Hi, I'm

Sarah Salah

Computer Scientist - AI specialist

Architecting the next generation of intelligent systems, where AI meets infrastructure, and complexity becomes clarity.

View My WorkGet In Touch

01. About Me

Who I Am

I'm an AI Researcher, Developer & Software Architect exploring the boundaries between intelligence, systems, and the mathematics that ties them together. I write Python to build miracles, and C just for fun.

My research focuses on uncertainty in AI understanding what models know, what they don't, and how to build systems that reason honestly about their own limits. I believe the next frontier in AI isn't just capability, it's self-awareness.

I'm an active contributor to open-source projects and a lifelong student of mathematics, convinced that the best engineers are the ones who never stop being curious.

Based inCairo, Egypt 🇪🇬
RoleAI Expert & Software Architect
FocusKubernetes · AI · Architecting
Available forFreelance, Consulting & Teaching
LanguagesArabic · English

02. Skills

Tech Stack

AI & Machine Learning

PyTorchScikit-learnLLMsBGE-M3OllamavLLMAnomaly DetectionVector Search

AIOps/MLOps & Infrastructure

KubernetesDockerHelmvLLMKubeflowArgoCDPrometheusGrafanaRCA

Software Architecture

System DesignMicroservicesEvent-Driven ArchitectureDomain-Driven DesignDistributed SystemsScalability Patterns

Data & Search

OpenSearchElasticsearchDrain3PandasNumPyJupyterkafka

DevOps & Cloud

LinuxBashGitCI/CDNGINXOn-Premise Infrastructure

Backend Development

PythonNode.jsJavaREST APIsPostgreSQLMongoDBRedisSQL

03. Projects

What I've Built

01

Kubernetes MCP — Open Source Package

Published an open-source Model Context Protocol (MCP) server for Kubernetes enabling AI agents to interact with K8s clusters through natural language. Available on PyPI for the global developer community to install and extend.

PythonMCPKubernetesAI AgentsOpen SourcePyPI
View on PyPI →
02

From Data Center to AWS Cloud

Designed an end-to-end migration architecture that moves enterprise workloads from on-prem data centers to AWS — without the rewrite penalty. Built around EKS for compute, managed services for state, and incremental rollouts that prove value at every step.

AWSEKSCloud MigrationArchitectureEnterpriseStrategy
03

OpenObserve Log Intelligence

Built intelligent log querying and analysis pipelines on OpenObserve enabling real-time namespace/container filtering, time-range queries, and anomaly surfacing at production scale. Designed for cost-efficient observability in cloud-native environments.

OpenObserveObservabilityKubernetesDevOpsLogsMonitoring
04

AI Service Catalog

Designed and deployed an internal AI service catalog for on-premise environments, enabling teams to discover, consume, and monitor ML models via a unified API layer.

PythonDockerKubernetesREST APIMLOps
05

Internal Conversational AI Platform

Designed and built a self-hosted conversational AI platform tailored to internal business needs, featuring custom dialogue management, NLP-driven intent recognition, and a flexible chat flow engine. Architected as a scalable, open-source alternative to proprietary solutions.

PythonNode.jsBERTNLPConversational AISystem Design
06

LLM Self-Hosting on Kubernetes

Deployed and optimized open-weight LLMs (Qwen3 72B, LLaMA) on 4x NVIDIA L40 GPUs using vLLM with tensor parallelism, served via Kubernetes with full observability stack.

vLLMKubernetesNVIDIA L40Qwen3HelmPrometheus

04. Blog

Latest Writing

05. Contact

Get In Touch

Available for freelance projects, consulting, and interesting collaborations. Feel free to reach out, I usually respond within 24 hours.

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