I work on both ASR and TTS evaluation, and one thing I ve learned the hard way is that model quality and product quality are not the same thing.

You can have good recognition accuracy and still get an output that makes the user think: I would ve been faster typing this.

The failures I notice most aren t always obvious transcription errors.

Sometimes every word is technically correct, but the system misses the intent.

A Martech founder made me understand the gap that surveys and reports never could.

We're on social media 24/7 surrounded by people talking about AI, so it starts to feel like AGI is inevitable. Step outside that bubble and millions and millions still don't know a thing.

I realized this after a conversation with a martech founder who builds AI agents for a living. And the fun part is, he actually admits the AI agents he builds are basically wrappers nothing groundbreaking or earth-shattering.

Genuinely curious how bad this is for other people, because for me it's gotten ridiculous. To run one campaign I usually have open: Google Ads, Meta Ads Manager, a spreadsheet for audience segments, a doc for ad copy drafts, LinkedIn Campaign Manager, and Slack to update the team. Six tools, six logins, none of them talk to each other.

Is the tab-juggling actually the biggest pain for people running multi-channel campaigns, or is it something else attribution, reporting, client communication? Curious what's actually costing people the most time.

Even back in university, I noticed how much younger people (17 or 18 years old) were always jumping into some kind of trendy business model or income stream that happened to be booming at the time.

• First, it was dropshipping and flipping items.

• Then came NFTs and everything happening in the crypto space.

• Now everyone seems obsessed with quick vibecoded AI solutions and investment apartments.

1/5 Extremely Disappointing Experience

I purchased ToonBee through the $67 one-time payment offer because I understood the offer to provide unlimited video generation. That claim was one of the main reasons I decided to purchase the product.

Unfortunately, my actual experience was completely different from what I expected.

After generating only 12 images, I was informed that my daily quota had already been exhausted and that I would have to wait for the quota to refresh before continuing. From my perspective, this was completely inconsistent with my understanding of an unlimited offer.

A reply on my last thread got me thinking about something I hadn t really considered before:

Maybe the answer to agent trust isn t more confirmation. Maybe it s better recovery.

Right now, the safest UX for an agent often looks like this:

Do you want me to do this?

We re a couple of months into the iOS 27 beta now, and the broader release is getting pretty close.

For anyone who s been using the new Siri with Apple Intelligence: how has it been?

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