Why is there no warning before one agent's bad output poisons the rest of my pipeline?
机会
Multi-agent systems fail at rates between 41% and 87%, with coordination breakdowns alone accounting for 37% of those failures, yet there is no observability layer that surfaces cascade risk before it propagates. Unlike microservices, where a latency spike in one service appears in APM dashboards before it takes down the others, a hallucinated or wrong output from one agent propagates silently until a downstream agent acts on it irreversibly. Emergent failure modes in multi-agent settings, including cascading hallucinations, inter-agent collusion, and information leakage, cannot be predicted from single-agent safety evaluations. The International AI Safety Report 2026 and the OWASP Agentic AI Top 10 published in December 2025 both flag cascade amplification as a first-class risk, and no production tooling targets it specifically.
为什么重要
A cascade observability layer for agent pipelines is the same primitive that APM was for microservices, and it does not exist yet.
我如何评估机会
机会评分是我的个人判断，而非量化指标：痛苦程度、发生频率，以及当前解决方案的匮乏程度。分数越高，意味着我认为越值得去构建。
出现时造成的痛苦程度。
人们实际遇到它的频率。
当前针对它的优质工具有多匮乏。