
Spotify Shunt cuts Claude Code bulk-read tokens. Check the whole bill
Spotify Shunt routes large Claude Code reads through a smaller model. Its 90% result concerns bulk-read tokens, not a guaranteed reduction in your entire…
Claude formalizes the Fermat proof in Lean. What did it actually verify?
Claude formalized Fermat's Last Theorem in Lean using an existing proof. The result raises a practical question: what exactly was checked, and what remains…
Claude Fable 5.1 cuts cache reads 75%. Three API changes can break a migration
Claude Fable 5.1 cuts cache-read pricing to $0.25 per million tokens, but three API changes can break tool use, model fallbacks, and edited agent…
I Tested ChatGPT Ads in Morocco: $41.62 Spent and 91 Clicks
A hands-on ChatGPT Ads case study using a $25 daily budget in Morocco, with 91 clicks, a custom-audience limit, Pixel setup, and an unfinished…
Cursor Self-Hosted Machines Move Agent Execution Into Your Network
Cursor self-hosted machines keep tool execution, code, build output, and secrets on internal workers. The worker pool becomes the security boundary.
Runway Solaris Generates the Interface, but Production Still Needs Contracts
Runway Solaris generates interfaces frame by frame instead of turning designs into code. Early access leaves accessibility, state, security, and cost open.
Cohere’s 696K Agent Tools Dataset Finds Only 2.6% Automate a Full Task
Cohere Labs mapped 696,291 public tools across 123,069 MCP listings. Only 2.6% met its strict test for full occupational-task execution.