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# Case study: hardening an agentic pipeline against real failure # Case study: hardening an agentic pipeline against real failure
This is a walkthrough of how `deep_research`'s multi-agent pipeline went This is a walkthrough of how `doubleo7`'s multi-agent pipeline went
from "works in the happy path" to an improved resiliency — driven by two real failures from "works in the happy path" to actually resilient — driven by two real
it hit in normal use. The throughline: root-cause failure debugging via manual testing and failures it hit in normal use, not by imagining edge cases in the abstract.
post-fix verification. The throughline: root-cause failures instead of papering over them, and
verify fixes against a live run, not just a green test suite.
## The starting point ## The starting point