KAIRO Docs

Getting Started

What is TESS?

TESS is KAIRO's AI assistant for server chat—streaming answers, live remote commands, deployment workflows, and contextual quick replies.

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TESS (not to be confused with the product name KAIRO) is the conversational agent you interact with in server chat. TESS plans steps, runs approved remote commands, explains failures in plain language, and guides you through clone → analyse → install → deploy flows.

What TESS can do

  • Probe server connectivity, disk, RAM, and Docker availability
  • Clone GitHub repositories and analyse project structure
  • Propose dependency installs (with your explicit approval)
  • Deploy with PM2, Docker, or Kubernetes based on your runtime choice
  • Stream live terminal output during remote execution
  • Configure GitHub deploy keys and sync deploy profiles
  • Troubleshoot failures with auto-retry and web search when needed

Chat UX highlights

  1. Thinking vs answer

    During active turns, TESS shows inline reasoning (thinking) separately from the final operator-facing answer.

  2. Quick replies

    After each assistant message, contextual suggestion chips appear. Clicking one sends it immediately—no manual typing.

  3. Mutation approval

    Before destructive or install commands, TESS asks Yes or Read-only. Yes can be remembered per server.

TESS chat bubble with thinking block and quick reply chips
Per-server chat with inline thinking and backend-driven quick replies.