AI Model Optimizer
In their words
"I find it hard to believe as well" — a builder, verbatim · sign in free to trace the source ↗
What they tried & dropped
Extracted word-for-word from the evidence posts below — every item is quoted verbatim from a real builder.
Pain, in numbers
Quantified only where a builder stated a real figure — no LLM estimates.
92.2% lower mean KL divergence“92.2% lower mean KL divergence than Unsloth NVFP4”
12.8× more divergence
44% lower KLD“44% lower KLD than official FP8”
28.9 -> 69.5“recovered reasoning from 28.9 -> 69.5”
Hard requirements
Non-negotiables stated by builders in their own words. Miss one and they will not switch.
Competitor pricing
How we checked
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Every source post · named rivals · what builders tried & dropped · quantified pain — all traceable to the original posts
Sign up free →Signal history
2 posts on record since Aug 2026 — not enough to plot a trend. We plot history once a gap has 3+ posts spanning 3+ weeks.
Evidence pool
Top 1 of 2 builder posts asking on record — each insight links back to a real one.