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Achievement: YOLO

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negativexq/README.md

Ömer Faruk Koç

AI Platform · MLOps · ML Infrastructure · Production AI

I build production AI and distributed systems with a focus on reliability, evaluation, observability, and controlled execution.

3+ years of production experience across ML lifecycle management, Generative AI, model serving, data platforms, and batch / real-time systems.

Selected work

  • ML Platform Infrastructure — Kubernetes, MLflow, GitOps, autoscaling, observability · 645K+ requests, 0% errors
  • Agentic SRE — evidence-grounded incident investigation over metrics, logs, traces, and Kubernetes
  • Agentic AI Control Plane — policy-controlled agents, RAG, HITL, safety evaluation · 0 unsafe executions / 540 attempts
  • Knowledge Base RAG — hybrid retrieval, reranking, grounding, multilingual evaluation · 95.9% evidence recall
  • DecisionSQL — governed Text-to-SQL with deterministic execution boundaries · 88.9% task success
  • CauseTune — QLoRA fine-tuning and controlled evaluation · 65.3% → 99.3% exact match

Stack: Python · Go · FastAPI · PostgreSQL · Kafka · Docker · Kubernetes · MLflow · Airflow · dbt · LangGraph · Qdrant · OpenTelemetry

Portfolio · LinkedIn

Selected repositories are pinned below ↓

Pinned Loading

  1. agentic-customer-service-platform agentic-customer-service-platform Public

    Production-oriented AI agent platform for customer operations featuring LangGraph workflows, deterministic policy controls, RAG, durable checkpoints, idempotent actions, observability, and safety e…

    Python 3 1

  2. ml-platform-infrastructure ml-platform-infrastructure Public

    Local ML platform reference implementation: Kubernetes, MLflow, GitOps (Argo CD), autoscaling, security hardening, and observability — validated with real failure drills. AWS design-only, not yet a…

    HCL

  3. knowledge-base-rag knowledge-base-rag Public

    Production-style multilingual RAG with tenant-safe retrieval, evidence provenance, deterministic validation, observability, and reproducible evaluation.

    Python 1

  4. cause-tune cause-tune Public

    Controlled LLM post-training experiments with QLoRA, training-dynamics analysis, failure debugging, and held-out generalization.

    Python

  5. decision-sql decision-sql Public

    Governed Text-to-SQL for enterprise analytics — deterministic SQL safety, read-only execution, evaluation, and observability.

    Python

  6. real-time-commerce-platform real-time-commerce-platform Public

    Production-oriented Kafka commerce platform with idempotent consumers, transactional outbox, fraud evaluation, failure recovery, and capacity benchmarking.

    Python