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Why AI Is Forcing Software Companies To Rethink How They're Built

AI adoption is forcing software companies to rethink their foundational architecture, according to Forbes Councils Member Andrew Avanessian. Many organizations still operate on outdated assumptions from a pre-AI era, creating a critical need to rebuild software systems for AI-native workflows.

read1 min views56 publishedJul 13, 2026
Why AI Is Forcing Software Companies To Rethink How They're Built
Image: Machinebrief (auto-discovered)

By Andrew Avanessian, Forbes Councils MemberSource:

Forbes InnovationAs AI adoption accelerates, many organizations continue operating on assumptions from a previous era.

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source & further reading
machinebrief.com — original article The EU AI Act gets real Counterfactual Bias Testing for Application Tracking System Agent Mesh: Reliability Primitives for Non-Idempotent Agent Delegation - Identity Adequacy and Evidence Adequacy
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