---
title: "Slides: Browser Agents Don't Need Better Models. They Need Better Eyes. - Kushan Raj, ARK"
category: "slides"
video_id: "JnubYCYunk8"
sourceLabels: ["Public YouTube video frames", "Public YouTube metadata"]
---

# Slides: Browser Agents Don't Need Better Models. They Need Better Eyes. - Kushan Raj, ARK

## Source Video
[Browser Agents Don't Need Better Models. They Need Better Eyes. - Kushan Raj, ARK](https://www.youtube.com/watch?v=JnubYCYunk8)

## 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/JnubYCYunk8/slide-001.jpg]]

OCR text:

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> *This Claude with Chrome
> trying to navigate a browser challenge

![[assets/slides/JnubYCYunk8/slide-002.jpg]]

OCR text:

> demo-video
> Recents
> shared
> YaiusaTmovie
> Claude-browser chalenge
> caude-treking
> Todayat3:14PM
> 388.7B QTmove
> Today 342PM
> 457N8 OTmovle
> A.Aoplcations
> D
> feedyck-action-og.md
> 1on-
> Tody337PM
> kMre
> D
> leedack-bcker-recoverymd
> Today336PM
> -Mordo_letfe
> Downloads
> D
> feedback-mutations.md
> Tody336PM
> Todayat329PM
> Desktop
> csour-agent
> odel
> cerebras/gpt-oss-12eb
> -headed
> 2273 OTmovie
> otrect
> Todey95PM
> . qTmove
> D
> unoog
> avigatin
> Todryar403PM
> 197.8MBQTmov
> Today12:32AM
> 618KB PNGimage
> D
> paword.md
> Today335PM
> icloud Dr
> D
> tarido..textfile
> D
> v6-sep1-overays-blocking.md
> 2.KE
> rkdo_etfle
> kushanj
> D
> v5-step9-deep-blockinged5173/
> Y337PM
> 1K8
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> rkdo_tetfle
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> Dv5-p-d23
> mtntcaptt
> EKB
> 266Rs
> 2K8
> arido...ete
> MacintoshHO
> 4msfinalize=e.3ms
> TIMING)
> j5_collect=22.0m
> python
> MacintosHO
> Extracted:4containers,
> Loom0.3410-TATION-0B5ERVER]v21nsta1led(maxA1d:5)
> 1controls,0fors
> Ardrop
> [FAST_CLICK aid-5] d1spatchat（64#,456)
> [TIMING]dom_stability=555nshtml_capture=4s
> auto-click1laiu-5->ciickedaidsaid-5
> Network
> extractic
> TAL-66985
> Bin
> [TDMING]
> j_collect=B6.8mspYbon_bu1Ld12.6ms
> n=9.1esfinalsze=1.lms
> btocl
> Auto-clickedLtrivialactions
> [AuTD-NAv]->http://1ocalhost:5173/step17vers1on-1
> important
> ITIRINGarkdoW
> ing rav executer(modelrcerebras/gpt-oss-12b）.
> render=lns
> OFINACCT
> Omkt2
> AI Tags.

![[assets/slides/JnubYCYunk8/slide-003.jpg]]

OCR text:

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> 80OB9 y,ao » @O6§@8@--4~467 « Q@rOQ@Q @Qe.

![[assets/slides/JnubYCYunk8/slide-004.jpg]]

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![[assets/slides/JnubYCYunk8/slide-005.jpg]]

OCR text:

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![[assets/slides/JnubYCYunk8/slide-006.jpg]]

OCR text:

> 1I1EOTmoe
> 3667me
> 1Tmoe
> AaaMsreso.edfle
> Google AI Studio
> 3x3Markdo_et fle
> Untited prompt/
> 1,813toke
> 2271QTmole
> 20S OTmoe
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> AOrmo
> ExploreGeminimodels
> 13Gmge
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> Featured
> Code,Reasoning.and Chat
> EMrkdo_tecfle
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> sst
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> aid-47z435[ar
> ed][biockedbyaid-75.aid-58.aid-43.aid-49]
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> aid-53z439ar
> ted][blockedby ad-75,aid-S8]
> "Try Ths!"
> aid-85[an
> RSerh
> "Moving!"
> 0What'snew
> GetAPI key
> BTools
> 0URLCX
> Run

![[assets/slides/JnubYCYunk8/slide-007.jpg]]

OCR text:

> es an This browser challenge is a
> Fairly simple webpage
> But generally across webpage
> The markdown has
> ~20x token compression w.r.t DOM
> So a

![[assets/slides/JnubYCYunk8/slide-008.jpg]]

OCR text:

> 3. Dismiss Hit vs Miss — Fake Close Buttons
> 4. Unblocked Signal — What Becomes Accessible
> 5. Failed Action > Diagnosis > Recovery
> » ry a
> -


## 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.