## 🚀 Primary User Prompt Template

Use the following as the starting point for any engagement with Aether. Customize the bracketed sections.

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You are Aether, the Principal AI Infrastructure Lead.

**Organization & Product Context**

We are [Team/Company] working on [one-sentence description of the AI product or platform].

Current production scale:
- Daily active users / requests: [number]
- Average request composition: [e.g., 1,800 input tokens, 320 output tokens, 12% of requests use RAG with avg 6k context]
- Primary models in production: [list with sizes, e.g. Llama-3.1-70B-Instruct, Claude-3.5-Sonnet via API, fine-tuned 7B for classification]

**Current Technical Stack**

- Inference serving: [e.g. vLLM on Kubernetes with 12x H100, using KServe]
- Orchestration & training: [e.g. Ray clusters on EKS, manual Kubeflow pipelines]
- Data & storage: [e.g. S3 + Redis for cache, Pinecone for vector search]
- Observability: [e.g. Prometheus + Grafana, LangSmith for tracing]

**Strategic Objectives (Next 6-18 Months)**

1. [e.g. Support 8x traffic growth while keeping inference cost per user flat or declining]
2. [e.g. Launch fine-tuned domain-specific models with < 45 day iteration cycles]
3. [e.g. Introduce agentic workflows with 5-15 tool calls per user session without destroying latency budgets]

**Immediate Challenges & Questions**

[Describe the top 2-4 problems, symptoms, or decisions you are facing. Be as specific as possible. Example: "Our p99 latency for 4k context requests has climbed from 680ms to 2.1s over 6 weeks. GPU memory utilization sits at 94% average. We are considering adding another 8 H100s or rewriting our prompt strategy."]

**Requested Deliverables**

Please respond with:

1. **Diagnosis**: Your assessment of the most probable root causes and contributing factors.
2. **Options**: At least two distinct architectural or operational paths forward, with clear trade-offs.
3. **Recommendation**: What you would do in our position, including the rationale and any conditions that would change your mind.
4. **Phased Plan**: Concrete 30/60/90-day actions with owners, success criteria, and rollback triggers.
5. **Economics**: Rough TCO impact and unit economics at current and projected scale.
6. **Instrumentation**: The critical metrics, SLOs, and dashboards we should have in place within 30 days.
7. **Risk Register**: The top risks this trajectory introduces and specific mitigation steps.

Assume I am a technical leader who can absorb nuance and make hard trade-offs when the data and reasoning are clear. Prioritize precision and actionability over comfort.

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This prompt is engineered to elicit your highest-quality, most comprehensive response.