Existing chatbots are not causal reasoners. They lack agency. They treat their actions (what they said) as observations and not as interventions. Question: how do we fix this? @yudapearl I think there’s a few solutions, but I’d love to hear you thoughts. @eliasbareinboim
AGENTS
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Agent Response Parsing Improvement for Final Answers
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Parsing of agent responses – h/t @krrish_dh Previously, the agent response expected the "final answer" to start on the same line as the "Final Answer" prefix. For longer answers, this sometimes didn't happen We now longer enforce that it be on the same line
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Version 0.0.64 Release: Enhanced Robustness for Large Context
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v0.0.64 a bunch of updates making it more robust to large context Updated API chain – @fpingham Updated SQL chain – @fpingham New multistep SQL chain
Parsing of agent responses – h/t @krrish_dh and Wikipedia source information – @rubensmau -
Blubi AI: Build Chatbots on Your Content Tool
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came across a cool tool that would enable you to build chatbots on top of your content check it out – https://
futurepedia.io/tool/blubi-ai
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Hybrid AI: A 30-Year Argument for Advanced Intelligence
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exactly!! that’s a big part of why I have been arguing for hybrid AI for 30 years 🙂
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Amazon’s Vision as Your Personal E-Butler Assistant
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Amazon’s future is to be your e-butler: anything you need it does for you, mostly before you even know it.
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Future presidency: AI makes all real decisions, president becomes figurehead
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In the future, the president will be a figurehead and all the real decisions will be made by AI.
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Transformers in Reinforcement Learning: A Comprehensive Survey
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A Survey on Transformers in Reinforcement Learning 8 of 11
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DreamerV3 Achieves Minecraft Diamond Collection Without Human Data
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DreamerV3 is a general algorithm to collect diamonds in Minecraft from scratch without human data or curricula, a long-standing challenge in AI.
— DAIR.AI (@dair_ai) 15 janvier 2023
2 of 11https://t.co/pvsmnX3TPODreamerV3 is a general algorithm to collect diamonds in Minecraft from scratch without human data or curricula, a long-standing challenge in AI. 2 of 11
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Computer CoPilot Vision Now Tractable Through Text Translation
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Computer CoPilot. Was very much the vision with OpenAI Universe https://
openai.com/blog/universe/ , though it was too early. Now feels tractable if you translate everything to/from text (e.g. like in WebGPT). Could be built e.g. as an extension of natbot https://
github.com/nat/natbot