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Video Friday: Robot Collective Stays Alive Even When Parts Die

View original at spectrum.ieee.org
IEEE Spectrum - Technical Title: Video Friday: Robot Collective Stays Alive Even When Parts Die Date: 2026-02-13 16:30 Source: https://spectrum.ieee.org/video-friday-robot-collective <img src="https://spectrum.ieee.org/media-library/robot-collective-crawls-under-a-bridge-of-rocks-with-glowing-lights-video-speed-increas…
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  • Atlas research platform receives final testing push for full-body control and mobility limits as enterprise platform deploys

    80% confidence

  • Modular robots demonstrate a tradeoff where the number of modules dictates both possible functions and odds of failure, but this trend can be reversed by exploiting redundant resources and sharing them locally to improve reliability with increased module count

    80% confidence

  • The quiet-rotor electric rotorcraft achieves noise level around 74 dBA in hover at 50 feet, making it probably the quietest rotorcraft at this scale

    80% confidence

  • Elephant trunk whiskers exhibit a form of material intelligence more sophisticated than the well-studied whiskers of rats and mice, with potential to inspire new physically intelligent robotic sensing approaches

    80% confidence

  • FastUMI Pro is designed to power a truly end-to-end closed loop for embodied intelligence, transforming real-world data into genuine robotic capability

    80% confidence

  • Mentee Robotics designs humanoid robots with deep vertical integration across hardware, embedded software, and AI to close the Sim2Real gap and enable continuous, around-the-clock operation in real-world industrial environments

    80% confidence

  • Rotational multimaterial 3D printing innovation could someday accelerate production of components for surgical robotics and assistive devices, advancing medical technology

    80% confidence

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What we're seeing
Agentic AI Rewires Enterprise Software: Platform Incumbents, Governance, and a Funded Startup Wave
Enterprise software is being rebuilt around autonomous AI agents. Incumbents and large platforms (SAP with its Autonomous Suite and Joule, Zeta with AthenaOS/AIM/Athena MCP, Meta with its new Enterprise Platform) are racing to own the agent layer. Meanwhile, seed and Series A money flows to finance-office and vertical startups (Dextr, Latitude, Dentira, Light), and consolidation continues through acquisitions (Tiny–Oso Cloud, Harvey–Guardrails AI). Investor commentary stresses that AI is better at disrupting around the edges of systems of record than at replacing them, that it should not be trusted with finance calculations, and that governance must be enforced by the system rather than left to agents.
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EPKINLY Regulatory-Clinical Success Cascade
High probability of expanded label indications, additional combination approvals, and competitive positioning strength in follicular lymphoma market. Predicts positive commercial uptake and potential accelerated review for related indications.
Patterns we're watching ›
Where sources disagree
ING Group
Both facts record the same metric (shares_outstanding) for ING Group at the identical observation date (2025-12-31). FACT A states 2,902,437,688 shares; FACT B states 2,902 million shares (2,902,000,000). The difference is 437,688 shares (~0.015%). This is a genuine value conflict, though the discrepancy appears to result from FACT B rounding to the nearest million while FACT A provides the precise count.
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