Alkiviades · Agentic RAG Consultant
RAG over political documents with tool calling, SSE streaming, bilingual EN/GR. DeepSeek, FastAPI, Next.js.
2,461 DOCS · 87 TESTS · 547MB → 61MB MEMORY · LIVE
Ioannis (John) Lazaridis · Athens
Production AI that interfaces with real enterprise systems. Live deployed agentic RAG. 15 engineers trained, 12 placed in AI roles.
Χτίζω AI που αντέχει στην πίεση.
01 · About
Mechanical engineering taught me how physical systems fail. ISO 9001 taught me how to prevent failure systematically. Production AI is the third application of the same discipline. The question never changed: how does this system fail, and how do I build it so it does not?
Mechanical Engineering → ISO 9001 Quality → AI/ML Engineering
02 · Selected Work
Live links first. Everything below is clickable and running.
RAG over political documents with tool calling, SSE streaming, bilingual EN/GR. DeepSeek, FastAPI, Next.js.
Vision LLMs via Ollama. No API keys. No data leaves the machine. Text, LaTeX math, tables, figures from degraded PDFs.
Students write Python in the browser. pytest validates in real time. Built to formalize the mentorship practice.
4 agents, Guard Agent enforcing 6 policies on every response. Azure architecture: Container Apps, Cosmos DB, Key Vault.
03 · Mentorship
12 of 15 engineers I trained are now in AI roles. Three documented curricula: Python Foundations (21 lessons), Full-Stack AI Engineer (20 lessons), Agentic AI Engineering (12 sessions). Real pytest in every session. Students advance on demonstrated competence, not lecture attendance.
04 · Writing
Systems thinking, AI engineering, and the Greek tech ecosystem. Written in Greek for local practitioners.
05 · Contact