sync: migrate ai-operator to Gitea (2026-08-10)
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# Next Steps
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TZ-05 implemented the VoiceProvider abstraction, FakeVoiceProvider, and OpenAI Realtime skeleton. The next implementation stage is:
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- TZ-06: Conversation State Machine.
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Planned sequence:
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- TZ-06: Conversation State Machine.
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- TZ-07: Language Selection.
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- TZ-08: Region Resolver.
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- TZ-09: Knowledge Base / RAG.
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- TZ-10: Agent Prompt and Tools.
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Do not switch the production inbound route until language/region policy, voice provider behavior, media handling, and rollback are tested end to end.
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## After TZ-06
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Next: TZ-07 Language Selection. Implement language selection behavior on top of the strict `set_language` tool and state machine. Do not enable production routing yet.
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## After TZ-07
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Next: TZ-08 Region Resolver. Language is now selected and guarded in code; region still requires a normalized resolver before Knowledge Base work.
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## After TZ-08
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Next: TZ-09 Knowledge Base / RAG. Language and region are now normalized and guarded in code; `search_knowledge_base` remains a stub until the KB layer is implemented.
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## After TZ-09
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Next: TZ-10 Agent Prompt and Tools. The KB/RAG layer can now return chunks and citations; TZ-10 should turn those results into guarded user-facing answers and tool behavior.
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## After TZ-10
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Current completed stage: ТЗ-10: Agent Prompt and Tools.
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Next: ТЗ-11: Human Handoff.
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## After TZ-11
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Current completed stage: ТЗ-11: Human Handoff / Fallback.
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Next: ТЗ-12: Logging, Transcripts and Audit.
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## Next
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ТЗ-13: Security Hardening.
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## After TZ-12
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Current completed stage: ТЗ-12: Logging, Transcripts and Audit.
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Next: ТЗ-13: Security Hardening.
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