Fellowship & PPO Track
Research
Remote (India)
AI Research Intern
Explore RAG, evaluation and agent reliability.
Section 01
Role Overview & Operational Scope
Conduct rigorous benchmark evaluations, hallucination audits, prompt optimization experiments, and retrieval evaluations to maximize production model reliability.
Analytical mindset
Python
Interest in ML/LLMs
Writing up findings
Section 02
Mandatory Foundational Knowledge
- Foundations of machine learning and NLP: attention mechanisms, transformer models, embeddings
- LLM evaluation metrics and methodologies (RAG triads, Ragas, faithfulness, answer relevancy)
- Advanced RAG strategies: parent-child chunking, reciprocal rank fusion, hybrid BM25 + dense search
- Python scientific stack: PyTorch, NumPy, Pandas, Scikit-learn
Section 03
Mandatory Practical Skills & Architecture
- Building automated benchmark harnesses and reproducible evaluation pipelines
- Statistical analysis of model failure modes across adversarial inputs
- Synthetic data generation and fine-tuning dataset preparation
- Authoring clear, concise technical experiment summaries and actionable recommendations
Section 04
Problem Solving, Execution Rigor & Curiosity
- Relentless intellectual skepticism toward LLM outputs and dedication to eliminating hallucinations
- Eagerness to track and evaluate state-of-the-art model releases and open weights
- Curiosity regarding agent planning algorithms and multi-agent consensus protocols
Section 05 · Practical evaluation benchmark
5-day live technical evaluation milestone
5-Day Live Research Milestone: Run benchmark evaluations on 3 RAG chunking/retrieval strategies and present quantifiable analysis.
Institutional hiring protocol: candidates who clear resume screening take a live practical milestone of strictly 5 working days. Verifiable completion and code audit by your assigned engineering mentor is the sole prerequisite for the official offer letter.
Section 06
Compensation & Advancement
- Compensation as published: Paid internship β βΉ10,000ββΉ20,000/month.
- Fully remote work from anywhere in India with home-labour hardware allowance.
- Direct progression into full-time corporate appointments on milestone verification.
Section 07 · Direct inquiries
Dedicated inbox for this role
Questions, private repository links or portfolio references for this opening route straight to the engineering leads reviewing it.
ai-research-intern-careers@cehpoint.co.in
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