KM

Karamat Mansouri

Senior AI & Software Engineer

TypeScriptPythonAzure MLNext.jsLangChainDocker

Work

Projects

A selection of systems I've designed and shipped — spanning AI pipelines, MLOps tooling, and production software engineering.

Enterprise RAG Platform

Production

End-to-end Retrieval-Augmented Generation platform built on Azure. Ingestion pipelines, vector search, hybrid retrieval, and a chat interface — all production-hardened with observability and RBAC.

RAGAzure OpenAIQdrantFastAPILangChain

MLOps Pipeline Framework

Production

Reusable Azure ML pipeline framework for training, evaluation, and deployment of ML models. Supports experiment tracking, model registry, and automated rollback on regression.

Azure MLMLflowPythonDockerGitHub Actions

LLM Evaluation Suite

Open Source

Automated evaluation harness for LLM outputs — measuring factual accuracy, groundedness, coherence, and latency across model versions. Integrates with CI/CD to gate deployments.

LLMsEvaluationPythonOpenAIAzure

Semantic Document Search

Production

Scalable document search service using dense vector embeddings and BM25 hybrid ranking. Processes millions of documents with sub-100 ms retrieval latency.

ElasticsearchEmbeddingsFastAPIRedisPython

Agent Orchestration Layer

Research

Multi-agent orchestration system for complex enterprise workflows. Routes tasks to specialised sub-agents, handles tool use, and maintains conversation state across long-running sessions.

LLM AgentsTool UsePythonAzureTypeScript

bidekani.com

Open Source

This site — a minimal personal blog and portfolio built with Next.js, Tailwind CSS, and MDX. Statically generated, zero client-side JS on article pages, and deployed to Azure Static Web Apps.

Next.jsTypeScriptTailwind CSSMDXAzure

Interested in working together?

I'm available for consulting on AI architecture, LLM systems, and MLOps.

Get in Touch