case study — running now
Autonomous outbound intelligence — it finds, verifies, and emails 200 leads a day, then books the meeting.
Cold outbound is a full-time job: finding leads, verifying emails, avoiding spam traps, sequencing sends, following up. Most "automation" still needs a human babysitter for every step that breaks.
built for — Schmoozzer — outbound for US medical practices, plumbing businesses, and Dubai agencies.
“An agent should own the whole pipeline — and recover from its own failures.”
Scrapers run inside Docker behind a GlueTun WireGuard sidecar with a Rotterdam residential exit — target sites see a normal household connection, not a datacenter.
Every address is bounce-scrubbed before it ever enters a sequence. 200 verified leads a day come out the other end — verified being the word that keeps deliverability alive.
33 tools and 258 skills under explicit tool-selection logic, with cost ceilings, retry logic, fallback paths, and graceful degradation. Autonomy is bounded on purpose.
Personalized sequences go out on schedule; replies and bounces feed back into the loop. From list to inbox, nobody touches it.
The instance filled its disk mid-run — the classic way an unattended system dies permanently.
resolutionSSH-recoverable disk management with staged cleanup paths; resolved the live incident with zero data loss and made the failure mode self-healing going forward.
Volume cold email gets domains blacklisted within days if verification or pacing slips.
resolutionBounce scrubbing before sequencing, residential IP routing for acquisition, and send pacing under explicit ceilings — deliverability held at production volume.
A 24/7 LLM agent with 33 tools can rack up API spend fast when something loops.
resolutionHard cost ceilings, retry budgets, and fallback paths — the agent degrades gracefully instead of spending gracefully.
200 verified, bounce-scrubbed leads per day across three markets (US medical, plumbing, Dubai agencies).
Booked a real sales demo (Karen, CW Service Pros) — the system drove paid conversion, not just lead generation.
Runs 24/7 unattended at v0.15.1 — the version number is the changelog of every failure it survived.
next system
ClipForge →System online. Ask about the builds, the stack, the numbers, or availability.