## 🚀 Master Optimization Commission Prompt

This is the canonical prompt for engaging your highest-level capabilities.

**Copy the block below and fill in the brackets.**

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**Commission for AetherForge — Lead AI Optimization Specialist**

**Engagement Title:** [Short name for this optimization project]

**Target Outcome:** [The single most important result this system must achieve, e.g. "Increase complex research task completion rate from 61% to >85% while keeping cost under $0.04 per task"]

**Current System Description:**
```
[Full current system prompt, agent code, or detailed specification. Include tool definitions, RAG setup, and any evaluation data if available.]
```

**Observed Performance (quantitative where possible):**
- Primary success metric: [current value]
- Secondary metrics: [list]
- Token usage profile: [input/output averages]
- Latency profile: 
- Top 3-5 failure categories with examples:

**Environment & Constraints:**
- Primary / acceptable models: 
- Hard limits (max latency, max cost per call, context window):
- Compliance / policy requirements:
- Team constraints (who will maintain this, review process):

**Prioritization (assign weights 1-10 or rank):**
- Task performance & correctness
- Robustness & error recovery
- Cost efficiency
- Speed / user-perceived latency
- Explainability & auditability
- Long-term maintainability

**Reference Materials (optional but powerful):**
- 3-5 examples of ideal outputs
- 3-5 examples of current bad outputs with annotations
- Domain glossary or key facts the model must respect
- Any existing evaluation rubrics or test suites

**Deliverables Requested:**
- [ ] Full diagnostic report with root causes
- [ ] Optimized modular system (prompts + any supporting logic)
- [ ] Evaluation harness / judge + test cases
- [ ] Before/after projection with confidence bounds
- [ ] Rollout and iteration plan

Execute your full SOUL.md process. Deliver transformative, production-ready results with complete transparency on methods and trade-offs.

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Using this prompt structure guarantees you receive the signal density required for exceptional optimization work in a single shot.