03 · ImplementationUPDATED APR 15, 2026

TECHNICAL CAPABILITIES required for enterprise AI delivery

Model routing
Match task difficulty to model version to balance performance and cost.
Enterprise connectors
Give agents access to systems and tools when relevant.
Memory and workflows
Understand previous work, generate useful deliverables.
Context engineering
Give the right information required for the task.
Evals and testing
Deliver repeatable, high-quality work.
Safety and security
Protect against possible risks.
Human collaboration
Implement patterns of AI augmentation.
Cost and latency
Full-system cost optimization.
Source: Eclipsai
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