Google’s Flu Forecast Ranked First. Here Is How CDC Scored It
Google says its ERA model ranked first in the CDC FluSight evaluation. The ranking measures probabilistic hospitalization forecasts, not individual diagnosis.
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.
Microsoft Quine Tested Biology Predictions in the Lab. Here Is What That Proves
Microsoft Quine connects models, tools, literature and wet-lab feedback. An early pancreatic-cancer experiment shows a research workflow, not a clinical result.
Eleven v4 API Guide: Choose the Right Model, Endpoint and Cost
Eleven v4 and v4 Turbo are available through different API paths. The right choice depends on dialogue quality, latency, request size and credit use.
SynthID Bio Puts Provenance Inside AI-Designed Proteins
Google DeepMind has demonstrated a protein watermarking method on three targets. It is a proof of concept, not a universal biosafety control.
Gemini 4 Argon Is Now Available: API Access, Pricing and Output Limits
Google lists Gemini 4 Argon as generally available from October 13. Check paid access, the November pricing deadline and the separate long-decode output setting.
Gemini Skills Replace Gems: Migration Dates, Limits and What to Save
Google is replacing Gemini Gems with Skills on different schedules for personal, business and education accounts. Here is what moves, what does not and…
Cloudflare Threat Signals Goes Free: RSS Limits and Human Review
Cloudflare Threat Signals is generally available with one free RSS feed and up to 30 days of data. Extracted indicators still need review before…
GKE Agent Sandbox RL SDK: What Google’s 45× Startup Claim Measures
Google’s sandbox SDK targets the waiting time in agentic reinforcement learning. Its 45× headline concerns tail startup latency under stated conditions.
Grok Team Bots: Shared Skills, Private Chats and Team Permissions
Grok Team Bots adds a shared operating model in public beta. Private conversations, team memory and shared connector credentials have different boundaries.
Cloudflare cf CLI: What Changes for Wrangler Users and AI Agents
Cloudflare’s cf CLI is in open beta. Start with account commands, understand the migration boundary and keep a tested route back to Wrangler.
Hugging Face Serge: Why Bug-Fixing Agents Need Verification
Hugging Face reports 29 fixes from its Serge workflow. The useful lesson is how a failure becomes a verified patch, a reviewed PR and…
ChatGPT Plugin Extensions: Which Surface Should Your App Use?
ChatGPT plugin extensions add sidebar apps, conversation panels, file handlers and desktop composer mentions. Here is a builder's map of each surface and its…