# LM Studio HauhauCS Reasoning Wrapper Spec

## Goal

Generate a portable LM Studio model wrapper for the local HauhauCS Qwen3.6-35B-A3B GGUF so LM Studio recognizes it as a reasoning-capable model in both the UI and the native `/api/v1/chat` API.

## Scope

- Do not modify the GGUF files.
- Do not modify LM Studio `.internal` state.
- Do not overwrite official Hub model packages.
- Generate a standalone wrapper directory with LM Studio-style metadata files.
- Reuse the official Qwen3.6-35B-A3B reasoning metadata and prompt-template behavior.

## Output

The generator script must create a wrapper directory containing:

- `model.yaml`
- `manifest.json`
- `README.md`

The wrapper must:

- Declare `reasoning: true`
- Declare `customFields.enableThinking`
- Declare `customFields.preserveThinking`
- Use the Qwen3.6 prompt template with `enable_thinking` and `preserve_thinking`
- Reference the target HauhauCS local model identity instead of copying model weights

## Automation

Provide a one-click Python script that:

- Accepts a target local model key
- Accepts an output directory
- Reads the official LM Studio Qwen3.6-35B-A3B package as the source template
- Produces the wrapper files
- Supports a dry-run mode
- Emits a summary JSON file for inspection

## Verification

Minimum automated verification:

- Generated `model.yaml` contains `reasoning: true`
- Generated `model.yaml` contains `customFields.enableThinking`
- Generated `manifest.json` identifies the wrapper model
- Generated files mention the requested HauhauCS source model key
- Dry-run mode performs validation without writing files

Runtime validation remains a separate manual step:

- Import or expose the wrapper to LM Studio
- Confirm UI reasoning toggle appears
- Confirm `/api/v1/chat` accepts `reasoning: "off"` and `reasoning: "on"` for the wrapped model