good will

good will

Content writer
11 points

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What would you build or benchmark with 5M free tokens on a reasoning model?

To encourage real experimentation, we re offering 5 million free tokens on first API usage so devs and teams can test Alpie Core over Christmas and the New Year.

Alpie Core is a 32B reasoning model trained and served at 4-bit precision, offering 65K context, OpenAI-compatible APIs, and high-throughput, low-latency inference.

If you were evaluating or using a model like this:
What would you benchmark first?
What workloads matter most to you?
What comparisons would you want to see?

Code review fails most when decisions go unquestioned

Wrong abstractions.
Leaky boundaries.
Hidden coupling.

Bugs get fixed.
Decisions linger.