Agent RL hot take: model's fine. sandbox's fine. compute's fine. what isn't fine :
Writing rubrics that score a 40-step trajectory consistently enough to train on.
Reward design is the bottleneck.
The deeper I get into context engineering, the more it feels like dealing with inconsistent systems.
Different APIs, auth flows, rate limits, permission models, failure modes.
A lot of the work is just making all of that behave consistently enough for retrieval to feel reliable
KiranaPro lost 55k users' data in a security breach.
While theirs was AWS-related, most attacks start from the frontend.
I wrote a deep-dive on preventing XSS vulnerabilities in React/Next.js.
Because learning security after getting hacked is expensive.👇
https://t.co/roaAbVb7D8
wrote about my approach to frontend system design interviews
having a framework makes these conversations way more structured than just improvising
https://t.co/9ZxMWVxkwH
🚀 Struggling with LeetCode 322: Coin Change?
I've crafted an easy-to-follow tutorial that breaks down the dynamic programming approach step by step.
Master this classic problem and enhance your coding skills!
👉 Read here: https://t.co/izIMHtWLLy
Solving a lot of DSA problems lately. Went in-depth with graph Traversal patterns and wrote a blog on it. Enjoy!
https://t.co/lNxlXNDNT5
#DSA#100DaysOfCode
A long day at work. After working on a full stack task all day, only managed to learn how to find out highest common factor between two numbers.
#100DaysOfDSA#100daysofcoding#javascript
___1
__121
_12321
1234321
Made this pattern today by myself. Feels good to be able to come up with a solution without watching the tutorial.
#100daysofcoding#dsa#javascipt
While exploring the magic of server-side rendering and client-side hydration with Next.js, I felt like writing a blog on it. Excited to share my insights in this latest post, uncovering how Next.js creates the illusion of faster load times.
https://t.co/IDOkJUoCoQ
Day 72-74 of #100DaysOfDevOps :
I finally did a CI/CD Pipeline Project where Jenkins gets triggered when the code is pushed to GitHub repo's main branch, it builds the code, containerizes via Docker and deploys on an AWS EC2 instance
https://t.co/x6yVo4CsRv
#100DaysOfCode
Day 69-71 of #100DaysOfDevOps :
Practiced using Terraform Providers, Variable and Output Blocks, State Management, Data Sources, and Meta arguments like count and for_each on @kodekloud1
Terraform: ▓▓▓▓▓░░░░░ 50%
#100DaysOfCode#Terraform#devops