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Soumia

Solutions Architect & teacher building in public. From enterprise Microsoft to AI startups (computer vision, graph analytics). I document my learning journey: conference → code → deployment.

Paris, France Joined on Dec 11, 2025 http://humiin.io

Pronouns

Her, She

dish-carbon-calculator

Python

mcp-secure-gateway

Production API gateway with quantum-enhanced security and MCP protocol.

Python

Strong in Python, cloud infrastructure (Azure/AWS), cybersecurity, AI/ML systems. Deep experience with computer vision, graph analytics, enterprise technical support, customer-facing technical roles.

Currently learning Diving deep into MCP architecture & AI infrastructure security. Also exploring advanced LLM integration patterns & agentic workflows while keeping sharp with Data Eng & GenAI BP.

Hacking on Building "MCP Secure Gateway" - a comprehensive implementation showcasing secure AI infrastructure patterns. Also exploring entrepreneurial ideas in the AI-powered job matching space.

Tech talks on AI infra, solutions architecture, MCP. Love discussing big tech→startup transitions, interview prep, computer vision, graph analytics, AI security. Building cool stuff? Let's chat!

11 posts published

1 comment written

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Cover image for Fine-Tuning LLMs - The Complete Practical Guide 🎯

Soumia

Feb 16

Fine-Tuning LLMs - The Complete Practical Guide 🎯

#ai #llm #machinelearning

17 min read

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Cover image for LLM Architectures Explained - From Transformers to Reasoning Models 🏗️

Soumia

Feb 16

LLM Architectures Explained - From Transformers to Reasoning Models 🏗️

#ai #architecture #llm #machinelearning

12 min read

Cover image for Understanding Tokens in LLMs - The Complete Guide 🧩

Soumia

Feb 16

Understanding Tokens in LLMs - The Complete Guide 🧩

#ai #llm #machinelearning #tutorial

11 min read

Cover image for Graph RAG and Agentic RAG: The Next Evolution of Retrieval

Soumia

Feb 10

Graph RAG and Agentic RAG: The Next Evolution of Retrieval

#agents #ai #llm #rag

16 min read

Cover image for RAG and Vector Databases: Should You Actually Care in 2026?

Soumia

Feb 10

RAG and Vector Databases: Should You Actually Care in 2026?

#ai #database #llm #rag

12 min read

Cover image for AI Models for Agentic Coding: When to Use Claude, Mistral, GPT, Gemini, or LLaMA

Soumia

Feb 10

AI Models for Agentic Coding: When to Use Claude, Mistral, GPT, Gemini, or LLaMA

#agents #ai #llm #programming

8 min read

Cover image for The Next "Programming Language" Is a Team of Agents: A 1-Hour Crash Course

Soumia

Feb 10

The Next "Programming Language" Is a Team of Agents: A 1-Hour Crash Course

#agents #ai #programming #tutorial

7 min read

Cover image for Security by Design: Lessons from API Days Paris 2025

Soumia

Dec 12 '25

Security by Design: Lessons from API Days Paris 2025

#securitybydesign #mcp #solutionsarchitect #ai

8 min read

Cover image for Deep Dive: High-Level Architecture for Large-Scale API Migration

Soumia

Dec 12 '25

Deep Dive: High-Level Architecture for Large-Scale API Migration

#architecture #apimigration #systemdesign #microservices

6 min read

Cover image for Building a Quantum-Enhanced API Gateway: MCP Secure Gateway

Soumia

Dec 12 '25

Building a Quantum-Enhanced API Gateway: MCP Secure Gateway

#api #mcp #python #quantum

4 min read

Cover image for Start Hacking Now: What a €500M API Migration Taught Me About AI in Production

Soumia

Dec 12 '25

Start Hacking Now: What a €500M API Migration Taught Me About AI in Production

#ai #llm #api #mcp

4 min read

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