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🔨
Building benchmarks for agent tooling
🔨
Building benchmarks for agent tooling

Highlights

  • Pro

Organizations

@crowdresearch @kubernetes @kubernetes-sigs @keptn @open-telemetry

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AnaMMedina21/README.md

👋🏼 Ana Margarita Medina

I'm an SRE-turned-advocate who specializes in bridging the gap between high-scale Infrastructure and the people building on it. My mission is to build the education layer that turns AI from a speed booster into a reliable, production-grade engineering paradigm.

Self-taught engineer, then SRE at Uber running chaos experiments against production microservices. Since then I've worked the same adoption problem at three different stages: the chaos engineering category at Gremlin, built from zero when Netflix was the only well-known practitioner; OpenTelemetry and observability at Lightstep/ServiceNow, where the product and the standard already existed and the work was closing the gap between the pitch and where customers actually got stuck; and Crossplane at Upbound, an established CNCF project where the work was awareness, onboarding and time to first value.

🔨 What I'm building right now

  • Measuring the context and cost overhead of agent tooling in practice
  • A new home for AnaMMedina.com
  • Building with DevTools, AI and OSS

🏛️ Open source and governance

Most of my code lives in other people's orgs, so it doesn't show up on this profile.

  • Kubernetes Release Team, six consecutive cycles (v1.25 through v1.30)
  • Kubernetes Code of Conduct Committeekubernetes/community
  • CNCF Ambassador, 2×
  • AWS Community Builder, 2×
  • KubeCon Program Track Chair
  • Keptn Governance Board and Board of Advisors (past)

🎤 100+ public talks and counting.

📚 Content


🎙️ Public Speaking:

🎧 Podcasting:

✍️ Writing:

🎬 Video Work - Scripting, Filming & Editing:

🎪 Conferences Ran:

🧪 Other

🌎 Elsewhere

Website · LinkedIn · Bluesky · Mastodon · X · YouTube · Instagram · TikTok

🗣️ English and Spanish. 📍 Based in the SF Bay Area, from Costa Rica and Nicaragua.

Pinned Loading

  1. medina-ollama-bench medina-ollama-bench Public

    A tiny, stdlib-only Python script that benchmarks local models served by Ollama

    Python

  2. back-stack/kubecon-na-2025 back-stack/kubecon-na-2025 Public

    TypeScript 21 154

  3. lightstep/unified-observability-k8s-kubecon lightstep/unified-observability-k8s-kubecon Public

    Unified Observability for Kubernetes at KubeCon NA '22

    HCL 2

  4. avillela/iac-three-ways avillela/iac-three-ways Public

    HCL 2

  5. aws-samples/aws-modernization-with-gitlab-hashicorp-gremlin aws-samples/aws-modernization-with-gitlab-hashicorp-gremlin Public

    HTML 4 4

  6. aws-samples/aws-modernization-with-gremlin aws-samples/aws-modernization-with-gremlin Public

    CSS 4 7