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• Kommentar-Link Donnerstag, 15 Oktober 2026 20:06 gepostet von AI_Engineer_CoM

  A prototype can prove that a model responds to sample inputs. An MVP has to fit a real workflow and expose enough behavior for product owners to judge it. Start with AI MVP engineering considerations when defining that boundary. The result still needs traceable inputs and a known owner. It also needs a fallback action.
  
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• Kommentar-Link Donnerstag, 15 Oktober 2026 20:05 gepostet von AI_Engineer_CoM

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  Document automation can fail before an LLM sees any text. Scanned pages may need OCR, tables can lose their relationships and repeated headers may pollute retrieval. An AI document processing design should preserve page references so every extracted answer can be traced to its source.
  
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• Kommentar-Link Donnerstag, 15 Oktober 2026 20:02 gepostet von AI_Builder_CoM

  Self-hosting is not automatically cheaper because it transfers model serving, patching, capacity planning and incident response to the product team, so the decision should begin with requirements that a managed endpoint cannot meet. https://ai-software-development.net
  
  Even when data residency, custom inference code or strict version control supports that choice, the team still needs a realistic plan for hardware utilization, model updates and degraded service when capacity is exhausted. An open-source model assessment can compare those obligations with the limits of hosted providers.
  
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