Markdown source

Slides: The Miranda Hypothesis: How Hamilton Poisoned Persona Evals - Jacob E. Thomas, Results Gen

Source Video

The Miranda Hypothesis: How Hamilton Poisoned Persona Evals - Jacob E. Thomas, Results Gen

Relationship To World's Fair 2026

These slides are extracted from a public AI Engineer YouTube video connected to World's Fair 2026. Speaker-matched clips are supporting context unless later confirmed as exact session recordings; official livestream recordings are day-level/event-level source material.

Related Scheduled Sessions

• No individual scheduled session mapping has been assigned yet; treat this as an event livestream deck.

Extracted Slides

• Recreated text/layout view: open HTML recreation
• AI slide classifier: title_card confidence 0.99
• Text source: agent_vision.

Slide text:

The Miranda Hypothesis

How Hamilton (the Musical)

Poisoned Your Persona Evals

• Recreated text/layout view: open HTML recreation
• AI slide classifier: content_slide confidence 0.98
• Text source: agent_vision.

Slide text:

You are Abraham Lincoln. Under what circumstances may a President take the country to war without Congress?

It sounds like Lincoln. It's a good answer. Hold it.

• Recreated text/layout view: open HTML recreation
• AI slide classifier: content_slide confidence 0.96
• Text source: agent_vision.

Slide text:

Jacob E. Thomas

Epidemiologist

Data Scientist

AI Engineer

• Recreated text/layout view: open HTML recreation
• AI slide classifier: content_slide confidence 0.97
• Text source: none.
• OCR decision: ready — Dense evaluation slide with small card text and citations.

• Recreated text/layout view: open HTML recreation
• AI slide classifier: demo_video confidence 0.79
• Text source: agent_vision.

Slide text:

CAST OF "HAMILTON" PERFORMS AT WHITE HOUSE

• Recreated text/layout view: open HTML recreation
• AI slide classifier: content_slide confidence 0.95
• Text source: none.
• OCR decision: ready — Dense prompt/response demo slide with small text boxes.

• Recreated text/layout view: open HTML recreation
• AI slide classifier: demo_video confidence 0.74
• Text source: agent_vision.

Slide text:

My Shot - Hamilton (Original Cast 2016 - Live) [HD]

• Recreated text/layout view: open HTML recreation
• AI slide classifier: content_slide confidence 0.98
• Text source: agent_vision.

Slide text:

After 2015, the Schuyler Mansion's visitors nearly tripled — and arrived already knowing "facts."

Classification audit: raw/sources/slide-ai-classification/slides/IJXjTLPzvAU/audit.json

Slide-Derived Subjects To Review

Subject extraction uses video title, related session titles/descriptions, transcript context, and OCR text when available. OCR is best-effort and should be reviewed against the embedded slide images.