Casting the Ensemble
2026-04-12 · 6 min readWhy most agent deployments will fail, and what to do instead.
agent-operationsensemblespracticemanifesto
FIELD NOTES
The writing is here to support the work, not replace it. Start with the diagnostic if your agents are already carrying operational risk.
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DVC runs a fixed two-week AI Agent Reliability Diagnostic for teams whose agent workflows, retrieval paths, or tool boundaries need a sober outside read.
View the diagnostic →Why most agent deployments will fail, and what to do instead.
How building a local AI stack for myself became the blueprint for Dark Vector Cognition.
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