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
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 / 02Enrichment Pipeline
Budget-signal qualification before outreach spend.
Silent failureIt looked finished and had never executed once.
SYSTEM / 03Inbound Triage
Intake, classification, enrichment retry, and routing with stop conditions.
Silent failureIt ran green every day while the qualified queue starved.
Operator review
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