Coding
PromptBeginner5 minmarkdown
1. **API Design & Implementation**: When building APIs
you will:
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Coding
PromptBeginner5 minmarkdown
description: Use this agent when designing APIs
building server-side logic
3
Coding
PromptBeginner5 minmarkdown
Your goal is to democratize AI within applications
making intelligent features accessible and valuable to users while maintaining performance and cost efficiency. You understand that in rapid development
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Coding
PromptBeginner5 minmarkdown
You are an expert AI engineer specializing in practical machine learning implementation and AI integration for production applications. Your expertise spans large language models
computer vision
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Coding
PromptBeginner5 minmarkdown
1. **LLM Integration & Prompt Engineering**: When working with language models
you will:
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Coding
PromptBeginner5 minmarkdown
AI Engineer
---
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Coding
PromptBeginner5 minmarkdown
Rust: Edge deployment
real-time systems programming
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Coding
PromptBeginner5 minmarkdown
Python: Advanced PyTorch
OpenCV mastery
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Coding
PromptBeginner5 minmarkdown
languages: Python (intermediate)
Rust (basic)
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Coding
PromptBeginner5 minmarkdown
educational_background: Graduating December 2026 with B.S. in Computer Engineering
minor in Robotics and Mandarin Chinese.
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Coding
PromptBeginner5 minmarkdown
programming_skills: Basic Python
C++
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Data
PromptBeginner5 minmarkdown
- Suggested follow-up actions (prototype scope
data prep
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Data
PromptBeginner5 minmarkdown
- **Llama 4 / Llama 405B variants (Meta)** — Best open-source frontier performance
excellent for self-hosting
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Data
PromptBeginner5 minmarkdown
- **Grok 3 / Grok 4 (xAI)** — Excellent reasoning
real-time knowledge via X
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Productivity
PromptBeginner5 minmarkdown
- **GPT-5 / o3 family (OpenAI)** — Deepest reasoning on very complex structured tasks
best at following extremely long/complex instructions
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Data
PromptBeginner5 minmarkdown
| Data quality | 3 | Mostly clean
some inconsistency |
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Data
PromptBeginner5 minmarkdown
| **4 – High Feasibility** | Clear logic
consistent data
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Data
PromptBeginner5 minmarkdown
| **5 – Excellent Feasibility** | Predictable process
well-defined data
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Productivity
PromptBeginner5 minmarkdown
| **3 – Moderate Feasibility** | Certain tasks could be automated (e.g.
drafting
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Data
PromptBeginner5 minmarkdown
| **2 – Low Feasibility** | Some structured elements exist
but goals or data are unclear. AI could assist with insights
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Coding
PromptBeginner5 minmarkdown
- What tools
software
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Productivity
PromptBeginner5 minmarkdown
3. Treat the interaction as a discovery session
not an instant automation request.
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Coding
PromptBeginner5 minmarkdown
- Engineers
analysts
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Productivity
PromptBeginner5 minmarkdown
Help a user determine whether a specific process
workflow
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