Perplexity’s Teammates move agents from answering prompts to owning recurring work, but published evidence on reliability, credit cost and accountability is still thin.
Perplexity Teammates: always-on agents behind a $200 Max paywall
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Orchestration
Human in the Loop AI Agents: Approval Patterns That Scale
Human-in-the-loop AI agents scale when oversight is matched to the risk of each action, approvals are cheap and unambiguous, and you measure whether reviewers are still reviewing.
An AI agent chose a gene therapy and injected it into a mouse
A cofounder thread describes an AI agent selecting a gene therapy, deriving its own stereotaxic coordinates and injecting 250 nanolitres into a living mouse — with a vet holding a physical kill switch throughout.
Axiom’s AI agents formalise the finite simple groups proof in 24 days
Axiom Math says its AxiomProver agents formalised the Classification of Finite Simple Groups in Lean in 24 days and flagged 34 deviations from the published record, but nobody outside the company has rebuilt it yet.
LangGraph vs CrewAI vs Custom: Choosing an Agent Framework
Choose LangGraph for explicit state and control, CrewAI for fast role-based prototypes, and custom code when your agent is one model calling a few tools, but draw the workflow before you pick any of them.
AAIF reaches 10 projects as four labs open-source the agent stack
Anthropic, OpenAI, Hugging Face and Alibaba have each handed a core piece of agent infrastructure to the Agentic AI Foundation, and the layer beneath the model is starting to look like a set of open standards.
Apple’s Minions turns idle Macs into a GPU inference pool
Apple’s researchers have published Minions, a system that schedules inference jobs onto idle Apple Silicon Macs, and the interesting part is the orchestration, not the hardware.
AI Automation Challenges to Plan For Before You Build
The model is rarely what breaks an AI automation project; messy inputs, silent failures, missing evaluation, unplanned exceptions and unclear ownership are.
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