---
title: "Slides: The Miranda Hypothesis: How Hamilton Poisoned Persona Evals - Jacob E. Thomas, Results Gen"
category: "slides"
video_id: "IJXjTLPzvAU"
sourceLabels: ["Public YouTube video frames", "Public YouTube metadata"]
---

# 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](https://www.youtube.com/watch?v=IJXjTLPzvAU)

## 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
![[assets/slides/IJXjTLPzvAU/slide-001.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/IJXjTLPzvAU/slide-001.html)
- 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

![[assets/slides/IJXjTLPzvAU/slide-002.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/IJXjTLPzvAU/slide-002.html)
- 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.

![[assets/slides/IJXjTLPzvAU/slide-003.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/IJXjTLPzvAU/slide-003.html)
- AI slide classifier: `content_slide` confidence `0.96`
- Text source: agent_vision.

Slide text:

> Jacob E. Thomas
> Epidemiologist
> Data Scientist
> AI Engineer

![[assets/slides/IJXjTLPzvAU/slide-004.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/IJXjTLPzvAU/slide-004.html)
- AI slide classifier: `content_slide` confidence `0.97`
- Text source: none.
- OCR decision: ready — Dense evaluation slide with small card text and citations.
![[assets/slides/IJXjTLPzvAU/slide-005.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/IJXjTLPzvAU/slide-005.html)
- AI slide classifier: `demo_video` confidence `0.79`
- Text source: agent_vision.

Slide text:

> CAST OF "HAMILTON" PERFORMS AT WHITE HOUSE

![[assets/slides/IJXjTLPzvAU/slide-006.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/IJXjTLPzvAU/slide-006.html)
- AI slide classifier: `content_slide` confidence `0.95`
- Text source: none.
- OCR decision: ready — Dense prompt/response demo slide with small text boxes.
![[assets/slides/IJXjTLPzvAU/slide-007.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/IJXjTLPzvAU/slide-007.html)
- AI slide classifier: `demo_video` confidence `0.74`
- Text source: agent_vision.

Slide text:

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

![[assets/slides/IJXjTLPzvAU/slide-008.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/IJXjTLPzvAU/slide-008.html)
- 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.