Working at the intersection of AI and real businesses.
Enterprise AI · LLM economics · on-device inference.
karakose.me · LinkedIn · Medium · X · Email
- Speaking on AI Token Economy — Istanbul Coders, May 2026
- Shipping the AI-powered Java Backend Roadmap — 14 ⭐ and growing
- Writing on Medium — token economics, on-device AI, Gemma
| Project | What | Stars |
|---|---|---|
| ai-powered-java-backend-roadmap | Prompt-driven, project-based path to Java backend mastery | ⭐ 14 |
| token-economy-calculator | LLM cost calculator — compare GPT, Claude, Gemini, Llama, Mistral by what actually hits your bill | — |
| mcp-registry | Enterprise GitHub Copilot MCP registry (v0.1 spec) — FastAPI + Railway | — |
| Software-Design-and-Architecture | Design patterns reference in Java | ⭐ 5 |
| Talk | Venue | When |
|---|---|---|
| AI Token Economy | Istanbul Coders (online) | May 2026 |
| Gemmaverse | TechDay 2026 — 150 attendees | Jan 2026 |
| Gemmaverse | DevFest İzmir 2025 (GDG İzmir) | Dec 2025 |
Open to talks, workshops, and mentoring — reach out via email.
- AI-Powered Java Backend Developer Roadmap — Apr 2025
AI / ML — LLMs, Gemma, prompt engineering, on-device inference, FinOps for LLMs Backend — Java, Spring, Node.js, Go Cloud — Google Cloud (Pub/Sub, Cloud Run, Firebase), AWS Data — PostgreSQL, MongoDB, Redis Tooling — Docker, Kubernetes, GitHub Actions
- AWS Certified AI Practitioner (AIF-C01) — Jan 2025