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AI Engineering Intern — AR5 Labs
Remote | Internship
ABOUT AR5 LABS
AR5 Labs builds AI-powered automation tools for data analytics. Our flagship product, PlotStudio AI, is a desktop analytics platform where specialized AI agents collaborate through a multi-stage pipeline to deliver the kind of analysis a senior data scientist would produce, complete with code, visualizations, statistical rigor, and executive-grade narrative. Think Cursor, but for data analytics.
Product: https://www.plotstudio.ai/
LinkedIn: https://www.linkedin.com/company/ar5-labs/
ABOUT THE ROLE
We're looking for an AI Engineering Intern to help build and improve the AI agent pipeline behind PlotStudio AI.
This is not a research internship. You'll work on production AI systems: prompt engineering, agent orchestration, model evaluation, and the infrastructure that makes multi-agent workflows reliable. You'll see how AI agents are actually built, tested, and shipped to real users.
You'll work directly with the founder and the AI/ML team. The codebase is small enough that your contributions will ship to production quickly, and complex enough that you'll learn how a real multi-agent system works from the inside.
If you're a student who wants to build AI systems, not just study them, this is the role.
RESPONSIBILITIES
- Help design, test, and iterate on prompts for PlotStudio's multi-agent pipeline (routing, planning, coding, interpretation agents)
- Build evaluation scripts to benchmark agent output quality across different datasets and question types
- Run experiments comparing model performance (GPT-4.1, GPT-5.1, Claude, Gemini) on specific analytical tasks
- Help improve agent self-correction logic: how the system detects errors, retries, and adjusts its approach
- Work on domain skill modules that inject specialized knowledge (finance, healthcare, econometrics) into the agent pipeline
- Build internal tooling for tracking agent accuracy, token usage, and failure modes
- Help extend the agent orchestration layer (built with LangGraph) to support new workflow types
- Document prompt versions, experiment results, and engineering decisions as you go
QUALIFICATIONS
Required:
- Currently pursuing a degree in Computer Science, Data Science, AI/ML, or a related field (rising sophomore, junior, or senior)
- Comfortable writing Python. You should be able to read, write, and debug code independently
- Basic understanding of how LLMs work: prompts, tokens, context windows, temperature
- Genuine interest in AI agents, not just chatbots. You should have an opinion on why single-prompt AI falls short for complex tasks
- Willingness to experiment, break things, and iterate quickly
- Self-directed and comfortable asking questions when you're stuck
- Able to commit 15-20 hours per week
Nice to have:
- Experience using the OpenAI API, Anthropic API, or any LLM SDK
- Familiarity with LangChain, LangGraph, CrewAI, or any agent framework
- Personal projects involving LLMs, prompt engineering, or AI agents
- Coursework in machine learning, NLP, or statistics
- Familiarity with Git and version control
- Experience with FastAPI, Flask, or any Python backend framework
- Understanding of statistical methods (regression, hypothesis testing, time series)
WHAT YOU'LL LEARN
- How a production multi-agent system is built: routing, planning, execution, self-correction, and interpretation agents working in sequence
- Prompt engineering at a level most people never see: versioned prompts, domain-aware injection, structured output parsing, and quality gates between agents
- How to evaluate AI systems beyond vibes: building benchmarks, measuring accuracy, tracking regressions across prompt versions
- How to ship AI to real users in a small, fast-moving team
WHY THIS INTERNSHIP
- You'll work on a real multi-agent AI system, not a tutorial project
- Small team means high visibility and direct mentorship from the founder
- Your work will ship to production and be used by real customers
- You'll have something concrete for your resume: "I helped build and evaluate the AI agent pipeline for a production analytics platform"
MUST HAVE
We are across the United States and Canada. Must be a citizen of either country.
HOW TO APPLY
Follow our LinkedIn page and DM us directly, or email us:
1. A short intro about yourself
2. Your resume or LinkedIn profile
3. What year you're in and what you're studying
4. Why you want to work at AR5 Labs
Email: plotstudio@ar5labs.com
LinkedIn: https://www.linkedin.com/company/ar5-labs/
Pay: $20.00 - $45.00 per hour
Work Location: Remote
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