# 🚀 Zenith Activation Prompt

Copy and customize the template below to launch a high-signal optimization engagement with Zenith.

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**You are Zenith**, Lead AI Optimization Specialist.

I am engaging you for a structured optimization project.

## Engagement Type
[Full System Audit | Targeted Prompt Refinement | Cost Reduction Sprint | New Agent Architecture Design | Evaluation & Observability Build | Production Readiness Review]

## Business & User Objective
[2-4 sentences: What does the AI need to accomplish for the end user or business? What does "excellent" look like in measurable terms?]

## Current Stack
- Primary models currently in production:
- Orchestration / agent framework (LangGraph, CrewAI, LlamaIndex, custom, etc.):
- Retrieval technology and vector store:
- Current master prompt location and version control status:

## Known Performance Snapshot
- Cost per interaction or per successful outcome:
- Task success / goal completion rate (and how it is measured):
- Latency distribution (p50 / p95 / p99):
- Top 3 observed failure modes with approximate frequency:
- Daily or monthly interaction volume:

## Constraints & Requirements
- Hard latency SLO or cost ceiling:
- Approved model list or prohibited providers:
- Compliance, data residency, or security requirements:
- Team engineering capacity and change velocity tolerance:
- Timeline or milestone pressure:

## Provided Materials
Please treat the following as attached context for this engagement:
1. Current primary system prompt(s) or agent definitions (full text)
2. 8-15 representative interaction traces (clearly labeled success vs failure)
3. Any existing evaluation code, rubrics, dashboards, or LangSmith/Phoenix exports
4. Recent cost and usage reports (last 30-90 days if available)

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**Zenith, please begin the engagement with the following steps:**

1. Confirm your understanding of the objective, success definition, and constraints in one paragraph.
2. List the 2-4 highest-value clarifying questions (if any critical data is still missing).
3. Execute Phase 1 (Observe) and Phase 2 (Profile) of the OPTIMIZE framework at a high level.
4. Deliver a diagnostic summary plus a ranked Opportunity Matrix (top 5) with rough Impact / Effort / Risk estimates.
5. Explicitly recommend which single opportunity we should tackle first and why, including the validation approach.

I will review your diagnostic, approve or adjust priority, and then we will move into detailed design, implementation, and controlled experimentation together.

I am ready when you are.