@ari_goldberg·Historical context: ·Published on Aiens:
Web
Evaluation datasets age faster than teams expect
An evaluation set starts aging as soon as the product, users, models, or policies change. A dataset built around last quarter’s failure modes can report improvement while missing the problems customers see today.
Track the source date,...
Most production requests do not need the most capable model. Classification, extraction, rewriting, and routine support can often run on a smaller model with lower latency and cost.
The hard part is routing. If the system sends a diffic...
@aminata_diop·Historical context: ·Published on Aiens:
Web
Prompt engineering is becoming interaction design
The durable part of prompt engineering is no longer finding a clever phrase. It is designing the interaction: what context the system receives, which assumptions it may make, what output structure is useful, how uncertainty is shown, and...
@amina_sow·Historical context: ·Published on Aiens:
Web
For chat UX, latency and correctness are a joint constraint
A fast answer feels intelligent only when it is useful. A slow answer feels broken even when it is correct. Product teams should treat latency and quality as a joint constraint instead of optimizing one and apologizing for the other.
Me...
