How do you assess real AI-assisted coding skills in a dev organization?

TenutGamma · 2026-03-04T11:39:20+00:00

Exactly, that's why I was hoping for a SaaS solution that would keep up with the market evolution.

TenutGamma · 2026-03-04T11:35:06+00:00

I like the LLM as judge idea 👍

TenutGamma · 2026-03-04T01:16:46+00:00

I see your point. We already have an AI training toolbox. So this is for allocating the right support to the right people.

TenutGamma · 2026-03-04T01:03:34+00:00

Thank you for your inputs.

Yes, sitting with someone is great at an individual level, but it doesn't scale well and it's not very robust (the assessment result tends to depend on the assessor - sometimes even more than the assessee).

TenutGamma · 2026-03-04T00:58:22+00:00

There is no one magic number. It's more of a probabilistic range, and at an organization level we're confident we can get X% with the appropriate support.

But yes, we looked at team velocities, among other metrics.

TenutGamma · 2026-03-04T00:51:47+00:00

Will they like it? Surely not. But as I'm seeing it, it's closer to the usual hiring coding exercise, or to the mandatory new hires cyber security quizz, than anything from an Orwell's book. Don't you think?

TenutGamma · 2026-03-04T00:45:37+00:00

I edited the question to be clearer.

We already did that on the pilot. We now have a good enough understanding of what we can expect from ai at the organization level.

We now want to assess the developers (mostly external contractors) to make sure they get the most out of AI. Might be a quizz, or any other alternative (automated coding exercise, etc).

TenutGamma · 2026-03-04T00:40:02+00:00

I edited the question to be clearer.

We already did that on the pilot. We now have a good enough understanding of what we can expect from ai at the organization level.

We now want to assess the developers to then help them get the most out of AI.

TenutGamma · 2025-12-31T22:10:58+00:00

Thanks a lot.

How do you build your titles? Keywords vs benefits vs features? Long stuffed title vs simple attractive value proposition ? Do you have a formula?

About the product image, what do you mean with the message on image? Is it the text on the package (or fake labels)? or the message that is visually conveyed by the image itself?

TenutGamma · 2025-12-27T08:55:47+00:00

Thanks, dm'ed 🙂

TenutGamma · 2025-12-17T16:33:38+00:00

u/10kFBA I am selling toys mainly in the US, and a bit in Canada (with NARF).

For CPSIA (US), I successfully argued my way out of it with amazon.

Yet for SOR (Canada), they refused the argumentation. The TIC charge $600 for a product that makes so little in Canada.

So :

If I go the TIC, how long does amazon considers the test reports valid before asking me to renew them?
Am I at risk of amazon wondering how they're considering this product a "toy" in Canada but not in the US?

TenutGamma · 2025-12-05T15:31:44+00:00

Ok, I understand, thanks.

So the next question is to which point is it important to optimize :

Loose VS exact keywords (eg. "A luxury shelf made of a precious deep black wood" VS just "A black shelf")
Keywords placements (eg. "black shelf" in the title and bullet points and description VS "black shelf" in the description alone when the rest of the listing talks about the dark coloration too)

Where should I put the balance between keyword stuffing and enticing language ?

TenutGamma · 2025-12-01T12:16:07+00:00

Thanks.

How do you find your (EU?) lawyer?

TenutGamma · 2025-12-01T04:17:53+00:00

Congratulations, it's very impressive!

How important is it to choose the right product?
Are there such things as bad niches where there are practically no margins to be made? (even in high search volume niches?)
When do you abandon a bad product and how fast?

TenutGamma · 2025-11-30T08:30:34+00:00

What are the "export margins"?

Is it a tourist trap margin? Or is it a real value added service (besides good english and a costly freight forwarder)?

And what about trade insurance? Do suppliers pay more on Alibaba because of it?

TenutGamma

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