OVERVIEW · Implemented

TUI & operator tools

Inspect local runtime state and explore session-based agent interactions.

MLAI Research · SEPTEMBER 2026 · 1 min read · overview

Practical summary

Give developers a local diagnostics and interaction surface during evaluation.

Status

Implementation status applies to the bounded source capabilities described here, not to a hosted product or benchmark result.

Reviewed 2026-09-30

What it can help with

Give developers a local diagnostics and interaction surface during evaluation.

These are potential pilot applications, not claims of customer outcomes.

What the source implements

The agent REPL exposes session commands for model selection, profile and status inspection, context, history and reset. The diagnostics dashboard supports panes and deterministic one-shot output. A session-local SEA preference does not by itself prove durable evidence retrieval occurred.

Available today

The diagnostics dashboard and agent REPL are implemented.

How to evaluate it

Use one-shot diagnostics in automation and a terminal for interactive acceptance. Confirm the displayed data source and fallback disclosures before interpreting a pane as an observation of a live service.

Supporting research and guides

Read the accompanying archive entries: Using the local diagnostics dashboard and agent REPL. Each distinguishes implemented behavior from proposed applications and includes pinned implementation evidence.

Limitations

  • Interactive editing and refresh require a supported terminal.
  • A dashboard view is not a production health certification or proof of provider execution.

Supporting sources