ayush_singh
@Ayush_SIngh
Ayush Singh
Building open source infrastructure to detect LLM hallucinations, prompt attacks...
About
AI and data science undergrad student exploring new technologies and doing research on the models to make them more reliable and to make sure that there is no wrong output get deli... Show more
Top Skills
python
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ML
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LLM
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Mongodb
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model security
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deep learning
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fastapi
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flask
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Model development
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react
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pytorch
Education
school
Pimpri Chinchwad University
BTech, CS(AI and Data Science)
2023 - 2027Pursuing my bachelor degree in computer science with the specialisation in AI and data science .
Projects
Failure-Intelligence-System
Visit Project open_in_new Feb 2026 - PresentOpen source guardrail for production LLMs. Detects prompt attacks, diagnoses hallucinations, and corrects model failures in real time before the output ever reaches your users. Ships as a Python SDK with a single decorator.
Licenses & Certifications
verified
verified
verified
Complete Data Science, Machine Learning, DL, NLP Bootcamp
Udemy
Issued Nov -0001Credential ID UC-49f5f75a-c1bb-436b-999f-ac171daaaea6
Show Credential open_in_new
Language & Tools
Python , FastAPI , Flask , Mongodb , Model finetuning, Machine learning, RAG, Langchain , Langraph
Currently Exploring
Exploring real-time LLM reliability. Building a system that monitors, diagnoses, and intercepts model failures - hallucinations, prompt attacks, and adversarial inputs before the output ever reaches the user.
Achievements
Published open source LLM safety SDK (fie-sdk) on PyPI real-time hallucination and prompt attack detection used by developers building production AI systems.
Got 2500+ downloads on the package in just 40 days.
Got certification in generative ai (professional) and ai associate by oracle
Got 2500+ downloads on the package in just 40 days.
Got certification in generative ai (professional) and ai associate by oracle
Fun Fact
I got curious about why LLMs fail silently so I built an entire open source monitoring system to find out. What started as a side project is now a PyPI package used by developers across the world.
Random Dev Quote
"Don't just ship the model. Ship the system that watches it"
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