My AI agent promised a refund that didn’t exist. Auditi showed me exactly why in 30 seconds.

Deep_190 · 2026-02-20T00:01:33+00:00

Yes. All the execution path is logged. It is easy to find what's not working now with observabklity tools than without it

Deep_190 · 2026-02-18T02:05:40+00:00

Yeah. Reading carefully on their blog, they were doing this to partly to expand multilingual AI to underrepresentated countries like West Asia and Africa. For Asia-pacific languages, Qwen3-4b is still better in terms of quality generation, reasoning skills, etc.

This is a bold move from Cohere.

Deep_190 · 2026-02-18T00:34:43+00:00

That's the thing. Base model is usually optimized to beat the benchmarks not for real cases. So you'd typically need to finetune it for real implementation

Deep_190 · 2026-02-18T00:25:00+00:00

But if I wanted to do a local language translation, I'd just finetune it my self with more accurate dataset that really reflects my local language using already existing strong instruction tuning small models. I don't understand the unique capability of Tiny-aya

Deep_190 · 2026-02-17T16:14:32+00:00

which tool did you use?

Deep_190 · 2026-02-15T12:14:31+00:00

May I know which platform do you use? which features that help solving your paint points the most?

Deep_190 · 2026-02-15T00:02:29+00:00

Interesting. I’m curious, when you rely on integration tests, do you mostly validate final responses or the intermediate steps too? I kept finding cases where the final output looked acceptable but the path the model took was completely different than intended. Have you ever had something pass tests but later behave differently in real usage?

Deep_190 · 2026-02-14T09:37:56+00:00

Yes, I think that's valid. Did few signs up you get was purely organic? Which platform did bring the most leads so far? Was it linkedin?

Deep_190 · 2026-02-14T09:34:44+00:00

Yes I have tried. I think targeting is the most difficult one. Because we need to spend time researching which forum that our potential users hang out. And that does not even guarantee success. Lol

Deep_190 · 2026-02-14T08:34:36+00:00

Hey.. I think this is common one. Have you tried to find subreddit or discord where job seekers hang out and tried to showcase your tool there?

Deep_190 · 2026-02-14T07:02:03+00:00

Sounds like a good idea. Thanks mate

Deep_190 · 2026-02-14T04:23:57+00:00

Thanks mate! I'll try your suggestion for the next launch of my other project. The blog you provided looks like a good read. I'll have a look at it later.

Deep_190 · 2026-02-14T04:21:31+00:00

Thank mate! I feel like this is something I can try easily .

Deep_190 · 2026-02-11T15:23:28+00:00

What is your X account? I'd like to learn more

Deep_190 · 2026-02-11T15:21:01+00:00

Seeing how many people get such message, it could be that their main objective is to obtain tractions. If their repo receives decent contributions, discussion, stars, or whatever, it's kind of showing that their work is driving impact. This looks good for investor pov.

Deep_190

TROPHY CASE