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BRIEF 1: BASE LAYER — Structured Semantic Map of Zone 312, Bur Dubai

briefing · 2026-05-09 · 1007 words · Khurram Badar

BRIEF 1: BASE LAYER — Structured Semantic Map of Zone 312, Bur Dubai Purpose Build the foundational data layer that both the FTA product and the Consumer product will draw from. This is the infrastructure, not the application.

ai · infrastructure · khda

BRIEF 1: BASE LAYER — Structured Semantic Map of Zone 312, Bur Dubai

Purpose

Project Name

What you're building

Critical conceptual insight (DO NOT IGNORE)

**Reference example:** Grand Astoria Hotel sits between Al Fahidi Street (north face — electronics + hotel) and 21A Street (south face — Pakistani restaurants). Same building, two different commercial worlds. Pak Liyari Restaurant L.L.C (Br.) is at "BDB Building, 27 21A Street, opposite Astoria Hotel." Ravi Darbar Restaurant is "next door to Astoria hotel, in a small lane." Both invisible to a user looking at the hotel address pin.

Inputs you'll receive

Tech stack

Data model (build these tables)

`buildings`

`building_faces`

`shops`

`parking_zones`

`image_evidence`

Pipeline to build

Step 1: Photo ingestion

Step 2: AI vision pass

Return as JSON. Mark uncertainty explicitly. Do not invent details.
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Step 3: Google Places enrichment

Step 4: Building consolidation

Step 5: Parking zone integration

Step 6: Output

Honest constraints (read this)

Success criteria for v1

What this enables next

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