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yigitsokel1/README.md

Hey, I'm Osman Yiğit Sökel 👋

Full-Stack AI Engineer building production web products, AI workflows, and data-driven systems.

I work across Python/FastAPI backends, Next.js applications, PostgreSQL, LLM systems, retrieval, automation, and AI infrastructure.


What I Work On

  • AI-powered web products and SaaS applications
  • Backend systems, APIs, and automation
  • LLM integrations, RAG, and semantic retrieval
  • AI workflow observability, evaluation, and debugging
  • Data-intensive and financial software systems

Selected Projects

MindMap-AI
Graph-based document intelligence for academic PDFs, with evidence-backed question answering and source citations.

Promptura
Iterative AI workflow platform for generating, executing, comparing, and refining prompts across multimodal models.

TraceAI
Inspectable AI workflow observability for understanding execution steps, latency, retrieved context, and model behavior.

SemanticFS
Local-first semantic file search with offline embeddings, vector search, incremental indexing, and retrieval benchmarking.


Currently

  • Artificial Intelligence Engineer at BluePython
  • Building projects around AI systems, backend engineering, retrieval, and developer tooling
  • Writing and documenting my work at osmanyigitsokel.com

Core Stack

Python · FastAPI · Next.js · React · PostgreSQL · Redis · LLMs · RAG · Docker


Links

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  1. agent-memory-lab agent-memory-lab Public

    Research lab for AI agent memory retrieval, hybrid ranking, semantic drift, and adaptive retrieval policies.

    Python

  2. mindmap-ai mindmap-ai Public

    Graph-based research copilot for turning academic PDFs into inspectable semantic knowledge graphs with evidence-backed Q&A.

    Python

  3. promptura promptura Public

    Iterative prompt optimization playground for multimodal generation workflows, provider execution, and feedback-based refinement.

    TypeScript

  4. screenshot-intelligence screenshot-intelligence Public

    Multimodal UI screenshot analyzer that turns screenshots into inspectable sections, components, UX feedback, and frontend structure.

    TypeScript

  5. semanticfs semanticfs Public

    Local-first semantic search CLI for indexing and searching notes by meaning, fully offline after setup.

    Python

  6. trace-ai trace-ai Public

    Inspectable AI workflow observability dashboard for tracing steps, latency, metadata, and retrieval context.

    TypeScript