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Build 11.5 task — Implement real LLM response path #4

@grumpystrongman

Description

@grumpystrongman

Parent build: #2

Goal

Connect the existing Ask flow to a real provider response path so Threadline can answer using resolved context.

Work items

  • Identify the current prompt composition path used by Ask.
  • Route the composed prompt/context into the configured provider abstraction.
  • Return assistant text to the Windows sidecar.
  • Append the assistant response into the transcript.
  • Add user-readable handling for missing provider configuration, provider timeout, and provider error responses.

Acceptance criteria

  • Ask no longer stops at prompt composition.
  • A configured provider can return an answer into the transcript.
  • Provider failure produces a clean assistant/system message instead of a crash.
  • Follow/Lock context behavior is respected when composing the provider request.

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