What are scaling laws for LLMs?

Power laws predicting performance from compute/data/parameters. Bigger models win, but costs explode.

What is test-time compute in AI?

Extra inference runs per query to simulate 'thinking' steps. Boosts accuracy, drains your wallet.

RLVR rewards correct reasoning chains on solvable tasks. Works narrow; fails broad.

Your LLM stares blankly, ellipsis dancing. Thinking? Nah—it's just guzzling compute to fake it. Here's the unvarnished truth.

theAIcatchup Apr 10, 2026 3 min read

LLMs fake 'thinking' via token prediction and brute-force compute, not true cognition. 𝕏
Test-time compute scales performance but explodes costs—hype over substance. 𝕏
Open source devs: skip proprietary 'reasoners'; build efficient agents instead. 𝕏

Published by

Community-driven. Code-first.

#LLM thinking #RLVF #RLVR #scaling laws #test-time compute

Get the best Open Source stories of the week in your inbox — no noise, no spam.

Originally reported by Dev.to