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SYSTEMS
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Understanding Artificial Intelligence: Core Concepts and Applications
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Singletons and Economic Models in AI Systems
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I can see two types of singletons:
1) one top-level objective & all sub-agents aligned on it (aka centralized economy)
2) one top-level objective & but sub-agents are misaligned and there's a lot of conflict (aka capitalism) Then there's another option:
3) no singleton, just -
Singleton vs Multi-Agent Systems: Objective Hierarchy Differences
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IMO, the difference is that singleton has one single objective (which it then cascades down the hierarchy to sub-agents), whereas a multi-agent system has many objectives (each agent it own objective; some are aligned, some are orthogonal)
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Singleton AGI versus Co-evolving Multi-Agent Systems
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I always expected it will be millions of co-evolving AGIs. However, it's still possible that the strongest singleton will emerge from GPT-N, because centralized learning seems to be still more efficient than decentralized (evolution, multi-agent RL, etc)
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Task Serialization Enables Parallel Processing in AI Workflows
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Sorry to jump in from the side, but if we can do task serialization (do this task before this), we could use logic to run tasks in parallel that doesn’t require a previous step. (Slightly abbreviated for Twitter but hopefully makes sense)
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Marketplace competition outperforms memetic herding in collective intelligence
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Sort of. A marketplace of independent actors competing with each other is smarter than an individual. A mob of memetic actors herding is dumber than an individual.
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Four Key Roles Infrastructure Operations Teams IoT Adoption
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The infrastructure and operations team is critical to the adoption of IoT technology in any organization. According to Gartner, there are four key roles: Bystander, Implementer, Operator, and Driver. Microblog and social design by @antgrasso #IoT #IIoT
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Multiple Autonomous Agents Working Together Demonstrated
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Apr 6
And we're now seeing multiple autonomous agents work together… -
Physical-Digital-Physical Loop in Industry 4.0 Manufacturing
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At the heart of the Industry 4.0 paradigm is the physical-digital-physical (PDP) loop, defined as the cyclical flow of information and actions from the physical world to the digital world and vice versa. Microblog and social design by @antgrasso #Industry40 #IoT #IIoT
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Cost-Effective Container Deployment Using Spot Rate Instances
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Offering a free development environment to everyone is costly. To do this, we take advantage of "spot rates". Essentially, for a cheaper cost, we pack containers into spare machines in a data center.