Shreyas Banagar profile photo 1 on Tal

Shreyas Banagar

AI ML Engineer @ Paramatrix | Generative AI | Data Science | BITS Pilani

Mumbai

4+ years of work experience

Paramatrix Technologies Limited
Jul 20251 yr 2 mosPresent

Navi Mumbai

– ConvX Conversational AI Platform ∗ Built enterprise conversational AI platform over structured and unstructured data for BFSI use cases. ∗ Led development of agent-based orchestration system for dynamic tool usage and multi-step reasoning. ∗ Implemented real-time streaming using WebSockets for AI responses and tool execution. ∗ Designed context management system improving multi-turn accuracy and reducing hallucinations. – Playmity AI Employee Intelligence Platform ∗ Developed AI-driven employee analytics system delivering personalized KPI-based insights. ∗ Designed complete LLM training pipelines using Supervised Fine Tuning, RLHF, and Direct Preference Optimization. ∗ Built extract-train-feedback loops for continuous model alignment and performance improvement. ∗ Used HuggingFace Transformers and Unsloth for fine-tuning and vLLM for high-throughput inference. ∗ Integrated Redis for low-latency retrieval and caching of employee performance metrics. ∗ Deployed fully self-hosted private LLM stack on local cloud infrastructure ensuring enterprise data privacy.
Zycus
Sep 20212 yrs 6 mosFeb 2024

Mumbai

– Automated deployments using Python and Linux shell scripting across AWS and VMware environments. – Developed REST APIs and managed CI CD pipelines using Jenkins and GoCD. – Containerized applications using Docker and deployed scalable services on Kubernetes. – Implemented Infrastructure as Code using Terraform and GitOps via ArgoCD.
Receivables Exchange of India Ltd (RXIL)
Aug 20201 yrJul 2021

Mumbai, Maharashtra, India

MUMBAI RAILWAY VIKAS CORP.
May 20183 mosJul 2018

Churchgate, Mumbai

Worked on an extensive development project for the Mumbai suburban local train system.

Shreyas’s AI Stack

antigravity
antigravity
codex
codex
cursor
cursor

Education

Birla Institute of Technology and Science, Pilani

Master of Science - MSc, Mathematics

Birla Institute of Technology and Science, Pilani

20165 yrs2021
Birla Institute of Technology and Science, Pilani

Bachelor of Engineering - BE, Electrical and Electronics Engineering

Birla Institute of Technology and Science, Pilani

20165 yrs2021

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Headline

AI ML Engineer @ Paramatrix | Generative AI | Data Science | BITS Pilani

Location

Mumbai

AI stack

antigravity

codex

cursor

Work experience

Software Engineer (AI ML) at Paramatrix Technologies Limited, Jul 2025 - Present · 1 yr 2 mos, Navi Mumbai, – ConvX Conversational AI Platform ∗ Built enterprise conversational AI platform over structured and unstructured data for BFSI use cases. ∗ Led development of agent-based orchestration system for dynamic tool usage and multi-step reasoning. ∗ Implemented real-time streaming using WebSockets for AI responses and tool execution. ∗ Designed context management system improving multi-turn accuracy and reducing hallucinations. – Playmity AI Employee Intelligence Platform ∗ Developed AI-driven employee analytics system delivering personalized KPI-based insights. ∗ Designed complete LLM training pipelines using Supervised Fine Tuning, RLHF, and Direct Preference Optimization. ∗ Built extract-train-feedback loops for continuous model alignment and performance improvement. ∗ Used HuggingFace Transformers and Unsloth for fine-tuning and vLLM for high-throughput inference. ∗ Integrated Redis for low-latency retrieval and caching of employee performance metrics. ∗ Deployed fully self-hosted private LLM stack on local cloud infrastructure ensuring enterprise data privacy.

Software Engineer - DevOps at Zycus, Sep 2021 - Feb 2024 · 2 yrs 6 mos, Mumbai, – Automated deployments using Python and Linux shell scripting across AWS and VMware environments. – Developed REST APIs and managed CI CD pipelines using Jenkins and GoCD. – Containerized applications using Docker and deployed scalable services on Kubernetes. – Implemented Infrastructure as Code using Terraform and GitOps via ArgoCD.

Software Development Intern at Receivables Exchange of India Ltd (RXIL), Aug 2020 - Jul 2021 · 1 yr, Mumbai, Maharashtra, India

Summer Intern at MUMBAI RAILWAY VIKAS CORP., May 2018 - Jul 2018 · 3 mos, Churchgate, Mumbai, Worked on an extensive development project for the Mumbai suburban local train system.

Education

Master of Science - MSc, Mathematics, Birla Institute of Technology and Science, Pilani

Bachelor of Engineering - BE, Electrical and Electronics Engineering, Birla Institute of Technology and Science, Pilani

Shreyas Banagar - Software Engineer (AI ML) in Mumbai | Tal