Even fine-tuned super well, they are just too brittle and the experience suffers
SYSTEMS
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Mind as Function: Dynamic Representational Patterns in AI Substrates
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The lecture is quite unrelated to your own attempt to carve up the space. Most people won't agree that mind is a state instead of a function that contrains the generation of dynamic representational patterns in brains (or hypothetically, in other suitable substrates) etc.
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Compression: Key to AI Model Efficiency and Performance
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i think the answer has something to do with compression btw
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Why no real-time voice AI conversations yet despite GPU advances
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crazy that in 2025 i can converse in 1000 tokens/sec on my single GPU machine with AI that’s world-class at math and programming but i still have to type. i can’t speak to it, at least not in low-enough latency to carry a conversation we don’t have this tech yet. why not?
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Symbol Manipulation Critical for AI Progress Beyond Current Limitations
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literally my critique (1998-2025) was that if you don’t add symbol-manipulation you fail in certain ways, and the systems failed in those ways. once you add in symbol-manipulation, things get more interesting, and the rate-limiting step becomes how you leverage those new tools.
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Evaluating LLM-Based Agents: Key Metrics and Methods
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7. Survey on Evaluation of LLM-based Agents Overview of how to evaluate LLM-based agents, which differ significantly from traditional LLMs by maintaining memory, planning over multiple steps, using tools, and interacting with dynamic environments.
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Prototyping Enhances Decision Making in AI Development
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Prototyping is very useful to make better decisions.
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Time Series Analysis Drives Industrial Intelligence
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How Time Series Analysis Enables Actionable Intelligence https://
buff.ly/rVBHdV1 #sponsored #influxdata_iiot #InfluxDB #IIoT #SmartManufacturing @YvesMulkers via @fogoros -
Pretraining as Universal Compression: Learning to Simulate Nature
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to pretrain is to learn to compress the universe. and as byproduct, learning to simulate all natural processes gather all the data you can. compress. backpropagate you don't see elegance in that?
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Industrial Data Management Foundation for Digital Transformation
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No AI. No Edge. No Copilots…
Without clean, structured industrial data.
Sebastián Trolli highlights why data management is the unsung hero of digital transformation. Read more: https://
buff.ly/unGOVbV #frost_iiot #IndustrialData #IIoT #SmartManufacturing @jblefevre60