● AT POTION AI
AI/ML ENGINEERCAIRO, EG · UTC+3
invert.exe — drag me
yousef.png
ym@cairo — zsh
yousef@cairo
role ai/ml engineer · r&d lead
stack pytorch · rag · mlops
gpu cuda 12.4 · a100 40gb
env py3.11 · torch 2.4 · gcp
YOUSEF
MAMDOUH
Status
Research Engineer at Potion AICairo, Egypt
Index
01 Work · 02 Stack · 03 Lab04 Path · 05 Contact
/selected work
(05)01
KRONOS
Multi-agent AI platform · local-first2025—26+02
AutoFT
Self-maintaining LLM agents · QLoRA2025—26+03
Guardian RAG
Secure enterprise retrieval · role-aware2025—26+04
Sport Performance Analyzer
Pose estimation · motion analysis2025+05
Nest Invest
LSTM forecasting · grade A graduation project2024+/stack
(07)01AI / ML / LLM
core specialization
Prompt EngineeringPyTorchScikit-learnNumPypandasEmbeddings
02LLMOps / Model Lifecycle
automated model operations
Statistical TestingModel PromotionModel Redeployment
03AI Engineering
agentic + retrieval systems
Vector SearchLocal LLMsOllama
04Software Engineering
languages + architecture
PythonJavaScriptTypeScriptC++PHPOOPSoftware ArchitectureRefactoringModularizationREST API Design
05Backend / Web
services + interfaces
FastAPIFlaskNode.jsExpress.jsLaravelReactNext.js
06Data / Retrieval
storage + search
SQLMySQLPostgreSQLQdrantpgvectorDuckDBVector SearchHybrid Search
07Engineering Practices
how the work ships
GitQACode ReviewReproducible ExperimentationJiraConfluenceAgile / Scrum
/lab
(02)playground.exestep 0
click to add a point · right-click or BRUSH for the other class
data
layers
neurons
learning rate
loss 0.000acc 0%
attention.exehead 1 of 3
links words that refer to the same thing: it → context
“it” looks at
78%
4%
1%
hover a word or a row · weights are softmaxed per row
new_message.exeto: yousef