Yapay zekâ artık sadece ekranda yanıt veren bir araç değil; robotlar, otonom sistemler ve akıllı makinelerle fiziksel dünyada karar alan bir güce dönüşüyor.

Bu da kritik bir soruyu gündeme getiriyor: Kontrol, güvenlik ve sorumluluk kimde olacak?

👉 https://1yz.com.tr/d/33-fiziksel-yapay-zeka-otonom-sistemlerde-yeni-yonetim-sorulari-doguruyor

#YapayZeka #PhysicalAI #Robotik #OtonomSistemler #AIGovernance

Fiziksel Yapay Zekâ, Otonom Sistemlerde Yeni Yönetim Soruları Doğuruyor

Yapay zekâ artık sadece ekranda çalışan bir yazılım değil; robotlar, sensörler, akıllı fabrikalar, otonom araçlar ve endüstriyel makineler üzerinden fiziksel...

1YZ - Türkiye Yapay Zeka Topluluğu, ChatGPT, Gemini ve Prompt Rehberleri

Gemini Robotics-ER 1.6 by Google deals with spatial logic seemingly.

"Governance frameworks such as the NIST AI Risk Management Framework and ISO/IEC 42001 provide structures for managing AI risks and responsibilities across the system lifecycle."

#ISO42001 #NIST #AIsafety #PhysicalAI #AI #robotics

Physical AI raises governance questions for autonomous systems
https://www.artificialintelligence-news.com/news/physical-ai-governance-autonomous-systems/

The Unsexy $422B Market That Will Decide AI’s Future
#HouseofEl

Physical AI is not failing because models are choking on “junk data.”
It is hitting a deeper constraint: the real world has not been instrumented at the scale needed to teach machines how reality actually behaves.

#AI #ArtificialIntelligence #PhysicalAI

https://youtu.be/ms6P8b1cM9M?si=DmNbcnM-p8b29Cxv

AI Didn’t Run Out of Data - It Ran Out of Reality

YouTube
The convergence of digital AI & physical hardware is reshaping industries. Embodied intelligence brings AI out of the cloud and into the tangible world. This is the next industrial revolution. Attend a robotics fair. #PhysicalAI #Industry40 #AIApplications

The Robotics Labor Stack
이 보고서는 물리적 AI, 특히 창고 로봇 자동화 분야에서 인간 노동이 여전히 필수적임을 강조한다. 로봇이 완전 자율적으로 작동하기 위해 필요한 고품질 물리적 데이터가 인터넷에 존재하지 않아 인간의 시연, 원격 조작, 유지보수 등 다양한 노동 계층이 필요하다. 아마존 등 대형 기업의 사례를 통해 자동화가 인간 노동을 완전히 대체하는 것이 아니라 역할을 재구성하고 있으며, 혼합 인간-로봇 팀이 완전 자동화보다 효율적임을 보여준다. 2030년까지 절반의 창고가 '인간 선택적'으로 운영될 전망이나, 예외 상황 처리 등에서 인간 개입은 계속 요구된다. 이 연구는 로봇 자동화가 노동 시장과 경제에 미치는 복잡한 영향을 심층 분석한다.

https://sourceryintel.com/reports/the-robotics-labor-stack

#robotics #automation #physicalai #warehousing #humanlabor

The Robotics Labor Stack: The Hidden Human Workforce Behind Physical AI

Embodied AI without sovereignty is just a faster mistake. Why physical-world agents need signed action lineage, voice-gated invocation, and fleet-level inheritance.

https://mickai.co.uk/articles/embodied-ai-without-sovereignty-is-just-a-faster-mistake

#embodiedai #physicalai #robotics

Embodied AI without sovereignty is just a faster mistake. Why physical-world agents need signed action lineage, voice-gated invocation, and fleet-level inheritance.

Physical AI is the early-2026 trend the big-tech labs are chasing with weight classes and demo reels. The unanswered question is who signed the action, who can replay the decision chain, and who is allowed to revoke a fleet of robots after the operator dies. Mickai's filed UK portfolio answers all three, and the architecture transfers cleanly from software agents to embodied ones.

Lukas Ziegler (@lukas_m_ziegler)

Seeed Studio가 학습용 로봇 공학의 진입 장벽을 낮추는 100% 오픈소스 로봇 팔 reBot-DevArm을 공개했다. 하드웨어 청사진과 금속판, 3D 프린팅 부품까지 모두 오픈소스로 제공되어, 물리 AI(physical AI) 실습 및 개발에 활용하기 좋은 프로젝트다.

https://x.com/lukas_m_ziegler/status/2050979564554158548

#opensource #robotics #physicalai #hardware #seeedstudio

Lukas Ziegler (@lukas_m_ziegler) on X

100% open-source robotic arm! 🦾 Seeed Studio released reBot-DevArm, a robotic arm project lowering the barrier to learning robotics... or how people call it these days: physical AI. Everything is open-sourced. Hardware blueprints include sheet metal and 3D printed parts.

X (formerly Twitter)

TestingCatalog News (@testingcatalog)

메타가 로봇용 AI 모델을 개발하는 스타트업 Assured Robot Intelligence를 인수했다. 로봇 지능과 피지컬 AI 분야 강화로 이어질 가능성이 높은 인수 소식이다.

https://x.com/testingcatalog/status/2050331092016619867

#meta #robotics #aistartup #physicalai #acquisition

TestingCatalog News 🗞 (@testingcatalog) on X

Meta acquired Assured Robot Intelligence, a startup developing AI models for robots. Will we see Metabots soon? 🦾🤖

X (formerly Twitter)

Robotics Daily (@RoboDaily)

반복적이고 단조로운 신체 노동은 물리적 AI로 대체되어야 한다는 의견이다. AI의 새로운 활용 영역으로 로봇·자동화 기반의 물리 작업 대체를 강조한 내용이다.

https://x.com/RoboDaily/status/2050221073866662358

#physicalai #robotics #automation #aiapplication

Robotics Daily (@RoboDaily) on X

@lukas_m_ziegler Any monotonous/repetitive physical labor should be replaced by physical AI

X (formerly Twitter)
LG and Nvidia execs recently met in Seoul to discuss bridging the gap between high-density AI compute and physical hardware. https://www.artificialintelligence-news.com/news/what-lg-and-nvidia-talks-reveal-future-of-physical-ai/ #physicalai #lg #nvidia #robotics #edgecomputing #ai #technology