GPT-6: Astra for DevOps and SRE

Incident triage, runbook drafting, and single-attempt remediation planning under an on-call engineer's supervision.

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Last verified 5 September 2026.

Use GPT-6 Astra in 4 steps

Step 1 of 4

Try GPT-6 Astra in the OneInfer playground without writing code, or create an API key in the Console to call it from your app.

export ONEINFER_API_KEY="your-api-key"

The grounding number: SRE-Bench (single attempt) 88.0%

GPT-6: Astra scores 88.0% on SRE-Bench under single-attempt scoring — no retries, matching the pressure of a real incident where a wrong first action can make things worse. That is one of Astra's stronger published agentic scores.

Example prompt

Example
Given the following incident alert and recent deploy history, propose the single most likely root cause, the safest first diagnostic action (read-only), and a rollback plan if that diagnosis is wrong.

Who should look elsewhere

A 12% single-attempt failure rate on SRE-Bench means roughly one in eight incidents would need a human correction on the very first move. Keep a human on call and require approval gates for any action that touches production infrastructure.

Ready to test the workflow?

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Recommended access

Use pay-as-you-go API credits for a controlled evaluation on your own workload and cost profile before committing production routing.

Put GPT-6: Astra to work

Fund a controlled evaluation, start with a prepared prompt, and measure quality and cost on your own workload.

Create account & add creditsRun this with GPT-6: Astra