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aiguideReading CMU 10-423 Generative AI

Operational Risks and Alignment Theory: Tests and Assumptions | CMU 10-423 Topic Guide

Hallucination, leakage, and prompt injection are observable operational risks. Alignment theory asks which guarantees hold under specific formal assumptions. They require different evidence. Lectures 22 and 26 therefore have separate teaching guides, without turning one theorem into a universal impossibility claim.

#cmu-10423#ai-course#cmu#ai-safety#alignment#hallucination#adversarial-attack#copyright
productdeep-diveAI Search Is Rewriting the Content Business

Blocking, Licensing, and Litigation Protect Different Parts of the Content Business

Blocking controls future requests, licensing defines an exchange between contracting parties, and litigation addresses an existing legal dispute; none substitutes for the others.

#ai-search#content-business#copyright#web-crawlers
aideep-diveReading Stanford CS336 Language Modeling from Scratch

Data Does Not Fall from the Sky, and Every Source Has Access and License Costs | Stanford CS336 Lecture 13

Lecture 13 traces training sources through Common Crawl, Wikipedia, GitHub, arXiv, books, and open datasets. Technically accessible is not the same as licensed, and raw data is not training data; provenance must precede cleaning and mixing.

#cs336#training-data#common-crawl#copyright#llm