<?xml version="1.0" encoding="UTF-8"?><rss version="2.0" xmlns:itunes="http://www.itunes.com/dtds/podcast-1.0.dtd"><channel><title>AI Foundations</title><link>https://ai-foundations-research-judgment.netlify.app</link><description>Expanded course on AI systems, research evaluation, inference economics, and technical safety.</description><language>en-us</language><item><title>Chapter 1: From tokens to research work</title><guid isPermaLink="false">ai-foundations-expanded-01</guid><enclosure url="https://ai-foundations-research-judgment.netlify.app/media/audio/chapters/01_from_tokens_to_research_work.mp3" type="audio/mpeg" length="10318739"/><itunes:duration>859</itunes:duration></item><item><title>Chapter 2: Benchmarks as measurement instruments</title><guid isPermaLink="false">ai-foundations-expanded-02</guid><enclosure url="https://ai-foundations-research-judgment.netlify.app/media/audio/chapters/02_benchmarks_as_measurement_instruments.mp3" type="audio/mpeg" length="10581116"/><itunes:duration>881</itunes:duration></item><item><title>Chapter 3: Evaluation, disagreement, and novel issues</title><guid isPermaLink="false">ai-foundations-expanded-03</guid><enclosure url="https://ai-foundations-research-judgment.netlify.app/media/audio/chapters/03_evaluation_disagreement_and_novel_issues.mp3" type="audio/mpeg" length="10329697"/><itunes:duration>860</itunes:duration></item><item><title>Chapter 4: Prioritization and portfolio value</title><guid isPermaLink="false">ai-foundations-expanded-04</guid><enclosure url="https://ai-foundations-research-judgment.netlify.app/media/audio/chapters/04_prioritization_and_portfolio_value.mp3" type="audio/mpeg" length="10231193"/><itunes:duration>852</itunes:duration></item><item><title>Chapter 5: Documents, retrieval, and context</title><guid isPermaLink="false">ai-foundations-expanded-05</guid><enclosure url="https://ai-foundations-research-judgment.netlify.app/media/audio/chapters/05_documents_retrieval_and_context.mp3" type="audio/mpeg" length="10301464"/><itunes:duration>858</itunes:duration></item><item><title>Chapter 6: Agents, tools, and bounded investigation</title><guid isPermaLink="false">ai-foundations-expanded-06</guid><enclosure url="https://ai-foundations-research-judgment.netlify.app/media/audio/chapters/06_agents_tools_and_bounded_investigation.mp3" type="audio/mpeg" length="9615167"/><itunes:duration>801</itunes:duration></item><item><title>Chapter 7: Learning loops, prompts, and weights</title><guid isPermaLink="false">ai-foundations-expanded-07</guid><enclosure url="https://ai-foundations-research-judgment.netlify.app/media/audio/chapters/07_learning_loops_prompts_and_weights.mp3" type="audio/mpeg" length="10589179"/><itunes:duration>882</itunes:duration></item><item><title>Chapter 8: Compute, memory, and inference economics</title><guid isPermaLink="false">ai-foundations-expanded-08</guid><enclosure url="https://ai-foundations-research-judgment.netlify.app/media/audio/chapters/08_compute_memory_and_inference_economics.mp3" type="audio/mpeg" length="10411487"/><itunes:duration>867</itunes:duration></item><item><title>Chapter 9: Scaling, test-time compute, and verification</title><guid isPermaLink="false">ai-foundations-expanded-09</guid><enclosure url="https://ai-foundations-research-judgment.netlify.app/media/audio/chapters/09_scaling_test_time_compute_and_verification.mp3" type="audio/mpeg" length="9154083"/><itunes:duration>762</itunes:duration></item><item><title>Chapter 10: Safety objectives, reward hacking, and scheming</title><guid isPermaLink="false">ai-foundations-expanded-10</guid><enclosure url="https://ai-foundations-research-judgment.netlify.app/media/audio/chapters/10_safety_objectives_reward_hacking_and_scheming.mp3" type="audio/mpeg" length="10162088"/><itunes:duration>846</itunes:duration></item><item><title>Chapter 11: Oversight, control, and interpretability</title><guid isPermaLink="false">ai-foundations-expanded-11</guid><enclosure url="https://ai-foundations-research-judgment.netlify.app/media/audio/chapters/11_oversight_control_and_interpretability.mp3" type="audio/mpeg" length="10082305"/><itunes:duration>840</itunes:duration></item><item><title>Chapter 12: A practical research-evaluation program</title><guid isPermaLink="false">ai-foundations-expanded-12</guid><enclosure url="https://ai-foundations-research-judgment.netlify.app/media/audio/chapters/12_a_practical_research_evaluation_program.mp3" type="audio/mpeg" length="9628416"/><itunes:duration>802</itunes:duration></item></channel></rss>