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
AI
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Singletons and Economic Models in AI Systems
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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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SQL Cheat-Sheet for Data Science and Big Data Analytics
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#SQL Cheat-Sheet. @AbzAaron #BigData #Analytics #DataScience #AI #MachineLearning #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding #100DaysofCode http://
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Knowledge as Wealth: Starting Capital Irrelevant Strategy
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Wealth is a byproduct of knowledge. Be the first to figure out how you can use it and starting capital is irrelevant.
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Rack Your Brain to Rock the Robo World
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Rack your brain to rach your robo brain to rock the world. Caught between a rach and a hard piece.
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Anthropic takes aim at OpenAI with a $5 billion plan
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Anthropic has a $5B, 4-yr plan to overtake OpenAI. Their own pitch deck says they're building a model called “Claude-Next” that's 10x more capable than ChatGPT. Anthropic was founded by OpenAI's former VP of Research, and Google owns a 10% stake in them. Can they do it?
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Top 15 Essential Books for Data Engineers
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Top 15 Books Every Data Engineer Should Know. #BigData #Analytics #DataScience #IoT #IIoT #Python #RStats #TensorFlow #JavaScript #ReactJS #CloudComputing #Serverless #DataScientist #Linux #Books #Programming #Coding #100DaysofCode https://
bit.ly/3r1YHDU