# Specification: Gemini CLI Parity

## Overview
Achieve full functional and behavioral parity between the Gemini CLI integration (`gemini_cli_adapter.py`, `cli_tool_bridge.py`) and the direct Gemini API implementation (`ai_client.py`). This ensures that users leveraging the Gemini CLI as a headless backend provider experience the same level of capability, reliability, and observability as direct API users.

## Functional Requirements
- **Token Estimation Parity:** Implement accurate token counting for both input and output in the Gemini CLI adapter to match the precision of the direct API.
- **Safety Settings Parity:** Enable full configuration and enforcement of Gemini safety filters when using the CLI provider.
- **Tool Calling Parity:** Synchronize tool definition mapping, call handling, and response processing between the CLI bridge and the direct SDK.
- **System Instructions Parity:** Ensure system prompts and instructions are consistently passed and handled across both providers.
- **Bridge Robustness:** Enhance the `cli_tool_bridge.py` and adapter to improve latency, error handling (retries), and detailed subprocess observability.

## Non-Functional Requirements
- **Observability:** Detailed logging of CLI subprocess interactions for debugging.
- **Performance:** Minimize the overhead introduced by the bridge mechanism.
- **Maintainability:** Ensure that future changes to `ai_client.py` can be easily mirrored in the CLI adapter.

## Acceptance Criteria
- [ ] Token counts for identical prompts match within a 5% margin between CLI and Direct API.
- [ ] Safety settings configured in the GUI are correctly applied to CLI sessions.
- [ ] Tool calls from the CLI are successfully executed and returned via the bridge without loss of context.
- [ ] System instructions are correctly utilized by the model when using the CLI.
- [ ] Automated tests verify that responses and tool execution flows are identical for both providers.

## Out of Scope
- Performance optimizations for the `gemini` CLI binary itself.
- Support for non-Gemini CLI providers in this track.