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Machine Learning Street Talk

Summary

Machine Learning Street Talk covering AI Benchmarking, AI Alignment, AI Evaluation, and Time Horizons Benchmark. Notable guests include Beth Barnes (AI Alignment and Capabilities Researchers), David Rein, Dan Hendrycks (AI Safety Researcher), and Blaise Agüera y Arcas. Episodes span from Aug 2025 to May 2026.

4episodes
91total claims
12topics covered
4 episodes
The AI Progress Chart Everyone Is Misreading — Beth Barnes & David Rein
May 4, 2026 · WITH Beth Barnes, David Rein

Current AI evaluation methods are critically flawed, with issues like data contamination and shortcut learning creating a disconnect between high benchmark scores and real-world utility. The 'Time ...

AI EvaluationAI BenchmarkingTime Horizons BenchmarkSWE-bench+11 more
What If Intelligence Didn't Evolve? It "Was There" From the Start! - Blaise Agüera y Arcas
Feb 16, 2026 · WITH Blaise Agüera y Arcas

The speaker presents an artificial life experiment (BFF) that demonstrates a phase transition from a non-computational state to a complex, self-replicating, 'living' state. The primary driver of no...

Artificial Life (ALife)SymbiogenesisOrigin of LifeAbiogenesis+11 more
The "Final Boss" of Deep Learning
Dec 22, 2025

Current AI models, including large language models, have fundamental architectural limitations, failing at basic algorithmic tasks like addition with a 'carry' operation, which cannot be solved by ...

Categorical Deep LearningGeometric Deep LearningLLM LimitationsAlgorithmic Reasoning+11 more
Mutually Assured AI Malfunction [Dan Hendrycks]
Aug 13, 2025

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