LLM Systems Engineer · Independent Researcher
Heilbronn, Germany (Remote-first, CET) · olanokhin@gmail.com · LinkedIn · olanokhin.com
| Project | Description | Status |
|---|---|---|
| Bitplane-ANN | Memory-efficient progressive vector search: stores embeddings as compact 8-bit codes and filters candidates before reranking. Reached 99.8–99.9% Recall@10 on 1M-vector text and vision benchmarks with ~4× smaller storage than float32 | Zenodo artifact · Paper |
| Agent Security Skill | Portable OWASP-aligned security review skill for coding agents. Turns OWASP AI security guidance into active Claude Code/Codex behavior, covering 33 review categories across LLM, RAG, MCP, tool, and agentic systems | Native Claude/Codex skills · Benchmark in progress |
| CPAR | Cross-provider blind peer review — prevents single-model bias and hallucination. Outperformed single-model baseline 15/15 criteria in blind A/B evaluation (GLM-5 judge) | Working demo |
| ATA Protocol | Cryptographic Authorization Type Attestation for internet protocols — the "A" layer for TLS, MLS, QUIC | IETF Draft-00 |
| TurboQuant Benchmark | Hadamard + Lloyd-Max compression on GloVe-200; Recall@10 vs compression across 1–8 bits; 8-bit sweet spot: 3.1× smaller, −0.74pp recall | HF Space · GitHub |
| RCI | Recursive Convergent Inference — dynamic MoE with convergence-gated stopping. Unexpected finding: model-relative complexity diverges from human difficulty labels | Paper + Colab ready |
AI & LLM: RAG · Hybrid RAG · Graph RAG · Autonomous Agents (ReAct, multi-agent) · MCP · Transformers · LLM/RAG Evaluation
Stack: Python · TypeScript/JS · C/C++ · Kotlin · FastAPI · Streamlit · Gradio · ReactJS
Infra: Docker · Linux · Azure · Azure AI Foundry · Git/CI-CD
- 🏗️ Exyte — Reduced LLM calls ~8× (1M → ~115k rows) through context engineering. Built hybrid RAG system replacing manual SharePoint/Excel search for prequalification questionnaires.
- 🔬 Wire Germany — Proved feasibility of AI note-taking in a single day, pitched to 100+ people including CTO — greenlit for production. Cut meeting review time ~4× as sole AI engineer in cross-functional implementation.
- 🥇 3× Hackathon winner — Future City (HHN & 42), Make.com (42 Heilbronn), Wire × Schwarz IT
- 🎓 42 Heilbronn — Founded AI Club (78 members); built and deployed Hybrid RAG FAQ agent on Notion wiki
Protocol design · Cognitive architectures · Real-time AI systems · Live music · Basketball
Building intelligence. Expanding humanity.
Open to senior/staff AI engineer roles at AI-native companies — remote, English-first.
olanokhin@gmail.com · LinkedIn