manual_slop/MMA_Support/Tier2_Specialists.md

Tier 2: Specialized Models (Experts/Tools)

Tier 2 consists of a collection of specialized agents, models, or tools, each optimized for a specific domain or task. This allows the system to leverage "best-in-class" capabilities for different problems.

Key Responsibilities

1. Task Execution

• Perform deep processing in a specific area (e.g., writing Python code, generating images, performing complex mathematical calculations).
• Operate within the constraints provided by the Tier 1 Orchestrator.

2. Domain Expertise

• Provide specialized knowledge that a general model might lack.
• Utilize specialized formatting or protocols (e.g., returning structured JSON for data analysis tools).

3. Tool Integration

• Act as wrappers for external APIs or local scripts (e.g., shell_runner in Manual Slop).
• Manage its own internal state or "scratchpad" during complex multi-step operations.

Common Specialist Examples

• Code Expert: Optimized for high-quality software engineering and debugging.
• Search/Web Tool: Specialized in retrieving and summarizing real-time information.
• Data Scientist: Capable of running statistical models and generating visualizations.
• Creative Writer: Focused on tone, narrative, and artistic expression.

Implementation Principles

• Fine-Tuning: Models in this tier are often smaller models fine-tuned on specialized datasets.
• Isolation: Specialists should ideally be stateless or have well-defined, temporary state to prevent cross-contamination.
• Interface Standards: Use consistent input/output formats (like JSON) to simplify communication with Tier 1.