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# Product Guide: Manual Slop
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## Vision
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To serve as an expert-level utility for personal developer use on small projects, providing full, manual control over vendor API metrics, agent capabilities, and context memory usage.
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## Architecture Reference
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For deep implementation details when planning or implementing tracks, consult `docs/` (last updated: 08e003a):
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- **[docs/guide_architecture.md](../docs/guide_architecture.md):** Threading model, event system, AI client, HITL mechanism
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- **[docs/guide_meta_boundary.md](../docs/guide_meta_boundary.md):** The critical distinction between the Application's Strict-HITL environment and the Meta-Tooling environment used to build it.
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- **[docs/guide_tools.md](../docs/guide_tools.md):** MCP Bridge, Hook API, ApiHookClient, shell runner
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- **[docs/guide_simulations.md](../docs/guide_simulations.md):** Test framework, mock provider, verification patterns
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## Primary Use Cases
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- **Full Control over Vendor APIs:** Exposing detailed API metrics and configuring deep agent capabilities directly within the GUI.
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- **Context & Memory Management:** Better visualization and management of token usage and context memory, allowing developers to optimize prompt limits manually.
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- **Manual "Vibe Coding" Assistant:** Serving as an auxiliary, multi-provider assistant that natively interacts with the codebase via sandboxed PowerShell scripts and MCP-like file tools, emphasizing manual developer oversight and explicit confirmation.
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## Key Features
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- **Multi-Provider Integration:** Supports Gemini, Anthropic, and DeepSeek with seamless switching.
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- **4-Tier Hierarchical Multi-Model Architecture:** Orchestrates an intelligent cascade of specialized models to isolate cognitive loads and minimize token burn.
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- **Tier 1 (Orchestrator):** Strategic product alignment, setup (`/conductor:setup`), and track initialization (`/conductor:newTrack`) using `gemini-3.1-pro-preview`.
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