Digital transformation #Mindcandy: decision debt

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Decision Debt: The Hidden ERP Liability No Dashboard Tracks

Decision debt accumulates when ERP programs defer critical business decisions and replace them with temporary assumptions that become embedded in the future operating model.

Then cognitive debt follows. The original reasoning disappears. People inherit decisions without context, systems without explanation and constraints nobody remembers choosing. The organisation continues to function, but understands itself less. That is the real risk.

  • https://erp.today/decision-debt-erp-transformation-governance/

The leadership question

Which parts of your organisation exist because nobody made the harder decision?

The future fitness move

Identify the assumptions that have quietly become permanent.

The other prompts:

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Making a Billion Intelligent Machines

Applied Intuition is launching Dana, an agentic platform for developing physical AI applications

https://www.a16z.news/p/making-a-billion-intelligent-machines

Rewiring customer experience for the agentic era

As AI agents take on moment-to-moment decisions, leading companies are redesigning customer experience from predefined journeys to dynamic, cross-channel orchestration.

https://www.mckinsey.com/capabilities/growth-marketing-and-sales/our-insights/rewiring-customer-experience-for-the-agentic-era

Single-pass AI code isn’t dead, but “high-reasoning” is the next frontier

Single-pass AI coding is like “answering with the first thing that comes to mind.

https://thenewstack.io/high-reasoning-ai-coding/

Would you bet your AI strategy on your current data? Why governance is key

AI readiness depends on data readiness; incomplete or inconsistent data limits the value of AI tools.

https://www.wolterskluwer.com/en/expert-insights/would-you-bet-your-ai-strategy-on-your-current-data-why-governance-is-key

AI Moved the Bottleneck From Writing Code to Understanding and Trusting It

More code means more risk. Security flaws, dependency changes, technical debt and architectural drift become harder to spot as AI output scales.

https://devops.com/ai-moved-the-bottleneck-from-writing-code-to-understanding-and-trusting-it/

OpenAI says its AI went rogue and launched ‘unprecedented’ cyber-attack

OpenAI has revealed some of its most advanced AI models went rogue and hacked a start-up after it lost control of them during a security test.

https://www.bbc.com/news/articles/c3ek3gvdnj3o

Stop AI from Eroding Your Brand

As AI increasingly shapes customer interactions, companies that manage brand debt deliberately will be better positioned to strengthen trust, sustain growth, and preserve competitive advantage

https://hbr.org/2026/07/stop-ai-from-eroding-your-brand

The AI Maturity Model: A Guide to AI Adoption for the Enterprise

The real challenges to AI adoption arise in the context of evolving from basic AI deployments to a fully mature, AI-native operating model.

https://www.rtinsights.com/the-ai-maturity-model-a-guide-to-ai-adoption-for-the-enterprise/

Digital twins don’t fail because of sensors, but because of data

In a representative Bitkom survey of 555 industrial companies with at least 100 employees, 62 percent rate digital twins as important for future competitiveness.

https://wiot-group.com/think/en/news/proalpha-erp-data-digital-twins/

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