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Everything AION read, in seven sections. Pick one, a topic or a time window.

Will the HomeView be Apple’s first smart home success?
Apple will announce a new smart home hub on Tuesday called the HomeView, according to Bloomberg’s Mark Gurman.
VideoBuild with Perception Agents — Emile Baizel & Shruti Arora, Amazon AGI Lab
A coding agent says it added a duck icon to a podcast page; a browser verification pass checks whether the change actually appeared.

Silicon Valley is falling in line with Trump’s attempt to rename AI
When President Donald Trump announced his plans to rebrand artificial intelligence as "super intelligence," you'd be forgiven for being skeptical that it would catch on.

AI agent teams waste massive tokens for barely measurable quality gains, research finds
Teams of AI agents barely outperform solo agents but cost up to 5.1x more, according to Vals AI.
Is a second MSc worth it? [D]
I’m an AI research engineer based in Africa with about 3 YoEs in RL, LLMs, post-training, and systems efficiency (CUDA/vLLM).
OpenMed 3.0 is out: Apache-2.0 clinical AI that runs fully local and never falls back to the cloud. 422 open issues if you want in on 3.1
Quick recap: it's an open-source (Apache-2.0) medical AI toolkit with one rule we never break: patient data stays on your machine.
Flahy uses knowledge graphs to support AI-powered healthcare
The post Flahy uses knowledge graphs to support AI-powered healthcare appeared first on SiliconANGLE.
VideoAI Coding Is a Slot Machine: Loss Disguised as a Win | Jeremy Howard
Jeremy Howard, co-founder of fast.ai, on why AI-assisted coding works like a slot machine: you craft the prompt, pull the lever, and the occasional win feels like control.
VideoSonarQube + OpenAI: Agentic Development — Killian Carlsen-Phelan, Sonar
Killian Carlsen-Phelan runs it through SonarQube, brings the findings into Codex and asks the agent to fix the vulnerable query.
VideoBuilding Self-Learning Loops for Your Agent — Fuad Ali, Arize AI
A shopping assistant confidently returns products outside a user's budget because its price filter is broken.

AI agents overstate their results and remain far from autonomous research, study finds
Epoch AI and Anthropic independently found the same thing: current AI models like GPT-5.6 Sol and Claude Fable 5 can run experiments but lack scientific self-criticism and genuine creative thinking.
VideoHow to Build Quality Gates into Agentic Coding Workflows — Nnenna Ndukwe, Qodo AI
Nnenna Ndukwe uses SignalPay, a deliberately narrow FastAPI payments application, to turn that sequence into quality gates for an AI coding agent.
VideoLet Your Agent Cook: Using Skills to Evaluate and Improve Your App — Ankur Duggal, Arize AI
A financial agent invents answers, repeats tool calls and produces summaries that its own evaluations flag as wrong.

Can the AI industry persuade data center opponents by getting rid of NDAs?
On Equity, we debate the impact of data center moratoriums and whether the AI industry has a communication problem.

Cheaper AI tokens are driving more demand, and that's Jensen Huang's best-case scenario
Data from a16z shows a Jevons paradox in the AI market: token prices keep falling, but H100 GPU rental prices hold steady or climb.

ArXiv caps submissions at two per month as AI paper flood overwhelms the preprint server
Starting October 2026, arXiv will cap submissions at two per person per month.
What ai is best to operate a system from screen video [p]
I have working programmatic control over a system, I can send inputs reliably and capture the screen as visual feedback.