# Aditya Singhal Source: https://adityasinghal.com/ ![Adi Singhal in an MCP Dev Summit 2026 shirt](https://adityasinghal.com/static/images/adi-mcp-2026-576.webp) I build and evaluate production AI agents. I'm Adi, an Applied Scientist at Amazon and a former AWS Bedrock engineer. I work on agentic AI, Model Context Protocol (MCP), and RAG systems. I also teach an Agentic AI workshop every year at NYU. Check out the link below to see some of our content! - [Agentic AI](https://adityasinghal.com/agentic-ai-workshop/) - [Work](https://adityasinghal.com/#current) - [Contact](https://adityasinghal.com/#contact) - [Book](https://adityasinghal.com/#book) ## I's till you're 18 ![Book Cover photo](https://adityasinghal.com/static/images/book_cover.jpg) Ahaan was 12 when he first met you. A round faced reality show contestant dealing with fame and insecurities. Ahaan was 18 when he last met you. A pimple-faced adult who had dealt with some large demons. He was your typical teenager - but with the bizarre need to document everything. His life was ordinary in a lot of ways. Heart breaks, betrayals, regrets, fears, musings... Everything that the world talks about. Yet, he had had some extraordinary experiences - ones which the world hardly ever talks about. He captured every phase of his life with poems and short stories, which led to the birth of this collection - a 6-year conversation between you and Ahaan, where you will see the world through the eyes of a boy - through the I's of a boy - right up till the age of 18. - [BUY NOW (INDIA)](https://visionpune.com/product/is-till-youre-18/) - [BUY NOW (USA)](https://www.amazon.com/till-youre-18-conversational-collection/dp/1719927766/) - [EBOOK](https://www.amazon.com/dp/B08718DPLZ/) ## Selected Work My work spans production RAG at AWS Bedrock, MCP-based engineering automation, and the evaluation of AI agents. Here are some public tools and writing from that work. I also teach an [agentic AI workshop at NYU](https://adityasinghal.com/agentic-ai-workshop/), with recordings and code you can explore. Open-source & tools Developer tools and research I'm building in the open. ~/human-hindsight ▸ The prompt you'd write if you knew then what you know now. Turn your Claude Code, Codex, Kiro, and OpenCode history into reusable first prompts and working preferences for CLAUDE.md, AGENTS.md, or Kiro steering. Start with a guided CLI, then browse, search, and copy prompts in a local Markdown library. Scanning and export stay offline; distillation uses your chosen agent CLI after you approve the model calls. $ npx human-hindsight@latest [View on GitHub →](https://github.com/adityaarunsinghal/human-hindsight) ~/LLM-As-A-Judge-Prompt-Improver ▸ A scientific loop for making LLM prompts measurably better. Scientific framework for iterative LLM prompt improvement using multi-dimensional scoring, threshold optimization, cross-validation, and an OPRO-style agent loop. $ uv pip install -e . [View on GitHub →](https://github.com/adityaarunsinghal/LLM-As-A-Judge-Prompt-Improver) * * * ### Writing on MCP & agentic AI - #### [Why 'Code Mode' is like Shaking a Tree](https://www.linkedin.com/pulse/why-code-mode-like-shaking-tree-aditya-singhal-gkzae) With Patrick Kelly · August 21, 2026 How code mode lets a runtime compose tool calls and move intermediate results without passing everything back through the model. - #### [What I learnt about the new MCP 2.0 release today at the NY Release Event](https://www.linkedin.com/pulse/what-i-learnt-new-mcp-20-release-today-ny-event-aditya-singhal-7vupe) July 29, 2026 Notes from the release event on stateless requests, tool discovery, and what the changes mean for people building agents. ### Beyond the code I also make short films and talk to strangers on camera. #### Short films [![Waste Makes Wasted — a stop-motion short film](https://adityasinghal.com/static/images/video-posters/lkA05ODFs4U-1280.webp)](https://www.youtube.com/watch?v=lkA05ODFs4U&list=PLk0qDeh-rDptDAvR6NTDmUYMqfrG0fiOy) #### Conversations with strangers [![What is your Warning Label? — Conversations with Strangers](https://adityasinghal.com/static/images/video-posters/Gaa14VT4eWI-1280.webp)](https://www.youtube.com/watch?v=Gaa14VT4eWI) ## Contact Find me around the web for conversations about agent systems, MCP, teaching, and other fun things in life. - [LinkedIn](https://www.linkedin.com/in/adi-singhal/) - [GitHub](https://github.com/adityaarunsinghal) - [Adi Singhal on X](https://x.com/dramebaazguy) - [Instagram](https://www.instagram.com/that_dramebaaz_guy/) - [YouTube](https://www.youtube.com/@singhaladitya) - [Facebook](https://www.facebook.com/that.dramebaaz.guy)