Marcus Stellato ยท Austin, Texas

Bugs I found in my own systems

Anyone can show you a workflow that runs. These are three production systems I built, and the specific failure I found in each one before anyone else did.

Every one of them reported success while it was broken. That is the failure mode I look for first.

03 systems 03 silent failures verified against source state
SYSTEM / 01

AI Lead Qualification

A scoring layer that gates fit before a single outreach dollar is spent.

Silent failureIt reported clean for a week while having scored nothing.

SYSTEM / 02

Enrichment Pipeline

Budget-signal qualification before outreach spend.

Silent failureIt looked finished and had never executed once.

SYSTEM / 03

Inbound Triage

Intake, classification, enrichment retry, and routing with stop conditions.

Silent failureIt ran green every day while the qualified queue starved.

Operator review

Happy to walk through any of the live workflow canvases on a call.

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