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Marian Baicuianu

AI Systems Architect. Building AI-native systems, creative tooling, and enterprise platforms.

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Voice Qualification

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Client
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Role
Lead architect
Period
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Industry
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— Overview

A quick read

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Problem

The business challenge, framed by measurable pain and constraints, will appear here once the entry is populated.

Solution

A concise description of the system designed and shipped — the shape of the solution, not the surface.

— System

Architecture

Interface
Client & control surfaces

Operator dashboards, embedded clients and admin flows.

Core
Orchestration & intelligence

LLM orchestration, retrieval, workflow engine and business logic.

Foundation
Data & integrations

Managed data plane, third-party integrations and observability.

— Stack

Technology

ReactTypeScriptOpenAISupabasen8nEdge Runtime
— Delivery

Timeline

Week 1
Discovery

Systems mapping and success criteria.

Week 2–4
Architecture

Contracts, integrations, prototype.

Week 5–8
Build

Production system and evaluation harness.

Week 9+
Ship & operate

Rollout, telemetry and iteration.

— Outcome

Metrics that matter

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— Reflection

Lessons learned

01

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02

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03

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