Accuracy is necessary but not sufficient for LLM quality. Production-grade quality also requires reliability (consistent performance across inputs), monitoring (ongoing visibility into behavior over time), and failure detection (knowing when and how the model is likely to be wrong).
In the vast expanse where souls intertwine,
Seeking one whose depth mirrors thine,
Is a quest through time’s endless thread,
Where hearts yearn to be understood, not just read.
Woke up on the wrong side of the bed.
Which only means I will be spicy all day and probably be mild around dinner 😂
Possible cyclone before bedtime! 🤣
#bringiton#itssaturdaybiatch
Tons of headlines are declaring a decrease in ChatGPT usage
Some even venturing to question if generative AI is a fad
I'm spending 80+ hours a week working on this problem. And let me tell you the actual issue --
AI still has a major usability problem.
Most people are still grappling with how to leverage tools like ChatGPT/LLMs/Generative AI.
Everyone's waiting for someone to tell them some secret killer use case. (which btw is extremely extremely person- and work-dependent)
And we're left with a lot of people questioning the practicality.
But these clickbait articles fail to name the underlying issue:
It's not that these tools are "not useful"...
They actually just have major usability problems.
I've always thought that when a product becomes labeled as a 'skill' on resumes, it's actually highlighting limitations in usability. Photoshop, Excel, Facebook Ads Manager—all are skills.
Today, "AI adoption" is most definitely a skill.
It probably takes 100+ hours to hit the tipping point where it becomes 2nd nature to integrate it into your daily work and life.
Even though ChatGPT made AI incredibly accessible, there's still a significant ramp up period to where the real value is.
To find your breakthrough use cases, you're going to either have to put in the work... or wait until it's so mainstream and the usability is more solved.
(Note: at that point, there's less of an advantage)
I think ChatGPT et al has 2x'd at least the pace of building and operating our business. (And I'm working on getting it to 3-4x)
But that takes work. And until the usability problem is solved, it will still be a skill.
@lolitataub Review all the docs or contracts signed to make sure you have proof for a case. Then do the following.
1. Talk to them first.
2. Get a lawyer if it’s a breach of contract. Have evidence in place.
Proceed from there.