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[ARTICLE · art-70297] src=machinebrief.com ↗ pub= topic=artificial-intelligence verified=true sentiment=· neutral

Go Big Or Go Steady: The CIO's Investment Dilemma In The Age Of AI

CIOs face a dilemma between aggressive AI investment and steady, measured adoption, according to Farooque Munshi of Forbes Councils. Munshi argues that a serious AI program will generate failed experiments, and the maturity of the program is measured by how cleanly it ends them.

read1 min views30 publishedJul 23, 2026
Go Big Or Go Steady: The CIO's Investment Dilemma In The Age Of AI
Image: Machinebrief (auto-discovered)

By Farooque Munshi, Forbes Councils MemberSource:

Forbes InnovationA serious AI program will generate failed experiments. The maturity of the program is measured by how cleanly it ends them.

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source & further reading
machinebrief.com — original article DCFA: Dual-view Causal-inspired Attribution for Failure Reasoning in LLM-based Multi-agent Systems Extremely Sparse Supervision Incentivizes Reasoning Ability $\tau^\tau$-Bench: An Environment for End-To-End, Realistic Agent Construction
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