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What is TrinityOps?

TrinityOps is a practical, community-driven operating model and open body of knowledge for making engineering teams AI-native.

It answers one question: how do real engineering teams actually adopt AI — safely, reliably, and observably — across the way they build, ship, operate, and scale software and AI systems?

It is grounded in real work — development, CI/CD, GitOps, Kubernetes, observability, SRE, platform engineering, AI infrastructure, and agentic workflows. Not hype. Not "top 10 AI tools." The work.

The one idea​

Use AI to build, ship, operate, and scale software and AI systems — safely and effectively.

If you run production systems and you're trying to figure out where AI actually fits without breaking reliability, security, or governance — this is for you.

The wedge, not the cage​

TrinityOps enters through a narrow, credible door and widens over time.

  • Enter here: DevOps, Platform, SRE, Cloud, and Infrastructure engineering.
  • Grow into: AI-native engineering for whole organizations.

The three pillars​

TrinityOps organizes the work into three practical layers. → The Three Pillars

PillarThe question it answers
AI-Augmented EngineeringHow do we use AI to improve engineering work?
AI InfrastructureHow do we build and operate AI systems?
Agentic EngineeringHow do we build safe agentic workflows?

What TrinityOps is (and is not)​

It is: a practical operating model · a living body of knowledge built in public · the connective tissue across courses, workshops, consulting, tools, and open source · a transformation path for engineering teams.

It is not: a generic AI-influencer brand · "DevOps with copilots" · only MLOps/LLMOps · only an agent framework · a self-declared industry standard. It connects and extends DevOps, SRE, Platform Engineering, and MLOps for the AI era — it doesn't replace them.

Where to go next​

  • New here? Read The Three Pillars.
  • Want concrete builds? Browse the Use-Case Library — real agents for real engineering work.
  • Want it weekly? Every week I build one thing in public and write it up. Get it in your inbox:

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TrinityOps is built in public by Gourav Shah — 20 years of DevOps, taught simply.