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Aawegg/README.md

I build agent workflows and the evaluation harnesses that keep them honest. The part of AI I care about most is the boring half: measurable outputs, deterministic checks, and systems that are hard to fake. ~1.4 years as an LLM Evaluation Engineer (Turing + contract work) plus an ML internship — shipping Python services, RAG, and agent eval pipelines.

class Aaweg:
    role        = "Applied AI / GenAI Engineer"
    focus       = ["agentic workflows", "RAG", "LLM evaluation"]
    philosophy  = "is it actually good, or just demo-good?"
    currently   = "shipping eval pipelines and breaking my own agents"
    stack       = ["Python", "LangGraph", "LlamaIndex", "FastAPI", "pytest", "Docker"]

Featured work

Project What it is Try it
mosaicmind-rag Multimodal RAG (PDF/image/audio/video) with LangGraph + LlamaIndex + Chroma · FastAPI · MLflow · Docker Live demo
priorityjudge Multi-pass LLM-as-judge for plans/PRDs with deterministic citation verification · 9887/10000 on calibration Quickstart
mcp-arena Reliability leaderboard for MCP servers (conformance, tool reliability, agent-task success) Repo
Story-Character-Extractor RAG pipeline extracting structured character profiles from stories Repo
nibblecore 4-bit quantization kernels for Apple Silicon, benchmarked vs llama.cpp Repo
swarmbench-codespaces-harness Portable Codespaces harness for Harbor SwarmBench agent tasks Repo

Stack I reach for

Python FastAPI PyTorch LangChain Pydantic Docker GCP Hugging Face Gemini GitHub Actions

also: LangGraph · LlamaIndex · MLflow · Airflow · ChromaDB · pytest · SIMD/Metal

Activity

contribution streak

Reach me

LinkedIn Email GitHub

Pinned Loading

  1. codeforces-notebook-generator codeforces-notebook-generator Public archive

    Python

  2. Melody-Generation-using-LSTM Melody-Generation-using-LSTM Public

    Implemented Long Short-Term Memory (LSTM) networks for melody generation

    Python

  3. nibblecore nibblecore Public

    4-bit quantization kernels for Apple Silicon, benchmarked against llama.cpp

    C++

  4. priorityjudge priorityjudge Public

    Multi-pass agent that grades plans/PRDs on priority-definition quality. Line-cited evidence, deterministic citation verifier, 9887/10000 on a hand-rated calibration set.

    Python

  5. Review-Portal Review-Portal Public archive

    Python

  6. Story-Character-Extractor Story-Character-Extractor Public

    RAG pipeline that extracts structured character profiles, relationships, and roles from short stories using embeddings, a vector DB, and an LLM.

    Python