Harshvardhan Pandeybrownlittlefish
Consumer AI & human-led agent tools.

As a kid, I took things apart to see how they worked. I never really stopped.
I'm an engineer in the San Francisco Bay Area. I spent a decade in data infrastructure: warehousing, pipelines, real-time systems. Genomics and single-cell data in pharma, then ad-tech and finance. Usually the one arguing for the boring solution.
Now I build my own things, mostly around one question: how do regular people get good information when the other side knows more than they do?
Away from code I ride, shoot landscapes, and write, mostly as @brownlittlefish.
Earlier writing & code
- Answering Python questions on Stack OverflowI just wanted to help. 8 million people have found it useful so far.
- Creating Your Own Context Manager in PythonThe Python feature I reach for most, and how to roll your own.
- An Easy Guide to Creating Your First Package Distribution in PythonGetting your first Python package out the door without the pain.
Writing
- Handover: a Machine-Checkable Protocol for AI Agent HandoffsMy benchmark almost lied to me on the first run. I shipped the checker, and the story.August 2026
- 45,000 Miles in 3 Years, Then Just 800 in the Next 2I bought a lemon and went looking for why the paperwork lied.March 2026
- Tum Hi Ho Raasta, Tumhi ho manzeelA personal reflection on life's journey and meaningful connections.February 2026
Photography
Mostly street and travel, whatever catches my eye when I'm out.
800,000+ views on Google Maps, as of August 2026.
Questions
- Who is brownlittlefish?
- It's me, Harshvardhan Pandey. brownlittlefish is the handle I go by just about everywhere online. Harsh works too.
- What do you do?
- Build tools for AI agents that ask before anything matters. Handover tests agent handoffs. Free, open source, zero dependencies.
- What's the focus?
- Consumer AI and human-led agent tools: agents that show their plan, ask before anything consequential, and stay checkable against a source instead of running on faith.
- Where can I find your work?
- Open source on GitHub, writing on Substack and Medium, photography on Instagram, cycling and FPV video on YouTube. All under @brownlittlefish or geekidharsh on GitHub.
- How can I reach you?
- Start at the About section above. Or just say hello on any of the platforms listed.
Contact
I like a good conversation. Email's the best way to start one.
hi@brownlittlefish.com