Most "AI outbound automation" is a Zapier chain with an LLM step taped on. It works until anything unexpected happens — then a human spends their morning un-jamming it. Hermes, the agent I run in production, is built the other way around: it owns the whole pipeline and it is designed to survive its own failures.
The pipeline, end to end
List acquisition → enrichment → verification → sequencing → delivery. Nothing exotic in the stages themselves; everything interesting is in how they hold together unattended. The agent runs 24/7 in Docker on Oracle Cloud with 33 tools and 258 skills under explicit tool-selection logic.
- Acquisition runs behind a GlueTun WireGuard sidecar with a residential exit — target sites see a household connection, not a datacenter IP.
- Every address is bounce-scrubbed before it ever enters a sequence. Verification is the difference between 200 leads/day and a blacklisted domain by Friday.
- Sequencing paces sends under explicit ceilings. Volume without pacing is just a faster way to burn a domain.
Bounded autonomy is the whole trick
An unattended LLM agent with 33 tools can rack up API spend fast when something loops. Hermes runs under hard cost ceilings, retry budgets, and fallback paths. When a stage fails, it degrades gracefully instead of spending gracefully. Autonomy that cannot be bounded is not autonomy — it is a liability with a cron schedule.
The version number (v0.15.1) is really a changelog of every failure the system survived.
The incident that taught me the most
The Oracle instance filled its disk mid-run — the classic way an unattended system dies permanently. The fix was not "add more disk"; it was SSH-recoverable disk management with staged cleanup paths, so the same failure mode now self-heals. Zero data loss in the live incident.
Did it actually work?
The system generates 200 verified, bounce-scrubbed leads a day across US medical practices, plumbing businesses, and Dubai agencies — and it booked a real sales demo on its own (Karen at CW Service Pros, if you are reading this: thanks for validating the thesis). Lead generation is easy to fake with vanity metrics; a booked meeting from cold outbound is not.
from the system this note is based onHermes Agent — full case study →