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howkins/README.md

Hi πŸ‘‹ I'm Georgi

Senior Full Stack Engineer building AI-powered products.

I design and ship production systems end to end β€” from backend services and data pipelines to the UI β€” and these days most of my work is about bringing LLMs into real applications. My background in knowledge graphs, semantic technologies and text mining gives me a solid foundation for retrieval, search and making unstructured data useful.

πŸ€– What I'm focused on

  • LLM integrations β€” embedding models like GPT and Claude into production apps, with prompt design, structured outputs and evaluation
  • RAG & semantic search β€” retrieval pipelines, embeddings, vector search and hybrid search on top of Elasticsearch / PostgreSQL
  • AI agents & tool calling β€” multi-step workflows where models use APIs, data sources and internal tools
  • AI-assisted engineering β€” using AI tooling to speed up the development process for myself and my teams

πŸ› οΈ Tech stack

AI / ML

OpenAI Anthropic Claude LangChain Hugging Face Ollama Python

Backend

Node.js TypeScript JavaScript NestJS Express PHP Laravel

Frontend

React Redux Vue Angular HTML5 Sass Styled Components

Data & Messaging

PostgreSQL MongoDB Elasticsearch Redis Kafka

DevOps & Tooling

Docker GitHub Actions Git npm Webpack Postman Prettier


πŸ“š Publications

Before LLMs went mainstream, I worked on semantic publishing and knowledge extraction from scientific literature β€” knowledge graphs, ontology-based text annotation and text mining.

Show publications (5)
  • Infrastructure and Population of the OpenBiodiv Biodiversity Knowledge Graph β€” Biodiversity Data Journal, 2021 A linked open knowledge graph combining knowledge extracted from academic literature with the GBIF taxonomic backbone, modelled with the OpenBiodiv-O ontology. doi:10.3897/BDJ.9.e67671

  • The Pensoft Annotator: A new tool for text annotation with ontology terms β€” BISS, 2020 A tool that maps free text to concepts from recognised ontologies, making content machine-understandable. doi:10.3897/biss.4.59042

  • Semantic Publishing Enables Text Mining of Biotic Interactions β€” BISS, 2020 Extracting species interactions from semantically tagged (XML) scholarly articles, in collaboration with GloBI. doi:10.3897/biss.4.59036

  • Streamlined Conversion of Omics Metadata into Manuscript Facilitates Publishing and Reuse of Omics Data β€” BISS, 2020 Turning omics dataset metadata into peer-reviewed data papers to improve data quality, discoverability and reuse. doi:10.3897/biss.4.59041

  • OpenBiodiv: Linking Type Materials, Institutions, Locations and Taxonomic Names Extracted From Scholarly Literature β€” BISS, 2019 Using RDF and semantic queries over 729M+ statements to answer complex questions across literature sources. doi:10.3897/biss.3.35089

Co-authors: Mariya Dimitrova, Teodor Georgiev, Lyubomir Penev, Viktor Senderov, Jorrit Poelen, Donat Agosti, RaΓ―ssa Meyer, Pier Luigi Buttigieg, Seyhan Demirov, Vincent S. Smith.


πŸŽ“ Education

  • Master's degree β€” Computer Software Engineering
  • Bachelor of Engineering β€” Automation Engineering Technology

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