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MLOps & Infrastructure
Untracked Experiments Are Not Experiments
A model that beat the baseline but cannot be reproduced provided no information, because you cannot build on a result…
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MLOps & Infrastructure
Dynamic Batching Is Why Two Identical Requests Get Different Latency
A request arriving alone is served immediately. The same request arriving during a full batch window waits for the batch…
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LLMs & Generative AI
Context Windows Got Huge. Your Prompts Should Not Have.
Million-token context windows changed what is possible, not what is advisable. Position effects, cost scaling, and attention dilution mean more…
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AI in Business
Most AI Pilots Succeed and Still Never Ship
The demo works. What is missing is error handling, integration, monitoring, support processes and the workflow change that makes it…
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AI in Business
Why 80% of Corporate AI Pilots Never Reach Production
The pilot works, everyone is impressed, and nothing ships. The blockers are almost never model quality — they are integration,…
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LLMs & Generative AI
Agents Fail Because Their Tools Were Designed for Humans
A tool description written like internal API documentation gives the model no basis for deciding when to call it or…
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LLMs & Generative AI
Semantic Search Alone Cannot Find an Exact Product Code
Vector search understands meaning and loses precision on identifiers, rare terms and exact phrases. Keyword search does the opposite.
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AI in Business
An AI Bill You Cannot Attribute Is a Bill You Cannot Control
A single API key used by every feature produces one large invoice line and no information about which feature caused…
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