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ntny/README.md

Hi there 👋

Anton Pechenin

AI Infrastructure Engineer focused on inference infrastructure, ML platform runtime, and workflow orchestration.

Kubeflow member and OSS contributor. I work on backend/runtime architecture, reliability, execution semantics, and performance for ML workflow systems.

OSS

Kubeflow Pipelines

Selected merged work:

  • #12023 - central driver architecture proposal based on Argo Workflows Agent
  • #12010 - API server gRPC metrics and execution spec reporting optimization
  • #12610 - recurring runs queue throughput optimization
  • #12648 - reconciliation bug fix
  • #11673 - execution-level retry fix for Argo backend
  • #11585 - run retry fix for Argo
  • #11925 - launcher executor input parameter fix

Argo Workflows

  • #16075 - WorkflowTaskSets size reduction for large workflows
  • #15440 - Configure the executor plugin at the workflow level

NVIDIA Dynamo / AIPerf

  • #994 - Socket buffer fallback for macOS compatibility
  • #1153 - Support SGLang Speculative Decoding Metrics

In Progress SGLang

  • #31193 - Prevents SGLang server failure mode caused by unbounded Prometheus metric cardinality

Publications

Focus

  • LLM inference systems
  • Inference runtime optimization
  • GPU performance
  • Distributed runtime reliability
  • Kubernetes-native workflow systems
  • Backend architecture

Pinned Loading

  1. pipelines pipelines Public

    Forked from kubeflow/pipelines

    Machine Learning Pipelines for Kubeflow

    Python

  2. argo-workflows argo-workflows Public

    Forked from argoproj/argo-workflows

    Workflow Engine for Kubernetes

    Go

  3. argo-executor-plugin-demo argo-executor-plugin-demo Public

    Python

  4. aiperf aiperf Public

    Forked from ai-dynamo/aiperf

    AIPerf is a comprehensive benchmarking tool that measures the performance of generative AI models served by your preferred inference solution.

    Python

  5. vllm vllm Public

    Forked from vllm-project/vllm

    A high-throughput and memory-efficient inference and serving engine for LLMs

    Python