Connecting telecom specifications to contextual, traceable AI answers.
GraphRAG3GPPAWS BedrockAmazon Neptune
Focus & contribution
My work connects document ingestion, structured knowledge, graph and semantic retrieval, and evaluation. The focus is bringing telecom domain knowledge into retrieval and agentic reasoning workflows.
Applied exploration
Agentic workflows & local RAG
Tools, retrieval and orchestration for domain-specific AI workflows.
LangGraphRAGLocal LLMs
Focus & contribution
Public explorations with LangGraph and local language models. These repositories illustrate orchestration and retrieval patterns, separate from employer-specific implementations.
Connecting product needs, technical work and delivery coordination.
Seiyaj TechProject managementTraceability
Focus & contribution
Project management at Seiyaj Tech for Amanah and traceability initiatives. My contribution brings requirements, technical decisions and delivery planning together.
Selected initiative
Work traceability
Making work activities and their progression traceable.
WorkflowsTraceability
Focus & contribution
A high-level view of project work focused on activity and progress traceability. Further context is shared only where appropriate.
Education · public resources
MLOps courses & labs
From reproducible experiments to the full model lifecycle.
MLflowPythonMLOps
Focus & contribution
Master-level MLOps material, introductory workflows and a Python starter kit. Practical exercises connect model development to experiment tracking, packaging and deployment.
Learning methods grounded in wireless systems and network constraints.
Reinforcement learningDigital twinsRAN
Focus & contribution
Research spanning MLOps for RAN automation and reinforcement learning on digital twins, building on a foundation in signal processing, time reversal and MIMO.
Applied exploration
Computer vision explorations
Image analysis and adaptation of multimodal models.
Computer visionVLMDeep learning
Focus & contribution
AxoDetection explores counting axons in microscopy images; VLM-finetuning explores adapting a multimodal model for vision. The repositories document exploratory engineering work.
Research themes, project-management contributions and public learning resources are labelled by context. Where code is available, links lead to the specific resource.
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Research collaborations, AI architecture, project delivery or a room full of curious learners. Let’s talk about what you’re building.