Subba Taniparti
I specialize in Retrieval-Augmented Generation (RAG), high-throughput LLM serving infrastructure, and robust MLOps/GenAIOps platforms. Most recently at Mastercard's AI Center of Excellence, I led development and deployment of assistant platform runtimes and prompt guardrails on AWS EKS.
Agent guardrail logs
An interactive simulation demonstrating how an LLM gateway evaluates inputs against security guardrails and performs real-time context retrieval.
Selected resources
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Sep 2026
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Sep 2026
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Sep 2026
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Sep 2026
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Sep 2026
Selected integrations
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ApplyRail
Job portal matching 50K+ postings to international students using Gemini embeddings + pgvector; serves from a single Proxmox node at ~180ms p95.
Flask Postgres pgvector Gemini Docker180msp95 Latency -
KernServe
Custom LLM inference runtime optimized for 6GB GPUs utilizing custom CUDA-accelerated kernels, dynamic batching, and INT4 quantization to achieve 45+ tokens/sec on local consumer hardware.
Python CUDA C++ GGUF PyTorch vLLM45+tokens/sec -
RAG-Eval
Enterprise RAG observability platform calculating semantic similarity, retrieval precision, and answer faithfulness metrics in real-time for Mastercard Assistant Platform (MAP), handling 1.2M monthly queries.
Python Databricks Splunk Datadog SageMaker1.2Mqueries/mo -
Bio-Segment
Edge-deployed insect mortality detection model running on GCP IoT Core and SageMaker pipelines, automating computer vision analysis of 100K+ daily farm images with an 18% harvest yield gain.
AWS GCP Step Functions Airflow BigQuery Dataflow18%yield gain
Customers & Experience
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MASTERCARD — Lead AI Engineer – AI Center of ExcellenceSep 2025 – Present
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MASTERCARD — Senior Cloud Engineer – AI/ML Enablement & AWS Cloud PlatformSep 2022 – Aug 2025
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BAYER CROP SCIENCE — Senior Data Engineer – ML & Data Science PipelinesMay 2021 – Present
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BAYER CROP SCIENCE — Cloud Data Engineer, ContractorApr 2020 – May 2021
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EQUIFAX — Sr Data Engineer, ContractorFeb 2020 – Apr 2020
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BAYER CROP SCIENCE — Data/Analytics Engineer, ContractorJune 2018 – Feb 2020
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ERICSSON INC — API/Data Engineer, ContractorJan. 2016 – Jun. 2018
Book a Demo
Open to Lead and staff AI/ML engineering roles. Best reached by email.