---
title: "Abhinav Kumar - Software Engineer in Bengaluru | Tal"
description: "Meet Abhinav Kumar, Full Stack Software Engineer | Building production Python APIs & ML pipelines at Skylark Drones | TypeScript | Django | DevOps | AWS | Microservices based in Bengaluru. AI stack includes antigravity, claude code, and claude. Explore public work links including github."
image: "https://tal.club/meet/abhinav-kumar-19/share-image"
---

# Abhinav Kumar on Tal

## Headline

Full Stack Software Engineer \| Building production Python APIs & ML pipelines at Skylark Drones \| TypeScript \| Django \| DevOps \| AWS \| Microservices

## About

I build systems that own their outcomes — not just their uptime\. At Skylark Drones, I've spent the last 2\+ years as a full\-stack engineer with end\-to\-end ownership of a production drone intelligence platform: Python microservices on AWS Fargate, a Vue frontend handling 18,000\+ image datasets, ML inference pipelines on GPU\-backed EC2, and five production release cycles as coordinator\. Some things I've shipped that I'm proud of: → Redesigned a folder\-linking refresh architecture to be subtree\-aware — 45s load time down to 8s without changing the backend API contract → Eliminated N\+1 query bottlenecks across core REST APIs — 37 database round\-trips down to 5 via Django ORM optimisation → Integrated Segment\-Anything \(SAM\) into production annotation workflows — 90% throughput increase, async inference with confidence\-threshold review gates → Built benchmarking infrastructure across EC2 instance families — 25% infra cost reduction at same model performance Beyond the code: I've led cross\-product integrations between separate engineering teams, given demos to enterprise clients, mentored interns, and coordinated zero\-delay production rollouts under real pressure\. I also run TechShots60 — a tech education channel with 40,000\+ followers — because the fastest way to understand something deeply is to explain it simply\. Based in Bengaluru\. Contact: abhinav\.kumar2712@gmail\.com

## Location

Bengaluru

## AI stack

antigravity

claude code

claude

codex

gemini

github copilot

## Work experience

Software Engineer at Skylark Drones, Jul 2024 \- Present · 2 yrs 3 mos, Bengaluru, • Redesigned a folder\-linking UI refresh strategy for 18,000\+ drone images to be subtree\-aware — only refetching when the affected folder intersects the current view\. Load time: 45s → 8s\. Not a patch — an architectural decision with the help of AI driven development workflows • Designed and built 4\+ Python microservices from scratch \(FastAPI/Flask\) with fault isolation, async patterns, and end\-to\-end AWS integration — each service independently deployable so a failure in one doesn't cascade to others\. • Eliminated N\+1 query bottlenecks across core Django REST APIs using select\_related and prefetch\_related — reducing database round\-trips from 37 to 5 and significantly improving production PostgreSQL response latency\. • Migrated ML inference workloads from CPU to GPU\-backed EC2 instances; designed benchmarking utilities tracking spin\-up time, RAM utilisation, spot interruption rates, and cost per inference — resulting in 25% infrastructure cost reduction at equivalent model performance\. • Implemented an AWS spot instance capacity fallback mechanism \(InsufficientInstanceCapacity handling\) — eliminating production ML pipeline outages caused by spot unavailability\. • Acted as cross\-product integration lead between two internal platforms: designed secure REST API contracts, implemented API\-key authorisation, and provided end\-to\-end onboarding to the partner engineering team\. • Served as Release Coordinator across 5 production cycles — owning deployment scheduling, stakeholder communication, and real\-time issue triage with zero\-delay rollouts\. • Reduced CI/CD deployment time by 50% by replacing remote GitLab shared runners with locally configured dedicated runners, eliminating queue wait and cold\-start cache misses\. • Led on\-premises deployment of a critical microservice with Nginx reverse proxy and SSL \(Certbot\) — extending the platform's enterprise readiness to air\-gapped client environments\.

Content Creator at Techshots, Nov 2023 \- Present · 2 yrs 11 mos, Bengaluru, Present Building a tech education channel on Instagram with 40,000\+ followers — focused on making software engineering concepts, DSA, and system design genuinely simple to understand\. Started it as a way to force myself to understand things deeply enough to explain them clearly\. That discipline — translate the complex into the simple — shapes how I write documentation, give demos, and communicate technical decisions to non\-technical stakeholders\. Format: short\-form video \(Reels\)\. Niche: developers at all levels\.

SDE intern at Skylark Drones, Jan 2024 \- Jul 2024 · 7 mos, Bangalore Urban, Integrated Meta's Segment\-Anything Model \(SAM\) into production drone imagery annotation workflows — increasing throughput by 90% by replacing manual polygon drawing with AI\-assisted segmentation\. Handled latency via async inference queuing and added confidence\-threshold review gates to prevent low\-quality predictions from entering training data\. • Built a Mapbox\-powered browser\-based annotation interface for custom ML models — reducing annotation cycle times from days \(desktop GIS tools \+ file handoffs\) to minutes via direct streaming from the platform\. • Designed dynamic Vue\.js components in TypeScript for real\-time telemetry updates using WebSocket connections — type\-safe payloads ensured schema changes in drone data didn't silently break the UI\.

Devops Intern at Easebuzz, Jun 2023 \- Aug 2023 · 3 mos, Pune District, • Improved deployment efficiency by 40% through CI/CD pipeline optimisations with Jenkins — parallel stage execution, dependency caching, and artifact reuse across builds\. • Architected ELK stack \+ Grafana integration for centralised log aggregation and real\-time infrastructure monitoring across microservices deployed on AWS \(EC2, Lambda, RDS\)\.

Senior Communication Subsystem Member at Parikshit Student Satellite, Dec 2022 \- Aug 2023 · 9 mos, Udipi, Karnataka, India

Team Member at Parikshit Student Satellite, Jan 2021 \- Dec 2022 · 2 yrs, Udipi, Karnataka, India

Taskphase Recruit at Parikshit Student Satellite, Nov 2020 \- Jan 2021 · 3 mos, Udipi, Karnataka, India

Full\-stack Developer at Mind Commute, Sep 2020 \- Aug 2023 · 3 yrs, \- Built and developed an innovative mental health website, orchestrating a captivating front\-end interface through the integration of HTML, CSS5, JS, and Bootstrap\. \- Orchestrated a dynamic user experience powered by the cutting\-edge Python Django Framework, catalyzing an astonishing 100\+ registered users in user engagement and invaluable feedback\.

## Education

Bachelor of Technology \- BTech, EIE, Manipal institute of technology

High School Diploma, PCM with CS, The Khaitan School

## Public links

- github: https://github\.com/abhinav2712

[View the original profile](https://tal.club/meet/abhinav-kumar-19)

```json
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "Person",
      "@id": "https://tal.club/meet/abhinav-kumar-19#person",
      "name": "Abhinav Kumar",
      "url": "https://tal.club/meet/abhinav-kumar-19",
      "image": "https://tal.club/meet/abhinav-kumar-19/profile-photo.jpg",
      "description": "Meet Abhinav Kumar, Full Stack Software Engineer | Building production Python APIs & ML pipelines at Skylark Drones | TypeScript | Django | DevOps | AWS | Microservices based in Bengaluru. AI stack includes antigravity, claude code, and claude. Explore public work links including github.",
      "jobTitle": "Software Engineer",
      "worksFor": {
        "@type": "Organization",
        "name": "Skylark Drones"
      },
      "hasOccupation": {
        "@type": "Occupation",
        "name": "Software Engineer"
      },
      "homeLocation": {
        "@type": "Place",
        "name": "Bengaluru"
      },
      "alumniOf": [
        {
          "@type": "EducationalOrganization",
          "name": "Manipal institute of technology"
        },
        {
          "@type": "EducationalOrganization",
          "name": "The Khaitan School"
        }
      ],
      "knowsAbout": [
        "antigravity",
        "claude code",
        "claude",
        "codex",
        "gemini",
        "github copilot"
      ],
      "sameAs": [
        "https://github.com/abhinav2712"
      ],
      "mainEntityOfPage": {
        "@id": "https://tal.club/meet/abhinav-kumar-19#webpage"
      }
    },
    {
      "@type": "ProfilePage",
      "@id": "https://tal.club/meet/abhinav-kumar-19#webpage",
      "url": "https://tal.club/meet/abhinav-kumar-19",
      "name": "Abhinav Kumar on Tal",
      "description": "Meet Abhinav Kumar, Full Stack Software Engineer | Building production Python APIs & ML pipelines at Skylark Drones | TypeScript | Django | DevOps | AWS | Microservices based in Bengaluru. AI stack includes antigravity, claude code, and claude. Explore public work links including github.",
      "dateModified": "2026-09-10T18:59:47.942Z",
      "isPartOf": {
        "@id": "https://tal.club/#website"
      },
      "mainEntity": {
        "@id": "https://tal.club/meet/abhinav-kumar-19#person"
      },
      "primaryImageOfPage": {
        "@type": "ImageObject",
        "url": "https://tal.club/meet/abhinav-kumar-19/profile-photo.jpg",
        "contentUrl": "https://tal.club/meet/abhinav-kumar-19/profile-photo.jpg",
        "caption": "Abhinav Kumar profile photo on Tal"
      },
      "inLanguage": "en-IN"
    }
  ]
}
```