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 Developer & Software Architect designing complex, enterprise-scale systems where intelligent infrastructure meets production reality. I work at the intersection of architecture, machine learning, and operations; building platforms that are smarter, more stable, and self-healing by design.

My focus is designing intelligent systems for complex infrastructure problems, from automated Root Cause Analysis to anomaly detection pipelines that catch failures before they happen. I believe the next frontier isn't just deploying models, it's making infrastructure that thinks.

When I'm not engineering systems, I'm exploring the latest in AI research and open-source projects, contributing to academic research, and studying the mathematics that makes it all possible.

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

Log Anomaly Detection Pipeline

Production-grade unsupervised anomaly detection system for Kubernetes logs , combining embeddings, Isolation Forest, and a PyTorch Autoencoder with LLaMA-generated explanations.

PyTorchBGE-M3Drain3OllamaLLaMA 3.2Kubernetes
02

Legacy-to-Kubernetes Migration Architecture

Architected a strategic migration path for legacy systems to Kubernetes , preserving business continuity by avoiding full rewrites. Designed an incremental containerization approach that moved workloads to K8s efficiently while maintaining backward compatibility and minimizing downtime.

KubernetesSoftware ArchitectureLegacy MigrationContainerizationHelmEnterprise
03

OpenSearch Log Intelligence

Built intelligent log querying and analysis pipelines on OpenSearch , enabling real-time namespace/container filtering, time-range queries, and anomaly surfacing at production scale.

OpenSearchElasticsearchBashKubernetesDevOps
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

Reverse-Engineering IBM Watson Assistant

Reverse-engineered IBM Watson Assistant to build an internal, self-hosted conversational AI platform with custom chat flow logic. Replaced the proprietary engine with an open-source stack while preserving dialogue management capabilities.

PythonNode.jsBERTNLPConversational AIReverse Engineering
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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