Alaa Al-bdewi

A-04Stack

The tools I use at every layer.

From the interface people click to the agents that write the answer. Hover a layer to see where I used it.

From UI to AI.

FIG. 1 — FROM UI TO AIA-04 · 1:1

Layers

AI04 / 07

AI & LLM engineering

Where most of my work is now: agents that hand off structured output, with cost and quality I can measure.

  • Multi-agent systems and orchestration
  • Prompt engineering with schema-validated structured output
  • LLM API integration
  • Retrieval-augmented generation (RAG)
  • Model routing and token-cost optimisation
  • Prompt caching
  • Streaming responses
  • Evaluation rubrics and output scoring

OPS05 / 07

Platform & DevOps

The tools that take code from my machine to production.

  • Docker
  • Git / GitHub
  • CI/CD
  • Linux
  • Nginx
  • AWS

ARCH06 / 07

Architecture

How the pieces fit together, and keep fitting as the system grows.

  • Modular and multi-tenant platform design
  • Queue-driven workflows
  • API versioning
  • Code review and documentation practice