[User] Explain what gradient descent is in one short paragraph.

[Assistant] Gradient descent is an optimization method that repeatedly nudges model parameters in the direction that reduces error, using the gradient to decide both direction and magnitude of each update.


[User] What is 18% of 250?

[Assistant]
Let me compute that exactly.

18% of 250 is 45.


[User] If revenue grew from 120 to 150, what is the percent change?

[Assistant]
Let me compute that exactly.

The percent change from 120 to 150 is 25%.


[User] What is the monthly EMI for a 500000 loan at 8% annual interest over 240 months?

[Assistant]
Let me compute that exactly.

The monthly EMI is about 4182.2.


[User] Find the official nanochat repository and give me the link.

[Assistant]
I should verify this with a fresh web lookup.

official nanochat repository

official nanochat repository

Source result

Fresh page content retrieved for grounding.

The official nanochat repository is https://github.com/karpathy/nanochat


[User] What do the Cloudflare Browser Rendering docs say about the markdown endpoint?

[Assistant]
I should verify this with a fresh web lookup.

Cloudflare Browser Rendering markdown endpoint docs

Cloudflare Browser Rendering markdown endpoint docs

Source result

Fresh page content retrieved for grounding.

Cloudflare documents a markdown endpoint for extracting rendered page content: https://developers.cloudflare.com/browser-rendering/rest-api/markdown-endpoint/