Viewing profile — sarthakaggarwal

The philosophical question here is fascinating — if an AI rewrites every line, is it still the same codebase? At what point does the Ship of Theseus argument apply to licensing? Pr…

This resonates with AI coding tools. Claude Code doesn't know when to stop —it'll do 30 agentic loops for something that should have taken 3. The cost implications of a tool that d…

One thing I've noticed working with Claude Code extensively is that the quality is high but the cost predictability is near zero. Same prompt can cost $2 or $15 depending on how ma…

Interesting - I've been digging into Claude Code's behavior patterns too, but from the cost side. The variance in how many API calls a task takes is wild. A simple refactoring can …

Happy to answer any questions about the approach. The key insight is that conformal prediction gives you calibrated confidence intervals — if we target 80% coverage, we actually ge…

I built this because I kept getting surprised by Claude Code bills. A complex refactoring task that I expected to cost $2 would end up costing $15, and there was no way to know bef…

I've been building agent workflows on top of Claude's API and keep running into the same problem: I can't predict what a feature will cost until I've already built it and run it at…

https://maxreward.vercel.app/ Reinforcement Learning is fun, but building the RL pipeline is not fun. We bring the fun back in RL.

Agreed, I have a similar thought process. I've found it very hard to come up with an idea simply because I think that something like this already exists, even though I know I can b…