2025 Wrapped
Published ๐ฐ
- Sourcegraph Blog: Lessons from building Sherlock: Automating security code reviews with Sourcegraph
- Built AI security agent around 2024 and wrote a blog post about it.
- Tried out Multi-Turn Reinforcement Learning for security vulnerability analysis using verifier framework.
- Turns out it’s amazing and has lot of stuffs to explore and learn.
- Sourcegraph Blog: Lessons from building Sherlock: Automating security code reviews with Sourcegraph
Shipped ๐
- Secureflow AI, Autonoumous AI Agent for security vulnerability analysis
- Published blog post on codepathfinder.dev
- And it’s clear that NO ONE HAS MOAT, If any AI security vendor company shows flashy demo “How our AI Security engineer can do this & that”, remember, you can replicate the same by calling OpenAI, Claude API, or any other AI platform providers.
- This includes AI SAST, AI Vulnerability detection, AI Appsec, AI Threat modeling, AI Penetration testing, AI Security Orchestration.
- All you need is good level of context engineering, memory, workflow setup, AI API calls.
- Code-Pathfinder, AI-Native static code analysis now has Python, Docker, Docker Compose support and open-sourced under AGPLv3 license
- Some Milestones & Metrics ๐
- Code-Pathfinder & Secureflow AI
- 307 Monthly Active Users
- 64 Weekly Active Users
- Started from zero half way through 2025 and grateful to achieve this number.
- Excited to see the growth in 2026
- Code-Pathfinder & Secureflow AI
- Secureflow AI, Autonoumous AI Agent for security vulnerability analysis
Read 6 books ๐
- The Alchemist by Paulo Coelho
- The Dip: A Little Book That Teaches You When to Quit by Seth Godin
- The Interpretation of Financial Statements by Benjamin Graham
- Stocks To Riches by Parag Parikh
- The Art of Spending Money: Simple Choices for a Richer Life by Morgan Housel
- Who Moved My Cheese: An Amazing Way to Deal with Change in Your Work and in Your Life by Dr. Spencer Johnson
800 days streak on Duolingo learning french ๐ซ๐ท
Some favourite devtools/tools in 2025
- Finally into Max plan subscription
Todoist - Dumped every daily task to Todoist and it’s been a game-changer
Some favourite quotes from books/articles I read
- “The highest use of money is to use it to control your time, granting freedom and independence, and living life the way you choose.” - The Art of Spending Money
- “The more you’re lucky, the nicer you should be.” - The Art of Spending Money
Finally, when I see companies building AI Agents frameworks, AI Security agents - this is the meme comes to my mind

Thanks to Builders Club, Kitchener-Waterloo such a energetic community!
And that’s a wrap!
