ProjectIntent Over Keywords: From Stitched Embeddings to a Production Fashion Agent · Module 24: What changes in production · part 26 of 26
Part 26 · Module 24: What changes in production
Module 24: What changes in production
23 min read·
About 40 minutes · Needs: Module 7 (Gemini Embedding 2 and models as settings), Module 20 (evaluating the agent and its latency gate), Module 23 (the Cloud Run deploy) · Code: part3-styleme/backend/src/styleme/llm.py, part3-styleme/backend/src/styleme/config.py, part2-video-rag-unified/src/core/retry.py, part2-video-rag-unified/src/embedders/gemini_embedder.py, part3-styleme/backend/src/styleme/sessions.py, deploy/README.md, .env.example
Where this fits
The parts this module is about: the Gemini models (amber), the Cloud Run deploy and the agent evals (blue) that tell you when production behaviour has changed.
This is the last module. Every earlier one built, measured or packaged something. This one is about what happens after the code works: the model you depend on disappears, the free tier says "too many requests", a long video turns into hundreds of billed calls, and a second server instance would quietly break the cap of 3. All of it happened, or was designed against, while this project was built. The model is amber; everything around it is engineering you can test.
The rest of this project is yours to keep
This project is bought on its own, once, and stays readable afterwards, including the parts added to it later.