OpenAI Habitat Reaches 70M Requests After a Rust Rewrite With Codex
OpenAI says two engineers used Codex to rewrite Habitat in Rust. The storage service now handles over 70 million requests per second.
Author: Abdessalam Alaoui
I'm Abdessalam Alaoui, founder of Musthave.AI. I write practical guides to AI models, tools, generative media, and ways real people make money with this stuff. No press-release fluff. 20+ years shipping digital products; you'll also find my work around HowTik, Yumasty, and IncomeHelpful.
Google ToolGrad Builds Tool-Use Training Data Backwards and Reports a 99.8% Pass Rate
Google ToolGrad builds tool-use training data from a valid answer chain back to a user request. Researchers report a 99.8% generation pass rate.
Adobe Acrobat Productivity Agent Turns PDFs Into Podcasts, Reports and Slides
Adobe Acrobat Productivity Agent can turn PDFs into podcasts, reports and slides. Here is the plan map and a fidelity test for real document…
ElevenLabs and UMG Plan a Licensed AI Remix Platform for Fans
ElevenLabs UMG AI remix plans cover a separate fan platform for participating music. The agreement is real, but launch timing, artists and rights remain…
Salesforce AI Control Plane Arrives With Job-Ready Agentforce Agents
Salesforce AI Control Plane promises shared governance for Agentforce and third-party agents, but the unified harness rollout starts in fiscal FY28.
Cognition SWE-2 Reaches Devin With a 64% Cost Claim and One Benchmark Warning
Cognition SWE-2 is reaching Devin with a company-reported 64% cost advantage in one comparison. The wider benchmark table tells a less simple story.
Cursor Projects Launches With Persistent Context, Agent Swarms and Scheduled Work
Cursor Projects adds persistent context, coordinated agent swarms and scheduled work in beta. Here is what builders should test before trusting it.
Azure AI Speech LLM 2607 Rolls Out Automatically. Test Before You Trust the Gain
Azure AI Speech LLM 2607 rolls out automatically with faster transcription, larger phrase lists and multilingual gains. Use this regression test first.
ChatGPT Work Data Agent Connects BI to Actions. Permissions Decide the Risk
ChatGPT Work Data Agent connects databases, files, semantic layers and BI tools, then can take approved actions. Here is the permission test to run…
ChatGPT for Financial Services Bundles Premium Data. Access Is the Real Product
ChatGPT for Financial Services combines GPT-6 Astra with built-in premium data, entitlement access and 50-plus connectors. Here is what firms must verify.
OpenAI Agents API Is Public. Here Is What the Codex Harness Actually Manages
OpenAI Agents API is now in public beta with the Codex harness, hosted sandboxes, durable sessions and no separate API fee. Here are the…
iPhone 18 Pro Adds a Signed Reference Image for the AI Photo Era. Here Is What It Proves
iPhone 18 Pro Reference Image creates a signed sensor record for AI photo authenticity. See what it proves, its limits and a newsroom workflow.