Reconstructed Slides: From MCP to Scale: Pipelines That Build Themselves — Rafael Levi, Bright Data

Source Video

From MCP to Scale: Pipelines That Build Themselves — Rafael Levi, Bright Data

Method

This deck is reconstructed from the existing video frame captures by detecting likely slide regions with OpenCV, cropping/upscaling those regions, deduplicating similar crops, and OCRing the cropped slide images locally. It is a cleaner companion to the full-stage frame deck.

Reconstructed Slides

Recreated text/layout view: open HTML recreation
AI slide classifier: content_slide confidence 0.94
Text source: advanced OCR rapidocr-live/left-72/contrast.
OCR decision: ready — Dense code editor screenshot projected on screen; OCR is better than manual transcription.

Slide text:

14 11 Leportos LinportSsom

Laperttim

88 11 12 29 laport Froebilepvtotntifulsoo lapertloering rejests

...Configiratioe

24

AIE 24 otrT_o·.Nh1mm（o.t._1_))

27

★ ★ 24 sog·logting.getlegter ring.nicContig（lewel.oeglag.two,fornst.（octiee）sXeoisago）

31 Jnt (otopogo(wlt str, mtries) Lnt. 3) "fetopsge Uroopteipt wrawet mlecter (orsttaegtnrege（retries)) Fetcner ery? （

"attpa://ops.trigitdata.con/regont

月 Jenf°roe';zont,'oel*!sr]. lratien fer

41 reipose.roiu_fee_sutn)

Ntwre.resoonse.text

6.8 coiselonioetrrer(rieledtetet(s(or)ofter(retries)Mteets 1attept（rotries·11 lme.alo()*.atteng)

AI Enginee

EUROPE

Recreated text/layout view: open HTML recreation
AI slide classifier: content_slide confidence 0.93
Text source: advanced OCR rapidocr-live/border-trim/contrast.
OCR decision: ready — Dense product/UI screenshot with tables and small text; OCR is better than manual transcription.

Slide text:

Sarch

? chedied

Tideor

Corteat

500

RnngGoacraen g

AIE

n

leLeM

DN 4922V L4PV

ibi AI Engineer

EUROPE

Hidden Non-Slide Evidence

`slide-001.jpg` — sponsor_logo confidence 0.99; Sponsor wall, not a presentation slide.
`slide-002.jpg` — speaker_stage confidence 0.97; Presenter shot with projected demo UI and stage branding, not a standalone slide.
`slide-003.jpg` — speaker_stage confidence 0.98; Presenter shot with app UI on the screen, not a standalone slide.
`slide-004.jpg` — speaker_stage confidence 0.98; Presenter shot with app UI on the screen, not a standalone slide.
`slide-005.jpg` — demo_video confidence 0.95; Live browser demo frame, not a presentation slide.
`slide-006.jpg` — speaker_stage confidence 0.98; Presenter shot with browser demo on stage, not a standalone slide.
`slide-009.jpg` — speaker_stage confidence 0.98; Stage photo with speaker and audience; projected slide is not the primary frame.
`slide-010.jpg` — title_card confidence 0.99; Branding/title card with no substantive presentation content.

Classification audit: raw/sources/slide-ai-classification/reconstructed/zTZ0qunQXnM/audit.json