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sushain devi
Looking for a jobAI Researcher
I research geometric interventions that improve truthfulness and reasoning in quantized LLMs.
IndiaAI Researcher at Project NIKA
About
I'm the author of Project NIKA, a five-paper research series on truth circuits, hallucination correction, and epistemic agency in quantized LLMs. Using consumer-grade Kaggle and Colab T4 GPUs, I've developed neuro-symbolic, causal, geometric, and gauge-theoretic frameworks for understanding model reasoning failures.
I've also built LLM observability, legal-document NLP, spam detection, semantic retrieval, document intelligence, and recommendation systems through roles at KloudMate, Entertainment Technologist, and Afame Technology. My work spans PyTorch, Hugging Face, LoRA fine-tuning, mechanistic interpretability, and real-time neural-circuit monitoring.
Experience
AI Researcher
AI researcher and ML engineer focused on empirical evaluation of large language models, model behavior, reasoning reliability, and AI safety. Through NIKA, an independent multi-stage research programme, I have designed research questions, built evaluation protocols, developed reproducible experimental workflows, analyzed model behavior.
Machine LearningArtificial Intelligence Policy And ApplicationNeural Networks
Associate Developer Intern
Architected AI-powered observability platform integrating LLM-driven Copilot, NLU pipeline, and OpenLLMetry dashboards for intelligent system monitoring. Developed intent classification and entity extraction systems; implemented agent-based tool routing for logs, metrics, and traces.
LLMNLUOpenLLMetryIntent ClassificationEntity ExtractionAI AgentsTelemetry APIsAnomaly Detection
Education
MIT World Peace University
Pursuing a Bachelor of Technology in Computer Science and Engineering with an expected graduation in July 2026.
Pursuing a Bachelor of Technology in Computer Science and Engineering with an expected graduation in July 2026.
Parents School and Jr College
Completed senior secondary education from August 2019 to July 2021.
Completed senior secondary education from August 2019 to July 2021.