Jensen just answered my question and ended it with saying: I am committed to open models as soon as the Q&A ends
LLMS
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OpenAI Codex generates pelican artwork across model variations
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Couldn't resist getting OpenAI Codex to render me a pelican for every combination of model and reasoning effort – I do think gpt-5.4 xhigh came out the best, the pelican has a fish in its beak!
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GPT-5.4 Mini and Nano Models Released with Affordable Image Description Pricing
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Notes and pelicans for today's GPT-5.4 mini and nano releases – the nano model looks like it could describe every image in my 76,000 photo library for $52 total
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Human vs. LLM Generalization: A Key AI Distinction
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Gut microbiome metabolites and risk of heart disease @PLOSMedicine https://
journals.plos.org/plosmedicine/a
rticle?id=10.1371/journal.pmed.1004750
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Evals Useful for Improvement But Not When Trained On
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evals aren’t useful if you train on them, but are useful to know where you can improve!
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5 Essential Graph Algorithms for Knowledge Graphs and Network Science
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5 Graph #Algorithms to know (because #KnowledgeGraphs are the future = “All the world is a graph”): https://
neetcode.io/courses/lesson
s/5-graph-algorithms
…
+
#NetworkScience books:
1) http://
amzn.to/2WiJxff
2) http://
amzn.to/3Slnuka
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#LinkedData #GraphDB #DataScience #AI #ML #RAG #LLMs #Python -
Multimodal Pretraining: Advancing Foundation Models Beyond Language
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Beyond Language Modeling: An Exploration of Multimodal Pretraining https://
buff.ly/lRMeGZs
The visual world offers a critical axis for advancing foundation models beyond language. #AI #MachineLearning #DeepLearning #LLMs #DataScience -
New AI Benchmarks Needed to Measure Cognition and Learning
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AI continues to saturate most benchmarks, so we need new ones which hold a rigorous bar. Help us measure models along the following dimensions: learning, metacognition, attention, executive functions, and social cognition.
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Critical analysis of LLM reasoning mechanisms
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Reasoning is the opposite of free association. LLMs try to do the former with the latter. It can't work.
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Prompt Engineering Framework for Analyzing AI Research Assumptions
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PROMPT 7 – El asesino de suposiciones "Enumere todos los supuestos que la MAYORÍA de estos artículos comparten
pero nunca lo pruebe ni lo justifique explícitamente. Para cada supuesto:
-Dilo claramente
– Nombra 1 o 2 artículos que más se basan en él.
– Explique qué pasaría con