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llm-integration

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Add or modify integration-api LLM providers with caller factory wiring, unified provider routing, streaming behavior, and metric/audit compatibility.

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Source SKILL.md: https://github.com/rapidaai/voice-ai/blob/HEAD/.codex/skills/llm-integration/SKILL.md

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LLM Integration Skill

Mission

Add provider callers for chat/stream/verify (plus optional embedding/reranking) with consistent metrics and routing.

Inputs expected from user

  1. Required capabilities: chat, stream, verify, embedding, reranking.
  2. Auth and endpoint model.
  3. Model parameter/tool-calling constraints.

If missing:

  • Implement chat + stream + verify first.
  • Add embedding/reranking only if provider supports them.

Hard boundaries

In scope:

  • api/integration-api/internal/caller/<provider>/...
  • api/integration-api/internal/caller/caller.go
  • api/integration-api/internal/type/callers.go if interfaces change
  • api/integration-api/api/unified_provider.go
  • pkg/clients/integration/integration_client.go if routing updates are needed
  • provider model metadata in ui/src/providers/<provider>/...

Out of scope:

  • assistant-api telephony/STT/TTS/EOS/VAD internals

Implementation workflow

  1. Build provider caller package (llm, verify-credential, optional embedding/reranking).
  2. Register in caller factory switches.
  3. Ensure unified provider endpoint behavior is consistent.
  4. Keep MetricBuilder lifecycle consistent (TIME_TAKEN, STATUS).
  5. Add tests for success/failure and stream completion.
  6. Update provider model metadata where required.

Validation commands

  • go test ./api/integration-api/internal/caller/...
  • go test ./api/integration-api/api/...
  • go test ./pkg/clients/integration/...
  • ./skills/llm-integration/scripts/validate.sh --check-diff --provider <provider>

References

  • references/checklist.md
  • references/llm-checklist.md
  • examples/sample.md