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MicroResolve

Studio UI

The Studio UI is served at the server root (http://localhost:3001). It provides a visual interface for every operation available in the HTTP API, without writing any code.

Tabs

Manual

The Manual tab is where you define and edit intents.

  • Create intent — enter an ID and an optional description; press Add.
  • Add phrases — type a phrase and pick the language; phrases are indexed immediately.
  • Edit metadata — set the description, instructions, and persona that downstream LLM calls can use.
  • Delete intent — removes the intent and all its phrases.

Every change auto-commits to the git data layer. Use History to see or roll back changes.

Simulate

The Simulate tab lets you test the engine against a batch of queries without affecting the live data.

  • Enter queries one per line (or upload a CSV).
  • Run simulation — each query is classified and the result is shown alongside the score.
  • Adjust threshold inline to see how changing the cutoff affects results.
  • Promote to training — mark individual results as correct; they are added as phrases.

Review

When the server receives low-confidence classifications, they enter the review queue. The Review tab shows these queued items.

  • Approve — mark the classification as correct; the phrase is added to the winning intent.
  • Fix — reassign to the correct intent.
  • Reject — discard; the query is not learned from.
  • Analyze — send the batch to the LLM for suggested assignments (requires ANTHROPIC_API_KEY).

Review stats (queue depth, approval rate) are available at GET /api/review/stats.

Auto

The Auto tab controls the LLM auto-learn pipeline.

  • Learn now — trigger an immediate auto-learn pass: the LLM reviews the queue, extracts canonical phrases, and calls add_phrase for each approved item.
  • Learn words — extract and index individual vocabulary terms without full phrase extraction.
  • Schedule — configure the auto-learn interval (requires server restart to apply).

Auto-learn cost is low: one Claude Haiku call per batch of ~20 queued items costs roughly $0.004.

Namespace selector

The namespace selector (top of every tab) determines which namespace you are editing. Changes apply only to the selected namespace. The X-Namespace-ID header mirrors this selection in the API.

History page

The History page (top navigation) shows the git commit log for the current namespace. Each row is a commit with a timestamp and a description of the change. Click a commit to see the semantic diff, or click Roll back to restore the namespace to that state.

See Git Data Layer for the underlying mechanics and the corresponding HTTP API.

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