AI systems · web infrastructure · robotics

Integrated AI Systems Portfolio

Prompt interface • Web systems • Infrastructure • Systems engineering

I build connected AI systems that combine web interfaces, backend services, database integration, robotics control, simulation, and agent-style automation.

Featured project

Integrated AI Prompt

A lightweight prompt interface connected to the AI host. It is designed for code help, debugging, planning, commands, and quick analysis without heavy project scanning overhead.

1. ObserveRead the user goal, logs, pages, API responses, and system state.
2. PlanBreak the goal into safe, testable, reversible actions.
3. ActUse prompts, API calls, patches, SQL, or command execution.
4. VerifyCheck status codes, tests, syntax, data, and visible evidence.
5. ImproveFeed errors and observations back into the next cycle.

AI Prompt Uses

  • Ask for code snippets, server commands, and debugging steps.
  • Generate PHP, Python, JavaScript, SQL, and configuration examples.
  • Summarize logs or errors pasted into the prompt box.
  • Plan website improvements without overloading the VM.
  • Keep the workflow simple: prompt in, answer out.

System Stack

  • Frontend: PHP, HTML, CSS, JavaScript.
  • Backend: FastAPI, Uvicorn, Nginx, API routing.
  • Data: MariaDB integration for real platform data.
  • AI: model prompt layer, tool routing, verification, feedback.
  • Robotics: AI command interface, DOF planning, simulation pipeline.

AI page

Big 14B Prompt Interface

Direct prompt mode plus macro mode for uploaded files, with Markdown and LaTeX rendering preserved.

Open AI Prompt

Hardware

Hardware / Low-Level

Mini OS and Advanced OS video sections, plus a low-level C scheduler sketch built around timer interrupts and task flags.

Open Hardware

Why This Matters

AI agents need more than text generation. They need context, controlled action, memory, validation, recovery, and a clear interface for human review.

AI Agents Web Access Retro-Action FastAPI PHP MariaDB Robotics Systems Architecture