It tracks entities and relations through a graph structure, so updates merge context instead of replacing it. That’s what keeps long-term memory consistent over multiple sessions.
SYSTEMS
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The Rise of System Composition
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The shift from prompt engineering to system composition is happening in real time.
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Eight-Layer Agentic AI Architecture: From Infrastructure to Enterprise Applications
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Agentic AI goes beyond single-task agents. This 8-layer architecture shows how AI evolves from infrastructure → cognition → governance → applications. Key: Integration of memory, reasoning, personalization & compliance = scalable, enterprise-ready AI. Do you see
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Teaching AI Panoramic Vision: Survey of 300+ Works
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How do we teach AI to see the world in 360°?
— 机器之心 JIQIZHIXIN (@jiqizhixin) 8 octobre 2025
A new survey dives deep into panoramic vision — exploring how models adapt from standard perspective images to omnidirectional images (ODIs) used in VR, robotics, and autonomous driving.
The paper reviews 300+ works and identifies… pic.twitter.com/tgmWmnRwJIHow do we teach AI to see the world in 360°? A new survey dives deep into panoramic vision — exploring how models adapt from standard perspective images to omnidirectional images (ODIs) used in VR, robotics, and autonomous driving. The paper reviews 300+ works and identifies
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AI Evolution: From LLMs to Self-Managing Agentic Ecosystems
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From LLMs → Agents → Agentic Systems → Ecosystems.
This map shows how AI is scaling into orchestrated intelligence. Agentic AI = memory + coordination + governance + resilience.
It’s not just smarter AI—it’s AI that manages itself. The future of automation is here. -
Life as Self-Aware Glider: ALife and Consciousness Emergence
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Takeaway from ALife talk by Olaf Witkowski and Takashi Ikegami: Life is a glider that becomes aware of itself
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Amazon Unveils Proactive Alexa+ Echo Devices With Custom AZ3 Chips
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Alexa gets proactive
Amazon unveiled a new generation of Echo devices built around Alexa+.
Smarter, context-aware, and powered by custom AZ3 chips — it can now act before you ask.
Ambient AI for your home just got real. https://
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AI Systems Solving Voice Recognition and Cocktail Party Problem
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maybe that’s the use case for current/next gen AI systems. I mean voice inputs have been pretty much solved years ago. But there are still false positives, and newer systems may solve the cocktail party problem here.
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Building Systems for AI-Driven Scientific Discovery Integration
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Science isn't just a thing that happens. We can have novel discoveries flowing from AI-human collaboration every day (and soon, AI-led science), and we really have not built the system to absorb those results and translate them into streams of inquiry and translations to practice
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AI Acceleration in Science: Overcoming Systemic Bottlenecks
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Very soon, the blocker to using AI to accelerate science is not going to be the ability of AI, but rather the systems of science itself, as creaky as they are. The scientific process is already breaking under a flood of human-created knowledge. How do we incorporate AI usefully?