check point support MMA

MMA_Support/Tier1_Orchestrator.md

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+# Tier 1: User-Facing Model (Orchestrator/Router)
+
+The User-Facing Model is the entry point for all user interactions. It serves as the "brain" that understands what the user wants and decides how the system should respond.
+
+## Key Responsibilities
+
+### 1. Intent Recognition
+*   Analyze the user's natural language input.
+*   Classify the request into one or more categories (e.g., "request for code", "general inquiry", "data analysis").
+*   Extract key parameters and constraints from the user's query.
+
+### 2. Routing
+*   Map recognized intents to specific Tier 2 models or tools.
+*   Determine if multiple specialized tools need to be called in sequence or parallel.
+*   Handle tool dispatching and manage the flow of data between tiers.
+
+### 3. Context Management
+*   Maintain the history of the conversation.
+*   Decide what information from the history is relevant to the current turn.
+*   Synthesize a coherent prompt for downstream models based on the current context.
+
+### 4. Response Synthesis
+*   Integrate the raw outputs from Tier 2 models into a final, user-friendly response.
+*   Ensure the tone and style are consistent with user expectations.
+*   Validate that the final response directly addresses the user's original intent.
+
+## Characteristics
+*   **High Reasoning:** Needs to be strong at logic and instruction following.
+*   **General Purpose:** While not necessarily a domain expert, it must be broad enough to understand any valid user input.
+*   **Speed:** Should ideally be responsive to minimize perceived latency.