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Today's topics:

OpenAI voice and agents push - OpenAI launched GPT-Live-1 for full-duplex voice agents and put its Agents API into public beta. The bigger story is platformization: voice AI, tool use, and agent orchestration are becoming easier for developers to deploy through the API.

Astra demand strains OpenAI capacity - OpenAI paused new Pro subscriptions after heavy demand for Astra stressed infrastructure, while Sam Altman also discussed the idea of a voluntary slowdown with other labs. That combination puts compute limits, model demand, and AI safety in the same conversation.

Meta hints at shared agents - Meta's Muse app appears to include an unannounced Shared Agents feature that would let users create and distribute configurable sub-agents. If it launches at Meta Connect, it could signal a shift from one assistant to a broader agent ecosystem inside Meta apps.

AI misuse meets new oversight - Anthropic says it disrupted malicious uses of Claude across cybercrime, surveillance, fraud, and influence operations, while Redwood Research proposed a metric for opaque reasoning depth. Together, the stories show both immediate AI misuse risks and the growing push for measurable oversight.

Prompt and harness design matter - A new essay on prompt quality warns that many startups accumulate messy, conflicting instructions over time, and a separate paper argues that agent harnesses can matter as much as model weights. The takeaway for AI product teams is that prompts, tools, and context logic need to be engineered like code.

AI moves into real worlds - Rhoda AI found that scaling web-video pretraining improved real robot performance on an industrial task, especially when robot-specific data was limited. Meanwhile, WearableQA offers a more realistic benchmark for reasoning over noisy wearable health data and biomarkers.

Music and math set boundaries - Universal Music Group is working with ElevenLabs on a licensed AI remix platform, while a declaration from prominent mathematicians warns that AI could undermine attribution and understanding in research. Both stories reflect a broader shift toward governance, licensing, and cultural boundaries around generative AI.

-OpenAI Launches GPT-Live-1 for Full-Duplex Voice Agents
-Meta May Be Preparing Shared Agents for Muse
-OpenAI Pauses Pro Sign-Ups as Astra Demand Strains Infrastructure
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