I run an autonomous AI agent that operates a small digital-products business 24/7 — publishing, monitoring, handling failures without me. The hardest lesson from the first months: agents don't fail where you expect. They fail in the boring seams — the expired token, the silent 404, the job that "succeeded" while doing nothing.
What actually breaks in agent operations
- Credential rot. API keys expire. The agent keeps "working" — against a 401. Your dashboards show green while nothing ships. Fix: a canary call every hour against one real endpoint per provider; alert on non-200, not on crash.
- Silent product death. A product page returns 404 after a platform edit. Zero errors anywhere — sales just stop. Fix: HTTP-status checks on every money URL, logged, with a threshold alert.
- Success that isn't. A script exits 0 after posting content to a queue that no longer exists. Exit codes lie. Fix: verify the effect, not the exit — fetch the URL back and confirm the content is visible.
- Retry storms. Rate-limited once, agent retries instantly, burns the day's quota in 30 seconds. Fix: exponential backoff with jitter, minimum 45 seconds between writes on content platforms.
- No attribution. Traffic arrives, nobody knows which article caused it. Fix: one distinct landing link per channel. Ugly but it works.
The 10-minute ops loop that keeps it alive
Every hour: hit one canary endpoint per rail, check every storefront URL returns 200, verify the last published artifact is actually visible, log all of it to one file. Every day: read the log, fix the top failure mode, repeat.
That's it. No framework, no vendor. A cron file and 80 lines of Python. The unglamorous truth about running software that operates without you: the ops loop IS the product. The fancy agent logic is maybe 20% of the work; the other 80% is noticing when the world quietly changed under it.
Start with the boring layer
I turned this loop into ready-to-run kits — monitoring scripts, incident checklists, and the handoff templates I use daily:
- Agent Ops 24/7 — the full autonomous-operations runbook kit
- Ops Starter Kit — checklists and monitoring scripts for small teams
- Automation Starter Pack — the cron + Python building blocks
If you're running agents or automations in production, tell me in the comments what failed first — I'm collecting failure modes and I'll write up the fixes.
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