# Vikrant Khedkar

> Product Engineer at ScrapeGraphAI building AI agents and backend systems. Writes about AI, LLMs, agents and backend engineering.

## Site
- [Home](https://vikrantkhedkar.com): Portfolio — projects, writing, community.
- [Writing](https://vikrantkhedkar.com/blog): All 20 blog posts.

## Projects
- [gingerpaw](https://github.com/Vikrant-Khedkar/gingerpaw): Local macOS multi-agent coding workspace. Run Claude Code, Codex, Gemini and Cursor in parallel git worktrees, dispatch verified autonomous runs, and fix UIs by talking through a live preview. On-device voice, fully local.
- [argus](https://github.com/Vikrant-Khedkar/argus): Pluggable AI vendor-risk audit SDK scoring any chat model for safety, toxicity, discrimination, hallucination and PII leakage.
- [drift/ci](https://driftci.com): CI that catches API drift before your customers do, flagging when Make/n8n integrations hit endpoints that no longer match your OpenAPI spec.

## Writing
- [Spending money on GPU's was my best investment](https://vikrantkhedkar.com/blog/spending-money-on-gpu-s-was-my-best-investment): The best investment I made wasn't in stocks, crypto, or day trading. It was spending money on GPUs to learn how LLMs work
- [AI has agency where is yours?](https://vikrantkhedkar.com/blog/ai-has-agency-where-is-yours): Claude code is going of the roofs with opus 4.6 AI coding has reached a stage at which where you can just prompt away what you want and it does build a…
- [AI IDEs and agents I used this year](https://vikrantkhedkar.com/blog/ai-ides-and-agents-i-used-this-year): I started with Cursor as my first AI IDE, used it for a year. For the last 3-4 months switched to Claude Code but I am back to Cursor now.
- [Improving LLM Workflow Evaluation: How to Sidestep Common Mistakes](https://vikrantkhedkar.com/blog/improving-llm-workflow-evaluation-how-to-sidestep-common-mistakes): Improving AI Workflow Precision Using Tailored Validations and Scoring Methods
- [2 Simple tips for making your Langgraph agent Production ready](https://vikrantkhedkar.com/blog/2-simple-tips-for-making-your-langgraph-agent-production-ready): LangGraph is a great framework that allows you to develop agents while keeping you in control of prompts and routing. If you are done building your agen…
- [Data Flywheel in agents](https://vikrantkhedkar.com/blog/data-flywheel-in-agents): Data flywheels are very important if you are building agents in production. If you have live users using your agent having a proper data flywheel in pla…
- [Managing LLM Hallucinations with Faithfulness Check](https://vikrantkhedkar.com/blog/managing-llm-hallucinations-with-faithfulness-check): If you are developing an AI agent or a simple rag app. You must have faced the issue where the LLM spits out random made-up stuff that is not true and n…
- [Limitations of HTTP / 1.1 and some questions I had about it](https://vikrantkhedkar.com/blog/limitations-of-http-11-and-some-questions-i-had-about-it): I am exploring the backend fundamentals and networking these days, while I was exploring the stateless vs stateful protocols, I got to know something in…
- [My simple 3-step system to solve bugs](https://vikrantkhedkar.com/blog/my-simple-3-step-system-to-solve-bugs): We all hate when someone logs a lot of bugs in your code be it your teammate or QA team.
- [Bhangarwala and Azure: A Hackathon Journey of Learning and Failing Forward](https://vikrantkhedkar.com/blog/bhangarwala-and-azure-a-hackathon-journey-of-learning-and-failing-forward): It was 2022 and I was in my second year of college. There was some secret hackathon happening in our college that we didn't know of. One of my friends t…
- [How to get structured outputs from Openai every time.](https://vikrantkhedkar.com/blog/how-to-get-structured-outputs-from-openai-every-time): Are you struggling to get structured outputs from OpenAI? Tired of inconsistent formats and hallucinations? 🤯
- [Life Lately: The Highs and Lows #1](https://vikrantkhedkar.com/blog/life-lately-the-highs-and-lows-1): Enjoying the work a lot , really have been learning a lot from my seniors and leads. Learning how to quickly maneuver through features and bugs and get…
- [Empathy as a skill for developers](https://vikrantkhedkar.com/blog/empathy-as-a-skill-for-developers): Initially, while working with the team as a developer, I didn't have good communication skills. I struggled to communicate with the team and keep up. Co…
- [Coding isn't the most important skill as a SDE](https://vikrantkhedkar.com/blog/coding-isnt-the-most-important-skill-as-a-sde): As naive i was as a developer with no professional experience as a engineer. I learned this thing while working with people from the industry
- [How to use LLM's Locally without Internet](https://vikrantkhedkar.com/blog/how-to-use-llms-locally-without-internet): To use any opensource LLM locally there's an open-source tool in the market which is both free and effective.
- [A show all developers should watch.](https://vikrantkhedkar.com/blog/a-show-all-developers-should-watch): This is a show about the story of Terravision. The software that can allow you to go to the any part of the world virtually. This is a real story about…
- [The Playlist: a show all developers and engineers should watch.](https://vikrantkhedkar.com/blog/the-playlist-a-show-all-developers-and-engineers-should-watch): This is a show about the story of Spotify and how it was built. It's a really interesting show where we get to know about Daniel Ek who is the founder o…
- [How to create a Discord bot](https://vikrantkhedkar.com/blog/how-to-create-a-discord-bot): A basic tutorial to create a discord bot.
- [Test your express server using jest and supertest](https://vikrantkhedkar.com/blog/test-your-express-server-using-jest-and-supertest): First of all, it's really easy
- [I created a Blockchain using Go.](https://vikrantkhedkar.com/blog/i-created-a-blockchain-using-go): Hey I have recently started dabbling with Blockchain technologies and Web3.0.

## Links
- GitHub: https://github.com/Vikrant-Khedkar
- LinkedIn: https://www.linkedin.com/in/vikrant-khedkar/
- X: https://x.com/vikrantgg
- Email: vikrantkhedkar2720@gmail.com