user@portfolio:~$

Builder.
AI Engineer.
Problem Solver.

I use AI for impact, data for intelligence, and software engineering for accessibility — shipping production-ready AI products from Multi-Agent Systems to LLM-powered assistants.

View my workAbout me
loc:France 🇫🇷
role:AI Engineer
work:12+ projects

$ ls skills/

Skills & Expertise

Technologies and tools I use to build intelligent solutions.

machine_learning/
OpenAI, Groq, Anthropic, Gemini API'sScikit-learn
deep_learning/
PytorchTransformers
(dev/ml/llm)ops/
LangSmithMLFlowGrafana&PrometheusDockerGit&GitHubLinux
programming/
PythonJS & TSFastApiCeleryReactJs
cloud/
AWS
agentic_ai/
LangGraph&LangChainDSpyBaml & FlowerCrewAI
llm/
OpenAI SDK
data/
Numpy&PandasTableau&PowerBiPostgresSupabaseOracle
artificiel_intelligence/
HuggingFaceRAGMCP

$ cat blog/latest.log

Latest Articles

Thoughts, tutorials, and insights about AI and technology.

April 19, 2026
10 min read
context engineeringAI

Context Engineering: The Invisible Skill That Determines Whether Your AI Agents Actually Work

The one skill that separates production-grade AI agents from expensive hallucinations.

read article
April 8, 2026
8 min read
AILLM

AI Workflows vs Agents: A Developer's Guide to Architectural Decisions

read article
December 23, 2025
5 min read
AIProduct

Integrating MCP Into Your Product: Why Your SaaS Needs Tool-Calling AI

In Part 1, we understood why MCP matters. In Part 2, we built a universal MCP client. In Part 3, we created the agentic layer. Now let's talk about why this matters for your product — and how to actually integrate it.test

read article
→view all articles

$ mail -s "hello"

Let's talk.

Have a project in mind, want to collaborate, or just want to say hi? I'm always open to new ideas and opportunities.

email

[email protected]

location

France 🇫🇷

github

github.com/chrfsa

linkedin

mohand-said-cheurfa