Design concept by Krishna Bhupathi. Aftercast is not a real product, and this incident is invented.
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Report
AC-0388
Occurred
19 Aug 2026, 09:02 UTC
Agent
Outreach agent, v5
Operator
Name withheld
Run length
50 min 00 s
Status
Final report
This report replays the campaign from its Aftercast recording. Drag the playhead to the moment the enrichment tool started answering with empty profiles.
Drag the track, or focus it and use the arrow keys. Page Down jumps to the next finding.
Summary
What happened
The agent was writing a personal first line for each of 2,600 webinar leads. Fifteen minutes in, the enrichment service hit its rate limit and began returning empty profiles with a success code.
With nothing to go on, the agent reused its most recent draft, written for one logistics company. It kept doing so for the next 35 minutes. Replies, not dashboards, raised the alarm.
Findings
F1. A cached error looked like data
Over its rate limit, the enrichment tool returned 200 OK with an empty profile instead of an error.
F2. The prompt rewarded sending
“Every lead gets an email today” left the agent no honest way to skip a lead.
F3. Nothing compared outgoing emails
1,780 near-identical emails went out and no step checked for repeats before sending.
Recommendations
Make tools fail loudly on empty data, give the agent a sanctioned way to skip a lead, and block an outgoing email that is near-identical to one already sent in the same run.
Other reports
Aftercast is a design concept by Krishna Bhupathi. The product, the incidents and the people are fictional.
bhupathi-studio.framer.website