Midv-699

| Issue | Impact | Recommendation | |-------|--------|----------------| | (e.g., MAX_RETRY = 3 in FeatureService ) | Minor maintainability risk. | Move to a configurable property ( midv.feature.max-retry ). | | Error handling in UI – generic “Something went wrong” toast | Poor UX for end‑users. | Map specific error codes to user‑friendly messages (e.g., validation errors, network timeouts). | | Missing test for concurrency – FeatureService could be called concurrently in high‑load scenarios. | Potential race condition. | Add a stress test using JUnit5 @RepeatedTest or a dedicated concurrency test harness. | | Logging level – INFO logs for every successful operation may generate noise. | Log bloat in production. | Change to DEBUG for routine successful paths; keep INFO for significant state changes. | | Dependency bump – commons‑math3 is a large library for just one utility function. | Increased jar size. | Consider extracting the required function into a small internal util class, or use a lighter library (e.g., org.apache.commons:commons‑lang3 ). | | Internationalization – only English strings added for the new UI components. | Limitation for non‑English locales. | Add translations for the supported locales ( fr , de , es ) and update the i18n test suite. | | Rollback strategy – migration adds a new table but does not provide a down script. | In case of a hot‑fix rollback, the DB may retain orphaned schema. | Add a V20260411__midv_699_feature_down.sql that drops the table, and document the rollback steps. |

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Optionally, a (\haty=h_\omega(\barz)) (where (\barz) is the mean of all modality embeddings) can be added with cross‑entropy loss (\mathcalL_\textsup). The final training loss is | Add a stress test using JUnit5 @RepeatedTest

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Theories surrounding MIDV-699 are diverse and often creative. Some of the most popular speculations include: