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NikitaSmykov/README.md

Applied AI Engineer & Computational Researcher

I am an Applied AI Engineer specializing in neuroinformatics. My core engineering philosophy centers on building Zero-Hallucination AI.


Core Engineering Stack

To process massive biomedical datasets and orchestrate autonomous research securely, I utilize a high-throughput, locally deployable stack:

  • Applied AI & Local Inference: PyTorch, Hugging Face Transformers, vLLM (High-throughput serving), Ollama - Kimi (Local Kimi K3 - Llama-3/Qwen), BitsAndBytes.
  • Agentic Orchestration: LangGraph (Cyclic workflows), LangChain, Model Context Protocol (MCP).
  • Knowledge Graphs & RAG: Neo4j (Graph Databases), Qdrant (Hybrid Search), ChromaDB, Semantic Chunking.
  • Formal Verification: Lean 4 (Theorem proving for logic verification).
  • Backend, MLOps & Data: Python 3 (OOP/Asyncio), PostgreSQL, FastAPI, Docker, Prometheus + Grafana.

Future Learning Objectives

Technologies and systems I plan to explore and master in the future:

  • Systems & Bare-Metal: Rust, Modern C++ (17/20), Embedded C.
  • High-Performance & Neuromorphic Computing: CUDA, FPGA / Verilog, Lava (Intel Loihi), Hardware-accelerated SNNs.
  • Signal Processing & Cybernetics: Digital Signal Processing (DSP), SpikeInterface, Kalman Filters, Optimal Control Theory.
  • Neural Security: Fully Homomorphic Encryption (FHE) for secure BCI telemetry.

"Solve intelligence, and then use that to solve everything else."

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