We have found that more autonomy with autonomous agents like Computer results in better quality tracking and greater satisfaction.
AUTOMATION
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Cost Comparison of Human and Computer Research
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Research is cheap to start but costly per step, since the human executes each one. Computing costs more upfront to delegate and verify, but little per step, since the agent executes the steps. It is worth it once a task
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Perplexity and Harvard Research: Autonomous Agents 87% Faster, 94% Cheaper
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We have published new research with Harvard on the transition from chat interfaces to autonomous agents like Computer. Over 3 months, the results show that workers using Computer complete tasks in 87% less time and at 94% less cost.
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ABB Robotics integrates NVIDIA Omniverse to train robots with 99% accuracy
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ABB #Robotics Integrates NVIDIA Omniverse to Train Industrial #Robots with 99% Accuracy
— Ronald van Loon (@Ronald_vanLoon) 8 juin 2026
by @ABBRobotics
#Engineering #ArtificialIntelligence #Innovation #Technology pic.twitter.com/QUP0MAriKlABB #Robotics integrates NVIDIA Omniverse to train industrial #Robots with 99% accuracy
by @ABBRobotics #Engineering #ArtificialIntelligence #Innovation #Technology -
Gary Marcus challenges Hinton on radiologists, memorization, consciousness
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I will start to take Geoff Hinton seriously again (I used to and don’t anymore) when
— Gary Marcus (@GaryMarcus) 8 juin 2026
– radiologists actually start losing jobs
– he acknowledges that LLMs do sometimes effectively memorize things
– he stops over-attributing consciousness to algorithms or at least addresses the… https://t.co/5bKA4zJlTrI will start to take Geoff Hinton seriously again (I used to and don’t anymore) when – radiologists actually start losing jobs
– he acknowledges that LLMs do sometimes effectively memorize things
– he stops over-attributing consciousness to algorithms or at least addresses the -
Hivemind launches continual learning for AI coding agents
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New from Hivemind: continual learning for AI coding agents, available to everyone starting today.
— Chubby♨️ (@kimmonismus) 8 juin 2026
It takes the traces from every agent your team runs (Claude Code, Codex, Cursor, Hermes, Pi) and turns them into reusable skills, then pushes those skills across all of them, all on… https://t.co/MFS1ZpCh4DNew from Hivemind: continual learning for AI coding agents, available to everyone starting today. It takes the traces from every agent your team runs (Claude Code, Codex, Cursor, Hermes, Pi) and turns them into reusable skills, then pushes those skills across all of them, all on
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LangSmith Engine offers three resolution actions
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For each problem it detects, LangSmith Engine offers three resolution actions. Opens a PR
Writes a targeted code or prompt change + opens against the repository. You can review and merge. Creates a custom inline evaluator
Proposes an evaluator -
Kimi for Work AI Agent with Native Swarm and Browser Use
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KIMI 🔥: A new "Kimi for Work" AI Agent has been released with support for Native Agent Swarm, Browser Use, and more!
— 🚨 AI News | TestingCatalog (@testingcatalog) 8 juin 2026
> The app is available on both macOS and Windows.
> Users can spawn up to 300 agents locally.
> Browser Use is working as part of the earlier-released… https://t.co/sR385ghZUU pic.twitter.com/o9fttZQyxyKIMI : A new "Kimi for Work" AI Agent has been released with support for Native Agent Swarm, Browser Use, and more! > The app is available on both macOS and Windows. > Users can spawn up to 300 agents locally.
> Browser Use is working as part of the earlier-released -
AI Spend Controls Proactive Budget Alerts for Workloads
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AI workloads create new cost management challenges, from runaway retry loops to uncontrolled agent experimentation.
— Databricks (@databricks) 8 juin 2026
AI Spend Controls in Unity AI Gateway introduce proactive budget alerts across users, workspaces, use cases, and entire accounts so organizations can monitor and… pic.twitter.com/2H7OHs5sCiAI workloads create new cost management challenges, from runaway retry loops to uncontrolled agent experimentation. AI Spend Controls in Unity AI Gateway introduce proactive budget alerts across users, workspaces, use cases, and entire accounts so organizations can monitor and
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Coding agent retry loop: 10,000 calls huge bill
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A coding agent gets stuck in a retry loop during the night. By morning, it has made 10,000 LLM calls. You now have a four-digit bill. Observability tells you what happened, but stopping these problems before they