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BlackLine MLOps

πŸ”’ Under NDA

Lead Engineer

AI Safety Net v3.0 β€” agentic swarm where specialist AI agents use DeepSeek to autonomously manage ML lifecycle. Clean Architecture with MLflow pipeline.

Python

DeepSeek

FastAPI

GCP Cloud Run

Clean Architecture

The problem it solves

A data science team spends 70% of their time on infrastructure β€” deploying models, managing environments, tracking experiments β€” instead of actually improving models. BlackLine automates the entire ML lifecycle so scientists can focus on science.

Architecture

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Clean Architecture with MLflow pipeline

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Data validation β†’ Feature engineering β†’ Training β†’ Registry β†’ Deploy

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HuggingFace model training integration

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Custom drift detection layer (prod vs baseline)

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Docker + GitHub Actions CI/CD

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FastAPI backend with Python 3.10+

Links

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GitHub

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View on GitHub β†’

Run this agent for YOUR brand

Let's build something similar for your business. AMBICA will audit your brand's AI surface. Free.

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INDRADEV_ β€” Agentic Systems

Β© 2026 indradev_ β€” AI Systems Architect, KrakΓ³w, EU

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