AI & Delivery
AI is rewriting how software teams engineer the cloud
Vibe coding, copilots, and orchestrated agents are no longer buzzwords—they are the new workflow for shipping with velocity and guardrails.
AI isn’t a second brain any more—it is embedded in delivery rituals. We feed model prompts with telemetry, incident history, and release context, then vet the suggestions together in the demo.
How we incorporate AI today
- Vibecoding sessions: pair with a copilot that learns your stack patterns and keeps the PR mono-logic by surfacing the preferred drawer of helpers.
- Agent orchestration: story-level agents triage tickets, draft tests, and queue safe rollouts by orchestrating specialized helpers (QA agent, security agent, release agent).
- Hyper-observability prompts: we use AI to analyze traces, summarize why a spike happened, and propose immediate action items.
Vibe-coding changes the rhythm: you pair with a copilot, drop in prompts describing the pattern, and the model suggests edits that stay within the agreed-on style. It’s not replacing conversation, it’s speeding it up.
“Treat AI as an assistant that can read your observability, not as a replacement for human judgment.”— Good2Cloud Delivery Playbook
Agents don’t run wild—they orchestrate specific work streams. A story-level agent drafts tests, a release agent double-checks the rollout sequence, and a security agent scans dependencies. Humans still sign off on the plan.
Clarity comes from letting humans define the boundaries and the AI fill in the patterns. The human+AI duo is what keeps the stack reliable while still moving fast.
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