AIOps & GitOps Strategy

GitOps: automated deployment

When changes are merged to this repo's main branch, the update propagates automatically:

# On each machine, devstation.sh update pulls latest + restarts
./bin/devstation.sh update

This can be automated via a cron job or GitHub webhook:

# Every hour, check for updates (add to crontab)
0 * * * * cd /path/to/AITools && git pull --ff-only && ./bin/devstation.sh update

AIOps: automated maintenance

The pipeline self-manages:

Task	Trigger	Action
Ollama model update	Weekly	ollama pull latest models
Git branch cleanup	After PR merge	Delete remote branches
Log rotation	Daily	Docker log limits
Cost tracking	Per task	Max $1/task budget guard

Safety guardrails

• Git identity includes machine name: "Name (studio)" so you know who committed
• PRs are opened as drafts — you approve via Telegram before merge
• Each task has a max budget of $1.00 in API costs
• Pipeline retries 3 times then notifies you