---
title: "Slides: Your coding agent doesn't always follow your rules — Talha Sheikh, Checkout.com"
category: "slides"
video_id: "MpZzWMdmQCE"
sourceLabels: ["Public YouTube video frames", "Public YouTube metadata"]
---

# Slides: Your coding agent doesn't always follow your rules — Talha Sheikh, Checkout.com

## Source Video
[Your coding agent doesn't always follow your rules — Talha Sheikh, Checkout.com](https://www.youtube.com/watch?v=MpZzWMdmQCE)

## 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/MpZzWMdmQCE/slide-002.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/MpZzWMdmQCE/slide-002.html)
- AI slide classifier: `content_slide` confidence `0.93`
- Text source: agent_vision.

Slide text:

> Engineering the future of AI

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

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

Slide text:

> Deterministic? 🤔

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

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/MpZzWMdmQCE/slide-004.html)
- AI slide classifier: `content_slide` confidence `0.95`
- Text source: advanced OCR `rapidocr-live/bright-screen/contrast`.
- OCR decision: ready — small chart text and labels are better handled by OCR

Slide text:

> Guardrails>Model Size
> COST
> AIE DATAREC
> No geardraits 339
> with geardraits Sonnrt(real-tine)
> Hith puardraits Bau (asyec batch)
> Seereliabtlity! Coardrails close the gip.
> AI Engineer
> EUROPE

![[assets/slides/MpZzWMdmQCE/slide-005.jpg]]

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

Slide text:

> Engineering the future of AI


### Hidden Non-Slide Evidence
- [`slide-001.jpg`](/assets/slides/MpZzWMdmQCE/slide-001.jpg) — `speaker_stage` confidence `0.98`; camera shot of speaker and audience; projected slide is not the frame subject

Classification audit: `raw/sources/slide-ai-classification/slides/MpZzWMdmQCE/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.