This English seminar deck concerns Anton Korinek’s paper of the same name and addresses group members with limited prior knowledge of AI. Its 25 pages move from essential concepts to research applications, limitations, and human judgment.
Read the paper-to-seminar presentation guide · Check source identity and prepare reading notes
The presentation task
The original task asks for 20–30 slides on the paper’s main ideas, applications, and limitations for a group seminar, with PDF as the requested final format. The original Chinese task text is retained below for comparison with the deck.
View the 25-slide presentation
View the complete 25-page index
- From answers to actions.
- A research assistant that can act
- Three questions for this seminar
- Three capabilities, often in one product
- A model supplies language; tools supply access
- The agent loop makes the difference
- From a question to an analysis
- Humans keep research judgment.
- Example: ask for a Beveridge curve
- A plausible plot still needs an audit
- Deep Research: breadth through decomposition
- A literature map is not the frontier
- Coding agents close the execution loop
- Example: an OLS tool from a plain-language request
- The first draft was not correct
- Specify the research task, not just the output
- Build a small agent: the FRED example
- A linear agent is easy to understand
- A graph makes branching and state explicit
- Several agents can divide the work
- Match capability to the job
- Two protocols, two connection problems
- Errors can travel through the workflow
- A practical review loop for our group
- Delegate the work. Keep the judgment.
How to adapt the workflow for your seminar
Read the paper first and separate its conclusions from your questions. Decide which problems, methods, and results the audience needs. Provide confirmed notes and presentation requirements to Marx Max, review the outline, and continue production. Check key numbers, figure mappings, and citations against the original source rather than merely replacing content in the same number of slides.
This page publishes page-by-page presentation previews. For your own report, follow the guide with material you are allowed to use and retain the files actually generated.