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mafflerbach/README.md

๐Ÿ‘‹ Hi, Iโ€™m Maren Afflerbach

๐Ÿง  Software Developer ยท ๐Ÿ› ๏ธ Platform Whisperer ยท ๐Ÿ•ต๏ธ Semantic Systems Detective

"When legacy fights back, I answer with code."


๐Ÿงฌ What I'm Building

I specialize in rethinking how legacy systems, semantic enrichment, and multi-agent orchestration come together โ€” with a healthy dose of LLMs, CLI-driven pipelines, and a dash of dark wit. Here's what I'm currently shipping:


๐Ÿง  SemanticStack

Semantic enrichment from text, logs, and code with:

  • Python LLM pipelines
  • pgvector + Postgres
  • Docker Compose orchestration
  • Lightweight frontend with Vite

Transform raw data into structured meaning โ€” and search it semantically.

SemanticStack Code Browser
SemanticStack Status View


An AI-powered backend conductor that lets you describe what you want in natural language, and it:

  • Uses LLMs + ChromaDB to discover matching services
  • Resolves contract dependencies automatically
  • Chains execution and logs everything for traceability

It's like if Postman grew a brain and started delegating.

All Services Called
Failure Sequence Overview
Contract Inspection During Failure


๐Ÿ“Œ Why These Projects?

SemanticStack was born from a frustration with flat data and shallow dashboards. It turns logs, code, and other chaos into meaning โ€” searchable, traceable, human-adjacent meaning.
Neural Orchestrator is what happens when you stare too long into the abyss of service spaghetti and decide, โ€œWhat if services could negotiate their purpose?โ€

Together, theyโ€™re a statement: automation isn't enough โ€” comprehension is the next frontier.


๐Ÿงญ Currently Exploring

  • Multi-agent systems & LLMs in orchestration
  • Distributed tracing with semantic summaries
  • AST-based PHP analysis pipelines in Rust
  • The philosophy of โ€œschema as lawโ€

๐Ÿ•’ Now

Replatforming legacy COBOL, dreaming of auto-semantic observability.


๐Ÿง™โ€โ™€๏ธ Maren, Outside the Code

  • ๐Ÿฅ‹ Ju-Jutsu trainee & chaos wrangler
  • ๐Ÿง˜ Organizes life with e-paper notebooks, Boox, and a bit of structured journaling magic
  • ๐ŸŽฎ Loves immersive RPGs, tactical games, and that one Neovim config that nearly achieved sentience

๐ŸŒ Around the Web


โœจ Powered by stubbornness, coffee, and midnight ideas that shouldn't have worked but did.

Pinned Loading

  1. neural-orchestrator neural-orchestrator Public

    Python 1

  2. SemanticStack SemanticStack Public

    Python 1