AI Systems Architect • Macro-Agent Builder
Web Access • Tool Use • Verification • Retro-Action • Systems Engineering
I build connected AI systems that combine web interfaces, backend services, database integration, robotics control, simulation, and agent-style automation.
My current focus is a basic AI macro-agent architecture: an AI model receives a goal, searches or reads context, plans actions, executes safe steps, verifies the result, and improves through retro-action.
Featured Project: AI Macro Agent
This project describes a practical agent loop for companies building AI agents around models, tools, browser/web access, APIs, and feedback.
Agent Capabilities
- Web-aware research before decision-making.
- Tool calling through controlled APIs and backend routes.
- Patch generation for PHP, Python, JavaScript, SQL, and server config.
- Verification using logs, curl tests, syntax checks, and rollback backups.
- Retro-action loop that corrects failed actions instead of blindly continuing.
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.
Integrated Project Network
My website connects multiple real systems into one portfolio: an AI Agent page, my CV, the Homeless assistance platform, and the University platform.
University Platform
Web education platform with users, courses, course material, quizzes, exams, submissions, authentication, and MariaDB-backed data.
Open UniversityHomeless Platform
Assistance-oriented web platform with strategic board, live position data, map visualization, resource tracking, and agent-style support workflows.
Open HomelessWhy This Matters
AI agents need more than text generation. They need access to context, controlled action, memory, validation, recovery, and a clear interface for human review. My work shows this direction through real web systems, deployment patches, database integration, and robotics/agent experiments.