---
title: "Slides: Bypassing the Multimodal Tax: Hybrid RAG, SQL RRF & UI Telemetry - Abed Matini, Ogilvy"
category: "slides"
video_id: "Akm1sqvWG4A"
sourceLabels: ["Public YouTube video frames", "Public YouTube metadata"]
---

# Slides: Bypassing the Multimodal Tax: Hybrid RAG, SQL RRF & UI Telemetry - Abed Matini, Ogilvy

## Source Video
[Bypassing the Multimodal Tax: Hybrid RAG, SQL RRF & UI Telemetry - Abed Matini, Ogilvy](https://www.youtube.com/watch?v=Akm1sqvWG4A)

## 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/Akm1sqvWG4A/slide-001.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/Akm1sqvWG4A/slide-001.html)
- AI slide classifier: `title_card` confidence `0.99`
- Text source: agent_vision.

Slide text:

> Bypassing the Multimodal Tax
> Framework-Free Hybrid RAG, Raw SQL RRF, and Live UI Telemetry
> Abed Matini
> Senior Backend Developer - Ogilvy
> AI Engineer World's Fair 2026 - Online Track

![[assets/slides/Akm1sqvWG4A/slide-002.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/Akm1sqvWG4A/slide-002.html)
- AI slide classifier: `content_slide` confidence `0.97`
- Text source: agent_vision.
- OCR decision: ready — Dense small text in two-column slide content; OCR will be cheaper and more reliable than direct transcription.

Slide text:

> Two problems every document chatbot hits

![[assets/slides/Akm1sqvWG4A/slide-003.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/Akm1sqvWG4A/slide-003.html)
- AI slide classifier: `content_slide` confidence `0.93`
- Text source: none.
- OCR decision: ready — Browser/document screenshot with dense small text and table-of-contents content; OCR is the right next step.
![[assets/slides/Akm1sqvWG4A/slide-004.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/Akm1sqvWG4A/slide-004.html)
- AI slide classifier: `content_slide` confidence `0.96`
- Text source: agent_vision.
- OCR decision: ready — Product/admin UI screenshot with dense table text and controls; OCR is appropriate.

Slide text:

> Upload document

![[assets/slides/Akm1sqvWG4A/slide-005.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/Akm1sqvWG4A/slide-005.html)
- AI slide classifier: `content_slide` confidence `0.95`
- Text source: none.
- OCR decision: ready — Tabbed document inspector with dense table-of-contents text; OCR is the right pass.
![[assets/slides/Akm1sqvWG4A/slide-009.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/Akm1sqvWG4A/slide-009.html)
- AI slide classifier: `content_slide` confidence `0.97`
- Text source: agent_vision.

Slide text:

> Thank you
> Questions welcome on LinkedIn.


### Hidden Non-Slide Evidence
- [`slide-006.jpg`](/assets/slides/Akm1sqvWG4A/slide-006.jpg) — `demo_video` confidence `0.99`; File picker overlay from demo footage, not a readable presentation slide.
- [`slide-007.jpg`](/assets/slides/Akm1sqvWG4A/slide-007.jpg) — `demo_video` confidence `0.99`; Trace-detail app screenshot from demo footage, not a presentation slide.
- [`slide-008.jpg`](/assets/slides/Akm1sqvWG4A/slide-008.jpg) — `demo_video` confidence `0.99`; Trace-detail app screenshot from demo footage, not a presentation slide.

Classification audit: `raw/sources/slide-ai-classification/slides/Akm1sqvWG4A/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.