# Sagar Gupta

Cloud Consultant, Professional Services (DevOps/MLOps) at AWS. Hyderabad, India.

Cloud consultant at AWS Professional Services. Terraform, CI/CD, security guardrails and SageMaker MLOps pipelines, plus the MCP servers and Claude Code skills I build to do that work faster.

## About

- Hi, my name is Sagar Gupta.
- Cloud consultant at AWS Professional Services. DevOps work for State Street and DTCC, and now DevOps and IaC lead on RWS's data-centre exit and new landing zone: 4,000+ resources as code, per-account setup cut ~90% (3+ days to under 4 hours), and network onboarding automated from a ticket per VPC to minutes.
- Two samples published by AWS under aws-samples (a SageMaker MLOps pipeline and an Organizations governance layer), an architecture pattern on AWS Prescriptive Guidance, and merged PRs in Apache Airflow, Feast, awslabs/mcp, axios and multer.
- MCA from NIT Warangal (CGPA 8.38, NIMCET AIR 208). Five active AWS certifications.
- LeetCode Guardian (2166 peak rating, top 1.1% of contestants), 1800+ problems across LeetCode and GeeksforGeeks, 107 contests. Google Kick Start '22 Top 5%.

## Impact

- Clients served: 3 (State Street, DTCC, RWS)
- Resources under Terraform (RWS): 4,000+
- HCP Terraform workspaces (RWS): 20+
- Security controls (State Street landing zone, team): 1000+
- Client CSAT: 10/10 (State Street, at project close)
- Faster account setup: ~90% (RWS: 3+ days to under 4 hours)
- AWS samples: 2 (Published by AWS under aws-samples)
- TFC Ambassador: 5x (AI/ML, NGDE, CloudOps, Agentic AI, Serverless)

## Experience

### Cloud Consultant - Professional Services (DevOps/MLOps), Amazon Web Services

August 2024 - Present | Hyderabad, India | Full-time

Assisting enterprise customers in designing, migrating, implementing, and building scalable solutions on AWS with infrastructure automation and MLOps.

#### Lead DevOps Consultant - RWS (Ongoing) (Feb 2026 - Present)

- Accounts were created by a legacy pipeline and the landing zone had no infrastructure as code. I built it in Terraform: Organizations OUs with Control Tower baselines, SCPs and tag policies, and an account baseline that gives every account OIDC deploy roles and a security baseline (IMDSv2, EBS encryption, public-access blocks, no default VPC). 4,000+ resources across 20+ Terraform Cloud workspaces with none failing, and per-account setup cut ~90% (3+ days to under 4 hours).
- Every new VPC, route and firewall rule needed a network-team ticket. I built two Transit Gateway hubs in separate AWS Regions with Network Firewall inspection, VPN and Direct Connect, plus self-service onboarding: each new workload gets its own route table within 15 minutes and firewall access by tag in about a minute.
- Backup, patching and access were set up account by account. I moved them into code: AWS Backup with a delegated-admin vault and SSM Patch Manager in every workload account, and IAM Identity Center permission sets with least-privilege deploy roles.
- AWS IPAM had been ruled out on cost. I measured real billing in a sandbox, showed that prefix delegation cut the projected cost by about 94%, and the customer approved it; a multi-level IP pool tree is now live.
- Every production change goes through the customer's change control and is applied by their engineers. I mirrored the estate in a sandbox so each change runs there first through the same least-privilege role, and brought console-made changes into Terraform without a single diff.
- Faster delivery: a second landing zone foundation stood up in about four weeks, ahead of schedule; a blocker on a private Kubernetes endpoint was fixed the next day with a self-hosted Terraform agent; a hybrid network link went live in one day; reusable Terraform modules replaced copied code. Kiro and Claude Code drove the specs and 50+ design documents with 130+ architecture figures.
- Skills: AWS, AWS Organizations, SCPs, Tag Policies, Security Hub, Config Rules, Transit Gateway, VPC, Direct Connect, VPN, Route 53, Terraform, GitHub Actions, Cloud Migration, Solution Architecture, Kiro

#### DevOps Consultant - DTCC (Aug 2025 - Nov 2025)

- Refactored and created critical Terraform infrastructure code to enhance security and scalability, solving complex legacy modernization challenges in financial services.
- Used Amazon Q to accelerate code analysis and migration assessments, transforming infrastructure patterns to align with cloud-native principles.
- Partnered with client engineering teams on secure infrastructure practices and knowledge transfer.
- Skills: AWS, Terraform, Amazon Q, CloudFormation, DevSecOps, Cloud Migration

#### Medical Image Classification MLOps Pipeline (SME Program) (Jun 2025 - Aug 2025)

- Architected end-to-end MLOps pipeline on SageMaker, automating data processing, multi-model training, and ensemble model creation for medical image classification.
- Deployed production SageMaker endpoints with blue-green deployment, auto-scaling, and drift detection - enabling zero-downtime model updates with automatic rollback.
- Provisioned entire infrastructure with Terraform and built CI/CD via CodePipeline and CodeBuild, deploying CloudFront frontend and API Gateway + Lambda inference API.
- Generalized and published by AWS as an official sample under the aws-samples organization (MIT-0) - 86 Terraform files across 4 stacks and 13 reusable modules, with clinical quality gates, closed-loop drift retraining, and responsible-AI safeguards (Fairlearn bias gates, Model Cards, Bedrock Guardrails, A2I review).
- Skills: AWS, SageMaker, CloudWatch, Lambda, API Gateway, EventBridge, CodePipeline, CloudFront, Terraform, Python

#### DevOps Consultant - State Street (Oct 2024 - Aug 2025)

- Built Terraform for about 10 AWS services with automated tests (tftest, PyTest) on the landing zone team, part of the path that opened 38+ services to application teams.
- Designed Amazon Detective enablement: delegated admin moved from the Control Tower management account to the Audit account through an AFT customization, organization-wide auto-enable in Terraform, and GuardDuty findings cut from 6-hour to 15-minute notifications.
- Worked on EBS consumer-service design, compute service enablement and EC2 patching reviews, and on the security solution behind 1,000+ preventative controls aligned with CCMv4.0.
- Collaborated across Landing Zone, Compliance, Security and Migrations workstreams. The landing zone went live across the firm in 2025 (team result); the project closed with a 10/10 CSAT.
- Skills: AWS, Terraform, tftest, PyTest, EventBridge, CloudWatch, SNS, EBS, Detective, CCMv4.0, Security Hardening

#### Internal contributions and recognition

- Tech Talk: Automating Unit Testing for Terraform using Terraform Test and PyTest frameworks (2025)
- Tech Talk: GitOps Configuration Safety with Health Checks and Pipeline Gating (2026)
- APG Pattern (co-author): Secure PR Previews and Approval-Gated Releases for Amplify Gen 2 with GitHub Actions (2025)
- 3 APG Patterns Peer Reviewed (2025-2026)
- AWS Sample Published: SageMaker Image Classification MLOps Pipeline (aws-samples, MIT-0) (2026)
- AWS Sample Published: Terraform AWS Organizations Governance on Control Tower (aws-samples, MIT-0) (2026)
- ProServe MLOps SME Program Graduate (2025)
- 5x TFC Ambassador: AI/ML, NGDE (Graduated), CloudOps (AWS DevOps Agent), Agentic AI, Serverless (2025-2026)
- Associate Speaker Certification (2026)
- AWS T&C Subject Matter Expert (SME) Program Contributor (2025)
- ML Hackathon 2025 - 26th/238 teams (2025)

### Associate Professional Services - DevOps, Amazon Web Services

March 2024 - July 2024 | Hyderabad, India | Internship

Underwent extensive hands-on DevOps and Cloud training, delivered multiple proof-of-concepts, and contributed to a production ECS migration project using Terraform and CI/CD pipelines.

#### ECS Application Deployment with Terraform (Mar 2024 - Jul 2024)

- Migrated on-premises web application to AWS ECS, implementing high-availability architecture and CI/CD pipeline using AWS CodePipeline, reducing maintenance overhead.
- Architected infrastructure as code using Terraform, managing AWS resources including VPC, ALB, and ECS clusters while implementing blue-green deployment strategy for zero-downtime updates.
- Automated Docker image building and deployment process through integration of AWS CodeBuild, CodeDeploy, and Amazon ECR, streamlining application delivery workflow.
- Established comprehensive monitoring solution using AWS X-Ray and CloudWatch for distributed tracing and full observability of application performance.
- Skills: AWS, ECS, CodePipeline, ECR, X-Ray, CloudWatch, Terraform, Docker, CodeBuild, CodeDeploy, VPC, ALB, Blue-Green Deployment

#### Internal contributions and recognition

- TechU Graduate (2024)

### Software Developer Associate, Ikarus-3D

May 2023 - July 2023 | Mohali, India | Internship

Containerized and deployed production applications on AWS, building CI/CD pipelines and establishing code quality infrastructure.

#### Web Application Containerization and Deployment (May 2023 - Jul 2023)

- Containerized application with Docker and deployed to AWS using ECR and ECS services.
- Implemented comprehensive CI/CD pipeline using GitHub Actions, automating linting, testing, building, and deployment processes.
- Standardized codebase with multi-language linting (pylint, flake8, Black, ESLint, Stylelint) and unit testing (Pytest, Jest).
- Deployed SonarQube on AWS EC2 with RDS integration for continuous code quality analysis.
- Provisioned Forem platform using Ansible for streamlined infrastructure automation.
- Skills: AWS, EC2, ECR, ECS, RDS, Docker, GitHub Actions, SonarQube, Ansible, Python, JavaScript, CI/CD

### Additional Secretary, CSEA, NIT Warangal

August 2023 - June 2024

- Member of the Contest Team, organizing competitive programming events and coding challenges.
- Member of the Development Team, building and maintaining web applications for the club.

### Class Representative, MCA Final Year, NIT Warangal

August 2023 - June 2024

- Facilitate effective communication between students and faculty, representing the class in meetings.
- Collaborate with class representatives to address student concerns and enhance the learning environment.

## Projects

### Featured

- **SageMaker Image Classification MLOps** (July 2026): Published by AWS under the aws-samples organization (MIT-0) - an end-to-end, production-shaped MLOps pipeline for image classification on Amazon SageMaker, declared entirely in Terraform across 86 files and 13 reusable modules. Event-driven ingestion, multi-architecture training behind hard clinical quality gates, human-approved governed deployment, and a closed drift-to-retrain loop. The worked example classifies medical images, but the architecture is domain-agnostic.
  - Tech: Terraform, Amazon SageMaker, SageMaker Pipelines, Python, TensorFlow, AWS Lambda, EventBridge, CodePipeline, Amazon Bedrock
  - Problem: Taking an image classifier to production on SageMaker means wiring data validation, training, quality gates, governed deployment and drift monitoring into one lifecycle.
  - What I built: Wrote the whole pipeline in Terraform, 86 files across 4 stacks and 13 reusable modules, published by AWS under aws-samples (MIT-0).
  - Key decisions: Terraform owns every persistent resource; Lambda only orchestrates; Clinical quality gate is a hard pipeline condition, or nothing is registered; Every model registers as PendingManualApproval, so a person approves each deployment; Blue/green canary rollout that rolls back on error and latency alarms
  - Outcome: Drift and fairness alarms restart training on their own, a reviewer still approves every rollout, and scans report 0 checkov failed checks and 0 bandit issues.
  - Links: [GitHub](https://github.com/aws-samples/sample-sagemaker-image-classification-mlops)
- **AWS Organizations Governance on Control Tower** (September 2026): Published by AWS under the aws-samples organization (MIT-0), the second after the SageMaker MLOps sample - a Terraform governance layer for AWS Organizations on top of an existing Control Tower landing zone. It declares the OU hierarchy, all six Organizations policy types, Control Tower baselines and controls, and delegated administrators for 15 AWS services, all from the management account.
  - Tech: Terraform, AWS Organizations, AWS Control Tower, Service Control Policies, Resource Control Policies, AWS Security Hub, Amazon GuardDuty, IAM Identity Center
  - Problem: Teams on an existing Control Tower landing zone still need their OUs, all six Organizations policy types, controls and delegated administrators managed as code.
  - What I built: Wrote a Terraform root deployment for the management account, published by AWS under aws-samples, covering OUs, 21 policy documents, Control Tower controls and 15 delegated admins.
  - Key decisions: A root deployment, not a module, run only from the management account; Creates nothing in member accounts; Macie enablement is the one documented exception; Control Tower owned OUs are targeted but never recreated; Four classes of bad input are rejected at terraform plan, not apply
  - Outcome: Pick one of five scenarios, from minimal to data residency, set account IDs, and apply OU, policy, control and delegation changes from the management account.
  - Links: [GitHub](https://github.com/aws-samples/sample-aws-terraform-org-governance)
- **Kalchar** (May 2026): Production folk-art portfolio and commission site for a traditional artist - Madhubani, Pichwai, Lippan, and Gond artwork gallery with a buy filter, events, workshops, custom orders, and a server-rendered admin panel. Public pages are static, catalog lives in Neon Postgres behind a single data seam, and artwork images are served from Cloudflare R2.
  - Tech: Next.js 16, React 19, TypeScript, Tailwind CSS 4, Neon Postgres, Drizzle ORM, Cloudflare R2, Vercel
  - Problem: A traditional folk artist needed one site to show Madhubani, Pichwai, Lippan and Gond work, list events and workshops, and take custom orders.
  - What I built: Built the production site at kalchar.co.in, from the public gallery and order flows to a server-rendered admin panel.
  - Key decisions: Static/SSG public pages, server-rendered admin and auth on Vercel; Every catalog read goes through one data seam over Neon Postgres; Admin login with Auth.js and Google, gated by a maintainer allowlist in the DB; Artwork image variants served from Cloudflare R2
  - Outcome: Allowlisted maintainers manage artworks, events and the artist profile from the admin panel, and buyers hand off orders over WhatsApp.
  - Links: [GitHub](https://github.com/Sagargupta16/kalchar) | [Live](https://kalchar.co.in/)
- **GitScope** (March 2026): A Chrome extension plus web dashboard that adds deep GitHub profile insights - 9-stat grid, coding personality badges, language breakdown, activity heatmap, contribution donut, repo growth timeline, profile comparison, and a leaderboard across everyone you follow. Published on the Chrome Web Store with GitHub OAuth for traffic analytics.
  - Tech: JavaScript, TypeScript, Chrome Extension, Manifest V3, GitHub GraphQL API, Cloudflare Workers, esbuild
  - Problem: A GitHub profile page leaves out streaks, PR merge rate, language breakdown and head-to-head comparison with the people you follow.
  - What I built: Built a Manifest V3 Chrome extension that injects a stats panel into GitHub profiles, plus a React web dashboard and a Cloudflare Worker for OAuth.
  - Key decisions: Vanilla JS extension with zero runtime dependencies, bundled by esbuild; A Cloudflare Worker keeps the OAuth client secret server-side; Traffic analytics is a separate permission upgrade from basic sign-in; Local caching of 5 to 10 minutes to avoid redundant calls and rate limits
  - Outcome: Published on the Chrome Web Store, it adds a 9-stat panel to every GitHub profile you visit, and signed-in users see views, clones and referrers per repo.
  - Links: [GitHub](https://github.com/Sagargupta16/GitScope) | [Live](https://chromewebstore.google.com/detail/gitscope/fndaanihifimmlnmkjdmjbbkbdajolff)
- **Ledger Sync** (July 2026): A self-hosted personal finance dashboard (v2.28.0) with an AI chatbot that uses 15 read-only tool calls to answer questions about your spending, trends, tax, and goals. Upload Excel/CSV bank statements, get SHA-256 deduplication, 50/30/20 budgeting, bill calendar, GST analysis, subscription tracking, year-in-review, FIRE planning (Lean/Barista/Standard/Fat), India FY tax estimation, Sankey cash flow, and a Financial Health Score across 8 metrics.
  - Tech: TypeScript, React 19, FastAPI, SQLite, Tailwind CSS, AWS Bedrock, OpenAI, Anthropic
  - Problem: People want useful analysis of their own finances, including Indian fiscal-year tax planning, without granting direct bank access or paying a recurring subscription.
  - What I built: Built a self-hosted React 19 and FastAPI finance workspace with statement import, 26 protected workspace pages, and an AI assistant.
  - Key decisions: Statements are parsed in the browser; only validated JSON rows reach the API; Deterministic SHA-256 transaction IDs with occurrence counters keep re-imports idempotent; Ledger commit and analytics refresh are separate, so analytics can retry alone; The assistant fetches data through 15 read-only, user-scoped tools, not one large prompt
  - Outcome: Upload an Excel or CSV statement, then explore budgets, India FY tax estimates, FIRE plans and an 8-metric Financial Health Score, or ask the assistant.
  - Links: [GitHub](https://github.com/Sagargupta16/ledger-sync) | [Live](https://sagargupta.online/ledger-sync/)
- **LeetCode Rating Predictor** (December 2023): Full-stack LeetCode contest rating predictor using a Dense neural network trained on 121K+ contest records, featuring a FastAPI backend with LeetCode GraphQL integration and a React glassmorphism frontend.
  - Tech: Python, React 19, FastAPI, TensorFlow, Keras, GraphQL
  - Problem: LeetCode contestants want an estimate of how a given contest rank will change their rating.
  - What I built: Built a FastAPI backend that pulls ranks through LeetCode GraphQL and a React frontend, around a Dense neural network trained on past contest records.
  - Key decisions: Replaced an LSTM with a Dense network because the input is tabular; Serves with NumPy on exported weights; TensorFlow is needed only to retrain; All LeetCode data goes through GraphQL, since the REST ranking API is blocked; A golden test pins model output so a re-export cannot silently change predictions
  - Outcome: Test MAE is 7.84 rating points, and serving without TensorFlow shrank the runtime environment to ~65 MB instead of ~1.8 GB.
  - Links: [GitHub](https://github.com/Sagargupta16/LeetCode_Rating_Predictor) | [Live](https://leetcode-rating-predictor.onrender.com/)
- **Blue Green AWS Terraform** (July 2025): A comprehensive Infrastructure as Code solution for implementing Blue-Green deployment on AWS using Terraform, providing a complete CI/CD pipeline with zero-downtime deployments across ECS on EC2, ALB, CodePipeline, and KMS-encrypted artifacts.
  - Tech: Terraform, AWS, Docker, ECS on EC2, CodePipeline, HCL
  - Problem: Shipping a container to production without downtime needs blue/green routing, a promotion path from test to prod, and rollback, wired the same way in every environment.
  - What I built: Wrote the Terraform that provisions the network, ECR, CI/CD pipelines and three isolated ECS environments for dev, test and prod in one terraform apply.
  - Key decisions: Build once and promote the same artifact: test, manual approval, then prod; CodeDeploy canary sends 30% of traffic for 1 minute, with automatic rollback; Separate ECS cluster, ALB and Auto Scaling group per environment; One KMS key encrypts artifacts end to end; pipeline IAM has no wildcards
  - Outcome: A push to main builds once, passes an 80% test coverage gate, deploys to test, and reaches prod after approval with zero downtime.
  - Links: [GitHub](https://github.com/Sagargupta16/Blue_Green_AWS_Terraform)
- **Instagram Likes Leaderboard** (February 2026): A browser-based tool with three modes - Likes Leaderboard, Stats Dashboard, and Follower Analysis - that scans your Instagram posts and surfaces your biggest fans, ghost followers, non-mutuals, and engagement metrics. No downloads or sign-ups required.
  - Tech: TypeScript, Preact, Browser API, Instagram API, SCSS
  - Problem: Instagram shows a like count on each post, but not who your most frequent likers are or who does not follow you back.
  - What I built: Built a Preact and TypeScript bundle that runs in the browser console on your own profile and scans posts, likers and follow lists.
  - Key decisions: No server: requests go straight from your browser using your own session; One sequential requester, random 2 to 3 second gaps, capped at 250 requests; Auth, challenge or rate-limit responses stop the run with no retry; Completed scans cached locally for 24 hours, scoped to the account
  - Outcome: Paste one script and get a likes leaderboard, a stats dashboard and an optional follower comparison, with CSV and JSON exports and no sign-up.
  - Links: [GitHub](https://github.com/Sagargupta16/InstagramLikesLeaderboard) | [Live](https://sagargupta.online/InstagramLikesLeaderboard/)
- **Personal Portfolio** (October 2022): This site - a minimal dark developer portfolio with an ambient aurora background, project cards with live screenshots and animated SVG covers, and a fully data-driven JSON architecture. Built with React 19, Vite 8, Tailwind CSS v4, Motion, and Lenis smooth scroll.
  - Tech: React 19, Vite 8, Tailwind CSS v4, Motion, Lenis, EmailJS
  - Problem: A portfolio has to stay current across projects, experience and certifications without editing components every time something changes.
  - What I built: Built this site in React 19, TypeScript, Vite 8 and Tailwind CSS v4, with every section driven by JSON files under the data folder.
  - Key decisions: JSON content checked by a validator: required fields, unique IDs, cover parity; Sections load near the viewport instead of in the initial bundle; Persisted Full/Reduced motion toggle, with Full as the default; Certifications synced weekly from Credly and validated before the bot commits
  - Outcome: Most updates are a JSON edit, and CI deploys to GitHub Pages only after formatting, lint, types, data validation and the test suite pass.
  - Links: [GitHub](https://github.com/Sagargupta16/portfolio-react) | [Live](https://sagargupta.online/portfolio-react/)
- **SelfHub** (March 2025): A Model Context Protocol (MCP) server that acts as your personal digital memory hub - store notes, preferences, code snippets, tasks, and any info from any MCP-enabled AI assistant (Claude Desktop, VS Code Copilot). Your personal knowledge base travels with you across AI conversations.
  - Tech: TypeScript, MCP, Node.js, pnpm
  - Problem: What you tell one AI assistant does not carry over to the next conversation or to a different MCP client.
  - What I built: Built a TypeScript MCP server with 9 tools for storing, searching and grouping memories, backed by MongoDB, for Claude Desktop and VS Code Copilot.
  - Key decisions: stdio transport, so Claude Desktop and VS Code launch it from their config; Separate MCP, service and storage layers over MongoDB via Mongoose; Contexts group related memories and load them on activation
  - Outcome: Any MCP client can store, search and recall the same memories, and they persist across server restarts in MongoDB.
  - Links: [GitHub](https://github.com/Sagargupta16/SelfHub)

### Collaborative

- **Code Arena** (April 2026): A real-time competitive coding platform where 2-5 friends race to solve LeetCode problems with built-in C++ and Python execution via sandboxed Piston containers.
  - Tech: React 19, TypeScript, FastAPI, WebSocket, MongoDB, Monaco Editor, Piston, GitHub OAuth
  - Links: [GitHub](https://github.com/Sagargupta16/code-arena) | [Live](https://sagargupta.online/code-arena/)
- **Placemento** (January 2024): A comprehensive web-based placement management system for MCA students at NIT Warangal, with student dashboards, company profiles, placement analytics, JWT + email OTP auth, interview experience sharing, and role-based access control.
  - Tech: React 19, Node.js, Express, MongoDB Atlas, Recharts, JWT, Email OTP
  - Links: [GitHub](https://github.com/MCA-NITW/placemento)
- **Lingua Connect** (March 2024): An interactive online platform built on the MERN stack, connecting language learners with personalized tutors for tailored online lessons.
  - Tech: MongoDB, Express.js, React, Node.js, Video Calls, Payment Integration
  - Links: [GitHub](https://github.com/Sagargupta16/Lingua-Connect)
- **LeetCode Among Us** (August 2023): A competitive LeetCode tracking platform for MCA NITW students with personal dashboards, real-time leaderboards, contest performance tracking, and badge collections.
  - Tech: React 18, Node.js, Express, MongoDB, React Icons
  - Links: [GitHub](https://github.com/MCA-NITW/leetcode_among_us) | [Live](https://leetcode-among-us.onrender.com/)
- **MCA NITW Website** (February 2023): The official web portal for the MCA department at NIT Warangal - alumni networking, student directory, study materials, placement cell coordination, and CR cell panel.
  - Tech: React 19, React Router 7, Material-UI, Express 4, MongoDB, Mongoose
  - Links: [GitHub](https://github.com/MCA-NITW/mca_nitw)
- **Noobathon** (April 2022): A team hackathon project built during MCA 1st year at the CSEA Noobathon event, featuring a responsive web page created collaboratively in a team of 3.
  - Tech: HTML5, CSS3, Hackathon
  - Links: [GitHub](https://github.com/sayani13-glitch/noobathon_ON-11_1) | [Live](https://sayani13-glitch.github.io/noobathon_ON-11_1/)

### Other

- **Kinfolk** (August 2026): Collaborative family graph where relatives each keep their own record, invite each other, and join matching people without either side losing their copy.
  - Tech: Next.js 16, TypeScript, Neon Postgres, Drizzle ORM, Auth.js v5, React Flow, ELK, Tailwind CSS 4
  - Links: [GitHub](https://github.com/Sagargupta16/kinfolk) | [Live](https://sagargupta.online/kinfolk/)
- **Orbit** (July 2026): Personal CRM for the people in your orbit: contacts, connections, and interaction history in a tabular relationship dashboard.
  - Tech: FastAPI, Python 3.13, SQLAlchemy 2, Alembic, React 19, TypeScript, Vite, Neon Postgres
  - Links: [GitHub](https://github.com/Sagargupta16/orbit) | [Live](https://sagargupta.online/orbit/)
- **Sagas** (July 2026): A living library of unfinished books - original fantasy, fan fiction, and essays written in the open, one chapter at a time.
  - Tech: Astro 7, TypeScript, Markdown, Content Collections, GitHub Pages
  - Links: [GitHub](https://github.com/Sagargupta16/sagas) | [Live](https://sagargupta.online/sagas/)
- **Instagram Autopilot** (July 2026): Fully automated Instagram content creation and posting powered by AWS Bedrock AI and Composio v3, publishing live daily.
  - Tech: Python, AWS Bedrock, Stability Image Ultra, Claude Opus, Composio v3 API, GitHub Actions
  - Links: [GitHub](https://github.com/Sagargupta16/instagram-autopilot)
- **Financial Dashboard** (February 2026): The original Excel-upload financial dashboard that evolved into Ledger Sync.
  - Tech: TypeScript, React 19, Tailwind CSS, Chart.js, Vite
  - Links: [GitHub](https://github.com/Sagargupta16/Financial-Dashboard) | [Live](https://sagargupta.online/Financial-Dashboard/)
- **AWS DevOps Infrastructure** (November 2023): A full-stack FARM (FastAPI, React, MongoDB) application containerized with Docker and deployed on AWS ECS, with a comprehensive CI/CD pipeline using GitHub Actions and Amazon ECR.
  - Tech: AWS, Docker, FastAPI, React, GitHub Actions, MongoDB Atlas
  - Links: [GitHub](https://github.com/Sagargupta16/DevOps-AWS-FARM)
- **AI Code Translator** (January 2025): An AI-powered code translation tool that converts code between 50+ programming languages using OpenAI's API.
  - Tech: Next.js, TypeScript, OpenAI API, CodeMirror, Tailwind CSS
  - Links: [GitHub](https://github.com/Sagargupta16/ai-code-translator) | [Live](https://ai-code-translator-delta-six.vercel.app)
- **Stock Market Prediction** (December 2023): An LSTM neural network that predicts stock prices for major tech companies (AAPL, MSFT, AMZN, TSLA) using historical market data from Yahoo Finance with moving averages and technical analysis visualizations.
  - Tech: Python, PyTorch, LSTM, Yahoo Finance API, Matplotlib, Jupyter
  - Links: [GitHub](https://github.com/Sagargupta16/Stock-market-prediction)
- **Brainstorm Verse** (August 2023): A modern idea-sharing platform built with Next.js 16 App Router where creativity meets collaboration.
  - Tech: TypeScript, Next.js 16, MongoDB 8, Tailwind CSS, shadcn/ui, Clerk, UploadThing
  - Links: [GitHub](https://github.com/Sagargupta16/brainstorm-verse)
- **Authentication System** (September 2023): A production-ready MERN authentication module with JWT tokens (7-day expiry), bcrypt password hashing, Joi password-complexity validation, and a CORS-enabled Express API with a token-gated React home route.
  - Tech: Express, React, MongoDB, Mongoose, JWT, bcrypt, Joi
  - Links: [GitHub](https://github.com/Sagargupta16/Authentication-System)
- **Contact Manager** (July 2022): A full-stack MERN contact management app with MongoDB persistence, full CRUD, search/filter, dark/light mode with localStorage, and zero-refresh SPA navigation via React Router.
  - Tech: React 19, React Router 7, Express 5, MongoDB, Mongoose 8, Node.js
  - Links: [GitHub](https://github.com/Sagargupta16/Contact-Manager-Mern) | [Live](https://sagargupta.online/Contact-Manager-Mern/)
- **Tour Vibes** (March 2023): A full-stack MERN travel journal with JWT auth, image uploads via Multer, community and personal feeds with pagination, likes/comments, full-text search across titles/content/tags, and Framer Motion animations.
  - Tech: React 19, Vite 7, Tailwind CSS 4, shadcn/ui, Framer Motion, Express 5, Mongoose 9, JWT, Multer
  - Links: [GitHub](https://github.com/Sagargupta16/tour-vibes)
- **PacMan Game Unity** (June 2022): A classic Pac-Man game recreated using Unity Engine with C# scripting for an authentic gaming experience.
  - Tech: Unity, C#, Game Development, Unity2D
  - Links: [GitHub](https://github.com/Sagargupta16/PacMan-Game__UnityEngine)
- **Minesweeper Game Unity** (June 2022): A classic Minesweeper game recreated using Unity Engine with C# scripting, featuring grid-based gameplay and mine detection mechanics.
  - Tech: Unity, C#, Game Development, Unity2D
  - Links: [GitHub](https://github.com/Sagargupta16/Minesweeper-Game__UnityEngine)
- **Snake Game Unity** (June 2022): A classic Snake game built using Unity Engine with C# scripting, featuring timer-stepped grid movement, adjustable speed sliders, and score tracking.
  - Tech: Unity, C#, Game Development, Unity2D
  - Links: [GitHub](https://github.com/Sagargupta16/Snake-Game__UnityEngine)
- **Flappy Bird Game Unity** (June 2022): A Flappy Bird clone built using Unity Engine with C# scripting, featuring physics-based gameplay and pipes that oscillate up and down at different speeds.
  - Tech: Unity, C#, Game Development, Unity2D
  - Links: [GitHub](https://github.com/Sagargupta16/FlappyBird-Game__UnityEngine)

### Community and tools

- **GitHub Stats Card Action** (September 2026): A GitHub Action that renders an animated GitHub stats card as an SVG in your own repo, so your profile README never depends on a hosted widget.
  - Tech: Python 3.13, GitHub Actions, GitHub GraphQL API, SVG
  - Links: [GitHub](https://github.com/Sagargupta16/github-stats-card-action) | [Live](https://github.com/marketplace/actions/self-hosted-github-stats-card)
- **LeetCode Card Action** (September 2026): A GitHub Action that renders an animated LeetCode card as an SVG in your own repo.
  - Tech: Python 3.13, GitHub Actions, LeetCode GraphQL, SVG
  - Links: [GitHub](https://github.com/Sagargupta16/leetcode-card-action) | [Live](https://github.com/marketplace/actions/leetcode-card)
- **OSS Contributions Card Action** (September 2026): A GitHub Action that finds your merged and open pull requests to other people's repos through the GitHub GraphQL search, with no manual list to maintain, and renders them as animated SVG cards in your own repo: a summary card, a merged list, and an in-review list.
  - Tech: Python 3.13, GitHub Actions, GitHub GraphQL API, SVG
  - Links: [GitHub](https://github.com/Sagargupta16/oss-contributions-card-action) | [Live](https://github.com/marketplace/actions/oss-contributions-card)
- **readme-kit** (September 2026): A GitHub Action that turns one profile.yml into a matching set of self-hosted animated SVG cards for your GitHub profile README: hero, terminal, section headers, divider, footer, timeline, tiles, panels, stats, buttons, and project cards.
  - Tech: Python 3.13, GitHub Actions, YAML, SVG
  - Links: [GitHub](https://github.com/Sagargupta16/readme-kit-action) | [Live](https://github.com/marketplace/actions/readme-kit)
- **skillcheck** (July 2026): Conformance suite for Agent Skills (SKILL.md), published on npm.
  - Tech: TypeScript, Node.js, npm, GitHub Actions, SARIF
  - Links: [GitHub](https://github.com/Sagargupta16/skillcheck) | [Live](https://www.npmjs.com/package/@sagargupta1610/skillcheck)
- **ITR Agent** (July 2026): Local-first MCP server that walks you through filing an Indian income tax return, published on npm.
  - Tech: TypeScript, MCP Protocol, Node.js, npm
  - Links: [GitHub](https://github.com/Sagargupta16/itr-agent) | [Live](https://www.npmjs.com/package/itr-agent)
- **Claude Skills** (June 2026): Custom Claude Code plugin marketplace (v5.2.0) with 16 curated plugins covering dev workflow, Docker, dependency audits, refactoring, git workflows, open source contributions, Python clean code, animation, and more.
  - Tech: Claude Code, Plugin Marketplace, Markdown, JSON, GitHub Actions
  - Links: [GitHub](https://github.com/Sagargupta16/claude-skills)
- **Claude Cost Optimizer** (March 2026): Installable Claude Code plugin with cost-mode skill that saves 30-60% on costs through concise responses, model routing, budget hooks, and efficient workflow patterns.
  - Tech: Claude Code, Plugin Marketplace, React, Vite, TypeScript, Python
  - Links: [GitHub](https://github.com/Sagargupta16/claude-cost-optimizer) | [Live](https://sagargupta.online/claude-cost-optimizer/)
- **Bedrock Multi-Model MCP** (April 2026): MCP server for AWS Bedrock - text, image, video generation, and embeddings across Llama 4, Mistral, Nova, Cohere, DeepSeek, Qwen, GPT-OSS, Stability AI, Luma, and Claude.
  - Tech: TypeScript, MCP Protocol, AWS Bedrock, Converse API, Stability AI, Luma Ray 2
  - Links: [GitHub](https://github.com/Sagargupta16/bedrock-multi-model-mcp)
- **MCP Toolkit** (March 2025): Reusable utilities and middleware for building production-ready MCP servers.
  - Tech: TypeScript, MCP Protocol, Node.js, npm
  - Links: [GitHub](https://github.com/Sagargupta16/mcp-toolkit)
- **Claude Code Recipes** (March 2026): 47 copy-paste recipes for Claude Code covering 15 commands, 9 subagents, 5 hooks, skills, workflows, CLAUDE.md templates, and MCP configs.
  - Tech: Claude Code, AI Agents, MCP Protocol, Automation
  - Links: [GitHub](https://github.com/Sagargupta16/claude-code-recipes)
- **Awesome MCP Servers** (March 2025): A curated [awesome] list of Model Context Protocol servers, frameworks, clients, tutorials, and community resources - covering data, developer tools, cloud, productivity, search, AI/ML, finance, and observability.
  - Tech: MCP Protocol, AI Agents, Curated List
  - Links: [GitHub](https://github.com/Sagargupta16/awesome-mcp-servers) | [Live](https://sagargupta.online/awesome-mcp-servers/)
- **Deploy Guide** (March 2025): Step-by-step deployment guides for every platform - 38 guides, 13 platforms, 14 frameworks, 6 databases.
  - Tech: DevOps, AWS, Vercel, Render, GitHub Pages, Cloudflare
  - Links: [GitHub](https://github.com/Sagargupta16/deploy-guide)
- **Agent Recipes** (March 2025): Copy-paste AI agent workflows for real-world developer tasks - code review, testing, migrations, documentation, security scanning, and deployment automation.
  - Tech: AI Agents, Claude Code, Cursor, Aider
  - Links: [GitHub](https://github.com/Sagargupta16/agent-recipes)
- **AI Git Hooks** (March 2026): AI-powered git hooks that review code, generate commit messages, catch bugs, and scan for security issues before you push.
  - Tech: Git Hooks, Claude, OpenAI, Ollama, Bash
  - Links: [GitHub](https://github.com/Sagargupta16/ai-git-hooks)
- **Credly Badge README Action** (March 2026): A GitHub Action that auto-syncs your Credly certifications and badges to your GitHub profile README - no more manual updates when you earn a new cert.
  - Tech: Python 3.13, GitHub Actions, Credly API, Markdown
  - Links: [GitHub](https://github.com/Sagargupta16/credly-badge-readme-action) | [Live](https://github.com/marketplace/actions/credly-badge-readme-updater)

## Open source contributions

- axios/axios: [Synthesize AxiosError message from AggregateError on dual-stack connection failures](https://github.com/axios/axios/pull/11059) (merged, 2026-07-13)
- feast-dev/feast: [Add Claude Code agent skills for Feast](https://github.com/feast-dev/feast/pull/6081) (merged, 2026-03-16)
- PrefectHQ/prefect: [Document that deployment steps are Python functions](https://github.com/PrefectHQ/prefect/pull/20956) (merged, 2026-03-04)
- awslabs/mcp: [Fix Kendra documentation menu to match source directory](https://github.com/awslabs/mcp/pull/2607) (merged, 2026-03-09)
- apache/airflow: [Add template_fields support to SalesforceBulkOperator](https://github.com/apache/airflow/pull/63109) (merged, 2026-03-23)
- cloudposse/terraform-aws-tfstate-backend: [Add S3 native locking docs, fix variable descriptions](https://github.com/cloudposse/terraform-aws-tfstate-backend/pull/197) (merged, 2026-03-24)
- terraform-aws-modules/terraform-aws-dynamodb-table: [Replace deprecated hash_key/range_key with key_schema](https://github.com/terraform-aws-modules/terraform-aws-dynamodb-table/pull/117) (open)
- hashicorp/terraform-provider-aws: [Fix IoT cloudwatch_metric substitution template validation](https://github.com/hashicorp/terraform-provider-aws/pull/46867) (open)
- NirmalScaria/le-git-graph: [Infinite scroll, configurable commit count, and performance improvements](https://github.com/NirmalScaria/le-git-graph/pull/109) (open)
- forem/selfhost: [Fix AWS Ansible deploy + Elastic IP allocation](https://github.com/forem/selfhost/pull/91) (closed)
- anthropics/skills: [Fix: extract procedures into references to fit truncation limit](https://github.com/anthropics/skills/pull/941) (open)
- anthropics/skills: [Fix: merge duplicate plugins to prevent double skill loading](https://github.com/anthropics/skills/pull/942) (open)
- awslabs/agent-plugins: [Fix: check file extension before defusedxml dependency](https://github.com/awslabs/agent-plugins/pull/132) (merged, 2026-04-30)
- awslabs/agent-plugins: [Quote CLAUDE_PLUGIN_ROOT in hook commands to support paths with spaces](https://github.com/awslabs/agent-plugins/pull/212) (merged, 2026-07-08)
- lucide-icons/lucide: [Support kebab-case icon-node prop on Vue Icon component](https://github.com/lucide-icons/lucide/pull/4512) (merged, 2026-07-09)
- aws-ia/terraform-aws-vpc: [Root-caused the Cloud WAN attachment-replacement bug; fix co-authored into v4.8.0](https://github.com/aws-ia/terraform-aws-vpc/commit/489899c7198b6d0099275e2ffee6852b98c6012b) (merged)
- modelcontextprotocol/servers: [Normalize git_log schema across filtered and unfiltered branches](https://github.com/modelcontextprotocol/servers/pull/4470) (closed)
- expressjs/multer: [Do not consume maxCount for files skipped by fileFilter](https://github.com/expressjs/multer/pull/1426) (merged, 2026-08-29)
- aws-ia/terraform-aws-bedrock: [name_prefix, tag propagation, external role support, MCP examples](https://github.com/aws-ia/terraform-aws-bedrock/pull/172) (open)
- anthropics/skills: [Correct path in package_skill.py docstring](https://github.com/anthropics/skills/pull/939) (open)
- hashicorp/terraform-provider-aws: [r/aws_vpc_endpoint: fix policy removal not resetting to default policy](https://github.com/hashicorp/terraform-provider-aws/pull/47940) (open)
- hashicorp/terraform-provider-aws: [r/aws_bedrockagentcore_harness: add additional_params to bedrock_model_config](https://github.com/hashicorp/terraform-provider-aws/pull/48389) (closed)
- hashicorp/terraform-provider-aws: [r/aws_api_gateway_gateway_response: mark status_code Computed to fix persistent diff](https://github.com/hashicorp/terraform-provider-aws/pull/48390) (open)
- hashicorp/terraform-provider-aws: [r/aws_api_gateway_rest_api: apply binary_media_types removal when argument is deleted](https://github.com/hashicorp/terraform-provider-aws/pull/48396) (open)
- awslabs/mcp: [Accept skill-type results in search_documentation](https://github.com/awslabs/mcp/pull/4076) (closed)
- terraform-aws-modules/terraform-aws-atlantis: [Pass service.security_group_egress_rules through to the ECS service security group](https://github.com/terraform-aws-modules/terraform-aws-atlantis/pull/446) (merged, 2026-10-08)
- hashicorp/terraform-provider-aws: [Update integration_http_method and passthrough_behavior in place on aws_api_gateway_integration](https://github.com/hashicorp/terraform-provider-aws/pull/50225) (open)
- hashicorp/terraform-provider-aws: [Replace aws_api_gateway_domain_name when endpoint types change to or from PRIVATE](https://github.com/hashicorp/terraform-provider-aws/pull/50226) (open)

### Community answers

- community/community: [Dependabot fixes not clearing](https://github.com/orgs/community/discussions/190628) (accepted)
- community/community: [Why aren't there any Claude models in my Copilot CLI?](https://github.com/orgs/community/discussions/190641) (accepted)
- community/community: [Best practices for handling persistent 202 responses from the contributor stats API](https://github.com/orgs/community/discussions/190711) (accepted)
- community/community: [List Artifacts REST API returns 500 Error](https://github.com/orgs/community/discussions/209074) (accepted)
- community/community: [git filter-repo rewrote all branch histories - branches now show 5500+ commits ahead/behind main](https://github.com/orgs/community/discussions/190689) (helpful)
- community/community: [Moving from Jenkins-only CI/CD to Docker, what security mistakes should we avoid?](https://github.com/orgs/community/discussions/184822) (helpful)
- aws/aws-cdk: [Can I create a private endpoint in API Gateway while using HTTP API V2?](https://github.com/aws/aws-cdk/discussions/37139) (helpful)
- aws/aws-cdk: [Cross-account SES identity verification CNAME records in Route 53 using CDK](https://github.com/aws/aws-cdk/discussions/36050) (helpful)
- apache/airflow: [How to efficiently test my DAGs on a per-task basis in Airflow 3?](https://github.com/apache/airflow/discussions/63941) (helpful)
- langfuse/langfuse: [HTTPS failing between Langfuse and LiteLLM across ECS clusters](https://github.com/orgs/langfuse/discussions/12145) (helpful)
- actions/runner: [timeout-minutes is not getting respected](https://github.com/actions/runner/discussions/3699) (helpful)
- vercel/next.js: [Implement GitHub OAuth login with Next.js and FastAPI](https://github.com/vercel/next.js/discussions/89637) (helpful)
- strands-agents/harness-sdk: [AWS Lambda Layer Python installation issues](https://github.com/strands-agents/harness-sdk/discussions/1467) (accepted)
- langgenius/dify: [Dify+MCP Agent finishes without executing any tool call](https://github.com/langgenius/dify/discussions/31751) (helpful)

## Skills

- AWS: Organizations, SCPs, RCPs, Tag Policies, Control Tower, IAM Identity Center, IAM, Security Hub, GuardDuty, Detective, Config, KMS, VPC, Transit Gateway, VPC IPAM, Direct Connect, Site-to-Site VPN, Route 53, ALB, CloudFront, API Gateway, EC2, EBS, ECS, ECR, Lambda, S3, RDS, DynamoDB, SNS, EventBridge, Step Functions, CloudWatch, X-Ray, CloudFormation, CDK, CodePipeline, CodeBuild, CodeDeploy, SageMaker, Bedrock, Amazon Q
- DevOps & IaC: Terraform, HCP Terraform, Atlantis, Infrastructure as Code, tftest, PyTest, Packer, Policy-as-Code, Checkov, DevSecOps, Docker, GitHub Actions, CI/CD Pipelines, GitOps, Blue-Green Deployment, Canary Deployments, Cloud Migration, Ansible, Jenkins, Linux
- AI / Machine Learning: MLOps, LLMOps, RAG Pipelines, LLM APIs, Prompt Engineering, Apache Airflow, Prefect, Feast (Feature Store), TensorFlow, Keras, PyTorch, Scikit-learn, Pandas / NumPy, Matplotlib, SHAP / Fairlearn, Ollama, Deep Learning, LSTM / Neural Networks, OpenCV / Image Processing
- AI developer tools: Claude Code, Kiro, MCP Protocol, AI Agent Frameworks, Anthropic SDK, OpenAI API, Cursor AI, GitHub Copilot
- Languages: Python, JavaScript, TypeScript, C++, Java, SQL, HCL, Bash, Go, C#, R, HTML/CSS
- Backend & Databases: Node.js, Express.js, FastAPI, REST API, GraphQL, WebSockets, JWT, OAuth, Multer, SQLAlchemy, Drizzle ORM, Mongoose, PostgreSQL, Neon, MongoDB, MySQL, Redis, SQLite
- Frontend: React, Next.js, Astro, Vite, Tailwind CSS, shadcn/ui, Motion, Three.js, Redux, React Router, Preact, Vue, MUI, Chart.js, Axios, Lucide
- Tools & Platforms: Git, VS Code, Jupyter Notebook, Postman, Figma, SonarQube, Vercel, Cloudflare Workers, Cloudflare R2, Render, GitHub Pages, pnpm, esbuild, Chrome Extensions, Unity
- CS fundamentals: Data Structures & Algorithms, System Design, Object-Oriented Programming, Computer Networks, Operating Systems, Software Engineering, Database Management Systems
- Soft skills: Leadership, Problem Solving, Communication, Teamwork, Critical Thinking, Adaptability
- Areas of interest: Forward Deployed Engineering, DevOps & Cloud, AI/ML Engineering, AI Agents & MCP, Full-Stack Development, Open Source, Game Development

## Certifications

- [AWS Certified Developer - Associate](https://www.credly.com/badges/be7f9e0a-593a-4544-8dfd-f69f669ec57d), Amazon Web Services Training and Certification. Issued 2026-01-31, expires 2029-01-31
- [AWS Certified AI Practitioner](https://www.credly.com/badges/e18d2154-e153-40b3-8f39-6684e561396e), Amazon Web Services Training and Certification. Issued 2025-07-07, expires 2028-07-07
- [AWS Certified Machine Learning Engineer - Associate](https://www.credly.com/badges/d6dc337a-0af5-48f8-b64f-eb2a5925f07b), Amazon Web Services Training and Certification. Issued 2025-06-28, expires 2028-06-28
- [AWS Certified Solutions Architect - Associate](https://www.credly.com/badges/591e74ef-f6a8-4b77-82dc-07e06fb8060e), Amazon Web Services Training and Certification. Issued 2024-07-07, expires 2027-07-07
- [AWS Certified Cloud Practitioner](https://www.credly.com/badges/bf8ffb47-284c-4c45-adb8-3df4f807e404), Amazon Web Services Training and Certification. Issued 2024-05-02, expires 2029-01-31

## Achievements

- 1st Place - Coding Cauldron Online, Version '23, NIT Trichy (March 2023)
- 1st Place - QFiesta, IGNOSI '22, NIT Warangal (December 2022)
- 2nd Place - Manage the Damage, Version '23, NIT Trichy (March 2023)
- 2nd Place - Trial By Code, IGNOSI '22, NIT Warangal (December 2022)
- Rank 1289 - Google Kick Start '22, Round E, Google (September 2022)
- Rank 1699 - Google Kick Start '22, Round B, Google (May 2022)
- 3rd Place - Logic Head, INFOTREK '22, NIT Trichy (June 2022)
- 3rd Place - MOTHRA, Version '21, NIT Trichy (October 2021)
- 4th Place - TriNIT Hackathon, NIT Warangal (March 2024)
- [LeetCode](https://leetcode.com/u/Sagargupta1610/): problems solved 1300+, hard solved 160+, contests 107, best rating 2166, best contest rank 63, badge Guardian, top percentage 1.1%, solved by difficulty easy 478, medium 681, hard 165, rating history 1435 (2022-02-13) to 2166 (2026-09-13)
- [GeeksforGeeks](https://www.geeksforgeeks.org/user/sagargupta10/): problems solved 500+
- [HackerRank](https://www.hackerrank.com/Sagargupta1610): problem solving 6-Star, cpp 5-Star
- [GitHub](https://github.com/Sagargupta16): contributions 7987, pull requests 1620, longest streak 161, languages TypeScript 59.3%, Python 23.9%, JavaScript 4.8%, C++ 3.5%, CSS 3.2%, Shell 1.3%, fetched 2026-10-10

## Education

### Master of Computer Applications (MCA)

National Institute of Technology Warangal | Warangal, Telangana, India | September 2021 - July 2024

- CGPA: 8.38
- Passed with First Division with Distinction
- NIMCET AIR 208 (Sep 2021)
- Class Representative, MCA Final Year (Aug 2023 - Jun 2024)
- Additional Secretary, CSEA - NITW (Aug 2023 - Jun 2024)

### Bachelor of Computer Applications (BCA)

Devi Ahilya Vishwavidyalaya (DAVV) | Indore, Madhya Pradesh, India | May 2018 - August 2021

- CGPA: 7.34

### Class XII (Senior Secondary)

Happy Days School | Shivpuri, Madhya Pradesh, India | April 2017 - April 2018

### Class X (Secondary)

Kids Garden School | Shivpuri, Madhya Pradesh, India | April 2015 - April 2016

## Services

- Landing Zones & Cloud Governance: Organizations, Control Tower, Identity Center, SCP, RCP and tag policy guardrails as code, Security Hub, GuardDuty and Detective, Per-account setup: 3+ days to under 4 hours, Data-centre exit landing zone, 10/10 CSAT
- Infrastructure as Code & CI/CD: Terraform modules tested with tftest, PyTest, 4,000+ resources across 20+ workspaces, GitHub Actions, CodePipeline, OIDC roles, Blue-green and canary with auto rollback, Every change rehearsed in a sandbox mirror
- Cloud Networking: Transit Gateway hubs with firewall inspection, Self-service VPC route tables in 15 minutes, Firewall access by tag in about a minute, AWS IPAM at about 94% lower projected cost, Direct Connect and VPN landing on the hubs
- MLOps & GenAI on AWS: SageMaker pipelines behind hard quality gates, Drift and fairness alarms trigger retraining, Blue-green endpoints with automatic rollback, Bedrock Guardrails and A2I human review, Pipeline published by AWS on aws-samples
- AI Agents & Developer Tooling: MCP servers for Bedrock, tax filing, memory, A 16-plugin Claude Code marketplace, AI-DLC: CLAUDE.md, skills, hooks, subagents, Kiro and Claude Code specs, 50+ design docs, skillcheck: Agent Skills conformance on npm
- Full-Stack Product Builds: React 19 and Next.js 16 frontends, FastAPI and Node.js APIs with WebSockets, Postgres on Neon with Drizzle or SQLAlchemy, In-app AI assistants on read-only tools, Live on Vercel, Render and GitHub Pages

## Recent news

- 2026-10: [Launched agent-brain: an open-source agent harness with a shared markdown memory for Claude Code, Codex and Kiro](https://github.com/Sagargupta16/agent-brain)
- 2026-09-29: [Accepted answer on community/community: List Artifacts REST API returns 500 Error](https://github.com/orgs/community/discussions/209074)
- 2026-09: [Published a second AWS sample under aws-samples: Terraform governance for AWS Organizations on Control Tower](https://github.com/aws-samples/sample-aws-terraform-org-governance)
- 2026-09: [Published 4 GitHub Actions on the Marketplace: GitHub Stats, LeetCode and OSS Contributions cards, plus readme-kit](https://github.com/marketplace/actions/self-hosted-github-stats-card)
- 2026-08-29: [Merged into expressjs/multer (12K stars): Do not consume maxCount for files skipped by fileFilter](https://github.com/expressjs/multer/pull/1426)
- 2026-07-13: [Merged into axios/axios (109K stars): Synthesize AxiosError message from AggregateError on dual-stack connection failures](https://github.com/axios/axios/pull/11059)
- 2026-07-09: [Merged into lucide-icons/lucide (24K stars): Support kebab-case icon-node prop on Vue Icon component](https://github.com/lucide-icons/lucide/pull/4512)
- 2026-07-08: [Merged into awslabs/agent-plugins: Quote CLAUDE_PLUGIN_ROOT in hook commands to support paths with spaces](https://github.com/awslabs/agent-plugins/pull/212)
- 2026-07: [Published an AWS sample under aws-samples: an end-to-end SageMaker MLOps pipeline in Terraform](https://github.com/aws-samples/sample-sagemaker-image-classification-mlops)
- 2026-07: [Released Ledger Sync: a self-hosted finance dashboard with an AI chatbot over your own statements](https://sagargupta.online/ledger-sync/)

## Contact

- Email: sg85207@gmail.com
- LinkedIn: https://www.linkedin.com/in/sagar-gupta-16-10/
- GitHub: https://github.com/Sagargupta16
- Book a call: https://cal.com/sagar-gupta-4wssps