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Feat/litellm unified client#892

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northdpole wants to merge 3 commits intomainfrom
feat/litellm-unified-client
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Feat/litellm unified client#892
northdpole wants to merge 3 commits intomainfrom
feat/litellm-unified-client

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Unify PromptHandler onto LiteLLM-backed model/env contracts and enforce embedding consistency by persisting model+dimension metadata with startup/write-time checks. Add alembic revision guardrails in release flow and operational DB scripts so deploys fail fast on migration lineage drift.
…plates

Remove the unused Vertex/OpenAI prompt clients and their legacy tests, and route both RAG and direct chat prompts through a shared Jinja2 template. This completes the LiteLLM migration path while keeping behavior covered by current tests.
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