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Ayush Singh

@ayushsingh47

AI/ML engineering intern at Maincrafts Technology who developed a tested adversarial ML security framework used as a paper’s reference implementation.

India

Message

What I'm looking for

I'm looking to bring the same rigor to an entry-level AI/ML engineering role.

At Maincrafts Technology, I developed and tuned a regression model on the California Housing dataset, engineering derived features and using scikit-learn grid search. At Lenovo LEAP, I completed an intensive internship focused on generative AI architectures and multi-agent systems.

I built the ACIS Framework for adversarial ML security in construction AI, with attack simulators, defenses, a dashboard, and a CLI. It’s the reference implementation for the co-authored ICCCIS 2026 paper, and includes more than 35 tests and CI.

For my geospatial AI project, I combined CNNs, transformer architectures, and transfer learning to classify water bodies and map land cover; I co-authored the related NCESTSD 2025 paper. I also packaged an FT-Transformer implementation as a tested Python library, with a 24.6% RMSE improvement over tuned classical baselines.

Experience

Work history, roles, and key accomplishments

Generative AI & Agentic Systems Intern

Lenovo LEAP

Jun 2026 - Jul 2026 (1 month)

Completed a 6-week intensive engineering internship focused on generative AI architectures, designing and deploying multi-agent systems, tool-calling pipelines, and LLM-driven workflows.

Generative AI Multi Agent Systems Tool calling LLM Workflow Automation

Artificial Intelligence & Machine Learning Intern

Maincrafts Technology

May 2026 - Jul 2026 (2 months)

Developed and optimized regression models on the California Housing dataset, achieving RMSE reduction through feature engineering and hyperparameter tuning.

Python scikit learn regression Feature Engineering Hyperparameter Tuning Cross Validation