---
title: "Avinash P. - Principal Engineer - MLOps in Greater Bengaluru Area | Tal"
description: "Meet Avinash P., Principal Engineer - MLOps & LLMOps @ Ace Turtle Services Ltd | Building AI Infrastructure based in Greater Bengaluru Area. AI stack includes langgraph, ChatGPT, and PydanticAI."
image: "https://tal.club/meet/avinash-patil-2/share-image"
---

# Avinash P\. on Tal

## Headline

Principal Engineer \- MLOps & LLMOps @ Ace Turtle Services Ltd \| Building AI Infrastructure

## About

I lead the development of scalable, production\-grade AI platforms at Ace Turtle Services Ltd\. My work focuses on optimizing generative AI solutions, building unified MLOps frameworks, and ensuring cost\-effective, high\-uptime AI systems to support omnichannel retail technology\. At Ace Turtle, I have designed and deployed AI innovations such as an enterprise AI Gateway to reduce LLM and cloud expenses, and a unified MLOps framework that accelerates AI delivery cycles\. By integrating cutting\-edge tools like Kedro, Ray, and Kubernetes, I help transform research models into production systems that drive tangible business value for the retail industry\.

## Location

Greater Bengaluru Area

## AI stack

langgraph

ChatGPT

PydanticAI

Qwen

Stable Diffusion

vLLM

## Work experience

Principal Engineer \- MLOps at Ace Turtle Services Ltd, May 2022 \- Present · 4 yrs 4 mos, Bengaluru · Hybrid, • Cut LLM and cloud spend by $500K\+ \(30% reduction\) by architecting an enterprise AI Gateway using Apache APISIX and HashiCorp Vault, governing token consumption, secret management, and rate\-limiting across all GenAI services — making generative AI economically viable at retail scale\. • Reduced AI delivery cycles by 40% and achieved 99\.9% production uptime by building a unified MLOps framework \(Kedro \+ Ray \+ Kubernetes\) that consolidated video analytics, recommendation, and demand forecasting pipelines — also accelerating model training 60% via Ray and pipeline throughput 50%\. • Drove retail revenue impact by deploying production GenAI chatbots and a custom computer\-vision size\-recommendation engine \(OpenCV, DeepFace\) — cutting e\-commerce returns by 20% and lifting ROAS 20% via AI\-driven demand forecasting across 4 retail brands\.

Lead Engineer at Ace Turtle Services Ltd, Dec 2017 \- May 2022 · 4 yrs 6 mos, Bengaluru · Hybrid, Spearheaded the digital transformation of supply chain operations by building custom warehouse and inventory systems\. Led the integration of AI/ML into core logistics workflows to drive automation and accuracy\. Key Wins: \* Supply Chain Optimization: Increased operational efficiency by 35% through the design and implementation of custom Warehouse Management Systems \(WMS\) and Inventory Management Systems \(IMS\)\. \* AI\-Driven Forecasting: Optimized supply chains by developing AI models to predict market demand, directly influencing inventory planning and reducing stockouts\. \* Scale & Reliability: Managed the end\-to\-end ML lifecycle for 16 nationwide institutions, ensuring low\-latency inference and real\-time system monitoring\. \* Data Engineering: Built and maintained scalable ETL pipelines to process large\-volume logistics data, improving data accuracy for decision\-making\. \* Full\-Stack Automation: Streamlined manual e\-commerce workflows using Python, Angular, and Node\.js, significantly reducing manual intervention\.

Adobe Campaign Developer at Adobe \| Nichepro Technologies, Apr 2015 \- Nov 2017 · 2 yrs 8 mos, Bangalore, • Built large\-scale customer data pipelines \(JavaScript, SQL\) processing 10k customer records for personalization and segmentation campaigns at Adobe — the foundation that later informed my work on retail recommendation systems\. • Optimized marketing automation workflows reducing campaign execution time by 20%, working directly with Fortune 500 brands on data integrity and audience targeting\.

## Education

Bachelor of Engineering \- BE, Computer Science, Visvesvaraya Technological University

[View the original profile](https://tal.club/meet/avinash-patil-2)

```json
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "Person",
      "@id": "https://tal.club/meet/avinash-patil-2#person",
      "name": "Avinash P.",
      "url": "https://tal.club/meet/avinash-patil-2",
      "image": "https://tal.club/meet/avinash-patil-2/profile-photo.jpg",
      "description": "Meet Avinash P., Principal Engineer - MLOps & LLMOps @ Ace Turtle Services Ltd | Building AI Infrastructure based in Greater Bengaluru Area. AI stack includes langgraph, ChatGPT, and PydanticAI.",
      "jobTitle": "Principal Engineer - MLOps",
      "worksFor": {
        "@type": "Organization",
        "name": "Ace Turtle Services Ltd"
      },
      "hasOccupation": {
        "@type": "Occupation",
        "name": "Principal Engineer - MLOps"
      },
      "homeLocation": {
        "@type": "Place",
        "name": "Greater Bengaluru Area"
      },
      "alumniOf": [
        {
          "@type": "EducationalOrganization",
          "name": "Visvesvaraya Technological University"
        }
      ],
      "knowsAbout": [
        "langgraph",
        "ChatGPT",
        "PydanticAI",
        "Qwen",
        "Stable Diffusion",
        "vLLM"
      ],
      "mainEntityOfPage": {
        "@id": "https://tal.club/meet/avinash-patil-2#webpage"
      }
    },
    {
      "@type": "ProfilePage",
      "@id": "https://tal.club/meet/avinash-patil-2#webpage",
      "url": "https://tal.club/meet/avinash-patil-2",
      "name": "Avinash P. on Tal",
      "description": "Meet Avinash P., Principal Engineer - MLOps & LLMOps @ Ace Turtle Services Ltd | Building AI Infrastructure based in Greater Bengaluru Area. AI stack includes langgraph, ChatGPT, and PydanticAI.",
      "dateModified": "2026-08-11T19:02:09.322Z",
      "isPartOf": {
        "@id": "https://tal.club/#website"
      },
      "mainEntity": {
        "@id": "https://tal.club/meet/avinash-patil-2#person"
      },
      "primaryImageOfPage": {
        "@type": "ImageObject",
        "url": "https://tal.club/meet/avinash-patil-2/profile-photo.jpg",
        "contentUrl": "https://tal.club/meet/avinash-patil-2/profile-photo.jpg",
        "caption": "Avinash P. profile photo on Tal"
      },
      "inLanguage": "en-IN"
    }
  ]
}
```