Senior AI Systems Engineer · AI Innovator · Researcher
I build intelligent AI systems that combine strong engineering, modern LLM workflows, and real‑world usability.
My work focuses on context‑aware AI, LLM infrastructure, prompt and reasoning tools, and products that make complex workflows feel effortless.
🧠 Key projects & research:
- 🧠 Universal embedding retrieval toolkit & agentic memory layer → embenx
- unified API for 15+ vector backends with MCP support for Claude and autonomous agents
pip install embenx
- 📘 Interoperable AI chat contexts → opencontext
- 📚 Academic retrieval with MCP → mcp-scholarly
- 🏥 Applied model fine‑tuning in healthcare → medfit-llm
- ⚙️ Developer productivity automation → google-drive-upload-git-action
- 🎨 Creativity‑focused Claude skills → cc-creativity-skills
💬 I share work and thoughts on AI systems, open‑source tools, prompt design, and intelligent automation:
- 🌐 Website: adityakarnam.com
- 🧵 Threads: threads.com/@aditya_karnam
- 📚 Google Scholar: citations?user=WujCeDkAAAAJ
🧪 Currently exploring how to make AI systems more interpretable without sacrificing performance.





