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EY's human-skills bonus rewards AI adoption

Replit’s sales pivot prices the trust gap

GraphRAG precomputes answers before questions

Klaviyo's L3 mandate needs an output ledger

The FCA put the model vendor inside the sandbox

Portability must include the learning layer

Agent harnesses are release platforms

Domain experts are model infrastructure

Model worldview belongs in procurement evals

Forward-deployed engineering is distribution

Outcome pricing forces agent scope

Deployment expertise is a full-stack role

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