MUSTAFA

I design and build production-oriented AI applications around LLMs, agents, retrieval, evaluation and tool execution — turning model capabilities into usable systems.

• ■ LLM Applications
• ■ Agent Architecture
• ■ RAG Pipelines
• ■ Evaluation
• ■ Tool Calling

I build bounded multi-step workflows where specialized agents plan, execute, verify and hand work forward without treating autonomous generation as a substitute for engineering controls.

• ■ Multi-Agent Systems
• ■ LangGraph
• ■ Workflow State
• ■ Tool Use
• ■ Verification

I build retrieval systems that adapt to query complexity, preserve evidence and make grounded generation more reliable.

• ■ Adaptive Retrieval
• ■ Semantic Search
• ■ Evidence Evaluation
• ■ Reranking
• ■ Knowledge Pipelines

I connect AI, APIs, data and workflow automation into operational systems that remove repetitive work and create measurable execution loops.

• ■ Python
• ■ FastAPI
• ■ n8n
• ■ REST APIs
• ■ Workflow Automation

I build responsive digital products with a strong emphasis on interaction, maintainability, performance, accessibility and clear product storytelling.

• ■ Next.js
• ■ React
• ■ TypeScript
• ■ Tailwind CSS
• ■ GSAP

I treat repositories as living systems: discover the architecture, repair defects, verify behavior, document decisions and gate releases with evidence.

• ■ Git & GitHub
• ■ CI/CD
• ■ Testing
• ■ Security
• ■ Self-Healing Workflows