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Tool Execution and Thinking Display

LVIS visually surfaces tool calls and what the LLM is thinking through. Every tool call branches into auto-run / confirmation card / dialog based on its risk level and category.

LLM tool execution plus streaming thinking tokens

Thinking block

Shows what the LLM is "thinking" while composing an answer, in a light quote block. Click to collapse / expand.

Tool execution card

Tool name · a summary of the inputs used · the result, all in one card. Long results expand into a larger view via "See more."

Three sources of tools

Long-running commands, and images

  • Background execution — a long-running shell command can be sent to the background. The conversation is not blocked until it finishes, and its output can be read while it runs or the command killed partway.
  • Viewing an image — an image file on the PC (png · jpeg · gif · webp) can be loaded. There is a size cap, and a file that is not an image is refused. Whether it arrives as a picture depends on the model in use at that moment — on a model whose tool results are text-only, a one-line "loaded" note arrives instead of the picture.
  • When the tool list gets long — as installed plugins and MCP servers accumulate, the host stops handing the model every tool at once and switches to searching for the ones it needs.
Every tool call is logged
Whether it succeeds or fails, every tool call leaves a one-line record in secure storage. External code execution is logged separately and retained longer.