Opinion: Frontier LLMs Are Still 'Dumb as a Brick' 20% of the Time, Requiring Heavy Hand-holding

ziv_ravid · x · 2026-08-12

Pushing back against the hype in the San Francisco tech circle, a developer offers a reality check: current frontier LLMs are still 'dumb as a brick' over 20% of the time and require more hand-holding than a freshman.

While labs have showcased impressive capabilities in specific, over-optimized workflows, the high cost of alignment was painstakingly handled by the labs themselves. However, in 99% of real-world scenarios, developers operate outside the lab's 'lamppost,' meaning they must absorb the heavy cost of aligning the model to their specific tasks.

Original post →

More from AGI Musings

AGI Musings channel →