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https://issues.apache.org/jira/browse/CAMEL-24559?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Omar Atie reassigned CAMEL-24559:
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Assignee: Omar Atie
> Extend GenAI observability to additional AI producers
> -----------------------------------------------------
>
> Key: CAMEL-24559
> URL: https://issues.apache.org/jira/browse/CAMEL-24559
> Project: Camel
> Issue Type: New Feature
> Reporter: Omar Atie
> Assignee: Omar Atie
> Priority: Major
>
> h2. Background
> CAMEL-23861 Phase 1–3 delivered observability for:
> * langchain4j-chat, langchain4j-agent, langchain4j-embeddings, openai
> (chat/streaming)
> * spring-ai-chat
> Original JIRA scope and follow-up discussions implied broader coverage across
> Camel AI components. Many producers still do not emit gen_ai.* spans or
> Micrometer metrics.
> h2. Problem
> Observability coverage is incomplete. Users of OpenAI non-chat operations,
> additional Spring AI modules, and cloud LLM components (Bedrock, Vertex AI,
> Watsonx, HuggingFace, etc.) do not get consistent GenAI telemetry.
> h2. Proposed scope (prioritize in sub-tasks or follow-on PRs)
> *OpenAI component:*
> * Embeddings, images, audio, moderation, responses API paths in OpenAIProducer
> *Spring AI:*
> * spring-ai-embeddings, spring-ai-image, spring-ai-vector-store (if
> applicable)
> *Cloud / other LLM components:*
> * Evaluate and instrument high-traffic components (e.g. bedrock, vertex-ai,
> watsonx, huggingface) using same GenAiObservability API
> *Each integration should:*
> * Use GenAiObservability.start() / recordSuccess / recordError / close pattern
> * Populate gen_ai.operation.name, gen_ai.system, gen_ai.request.model, token
> usage where available
> * Include producer-level observability test(s)
> * Update ai-observability.adoc and upgrade guide if user-visible behavior
> changes
> h2. References
> * Parent: CAMEL-23861
> * components/camel-ai/camel-ai-observability-api
> * Reference implementation: OpenAIProducer, SpringAiChatProducer,
> LangChain4jChatProducer
> h2. Acceptance criteria
> * At least one additional producer family instrumented per PR (keep PRs
> focused)
> * Each instrumented producer has observability test(s)
> * Documentation updated for newly covered components
> * No regression in existing Phase 1–3 coverage
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