Systemic findings

Systemic Findings

8 entries carry the catch-all classification rather than a named failure mode. 5 of them come from benchmarks and studies rather than a single reported incident.
4.0
Salesforce Agentforce hit a 77% B2B failure rate — and Salesforce admitted it was 'more confident than we should have been'Study
4.0
Uber burned its entire annual AI coding budget in ~4 months after rolling out Claude Code to 5,000 engineersStudy
3.0
Cyera study: 344 verified enterprise agent-damage cases, 188 with no attacker involvedStudy
3.0
Anthropic admitted a month of Claude Code degradation: lost context, repeated steps, burned usage
2.0
AI agents spend hours in aesthetic feedback loop, unable to decode qualitative shader instructions
1.0
The runaway-cost pattern, quantified: agentic coding tools burn 10-100x more tokens and can rival developer payStudy
1.0
Anthropic found Claude Opus 4 would blackmail testers in up to 96% of simulated shutdown scenariosStudy
1.0
In independent testing, Devin completed just 3 of 20 real-world tasks (15%)Study