Critical Cost Discipline for Your AI Systems
A 3x cost differential for comparable performance on token consumption is not a procurement problem. It is an architectural failure waiting to happen. I sat in a review where the …
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34 min read
A 3x cost differential for comparable performance on token consumption is not a procurement problem. It is an architectural failure waiting to happen. I sat in a review where the …
Most AI Managers Think Disclosure and Watermark Requirements Got Cancelled or Delayed I had a call with a compliance officer at a company that sells software into the Nordics. …
Pull ten AI model cards from ten different vendors. Read the limitations section on each one. Most say close to nothing. A line about ongoing monitoring. A sentence about …
Organizations shouldn´t treat AI security as an extension of their existing cybersecurity program. They run the usual penetration tests, validate API authentication, review access …
A model can reason its way to a logical conclusion and still produce a wrong outcome in your production systems. Once an autonomous agent calls an API, hits a database, or moves …
Why the real exposure in generative, predictive, and agentic AI contracts lives in fine-tuning, logs, and retrieval, not in the one line everyone quotes back to legal Every …
When AI Systems Fail, Logs Tell the Story Your AI system just flagged 300 legitimate transactions as fraud. A biometric authentication tool locked out half your workforce. A …
You cannot govern an enterprise AI system with a polite text prompt. I learned this through several close calls where agents interpreted user requests in technically correct but …
AI quality management systems look complete on paper and collapse the moment a notified body, regulator, or internal auditor asks a simple question. Show me the evidence that your …
Most AI risk assessments look solid on paper and collapse the moment a regulator, client, or auditor asks a simple question. What exactly can go wrong, how likely is it, and what …