Dustin Warren

Dustin Warren

Learning-Driven Digital Experimenter

About

I’m a student who learns by trying things out in real time instead of only studying theory. I like experimenting with different digital tools, online platforms, and small internet ideas just to see how they actually work in practice. Most of my time goes into testing random workflows, exploring how people interact with new systems, and noticing patterns in what works and what doesn’t online. I enjoy the process of figuring things out step by step, especially when there’s no clear guide and you just learn by doing.

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Forums

3d ago

How do you implement AI quota controls for indie web products?

Adding AI features to indie products often brings unexpected API cost spikes. I ve been testing user-level rate limits, token quotas and cached responses to keep spending predictable.

I m curious to hear practical approaches from other builders:

  1. Do you enforce hard monthly caps for every user?

  2. What fallback workflows do you offer once AI quotas are exhausted?

  3. Which caching strategies work best for repeated AI requests?

Many generic guides skip these operational details, so real production experience would be really helpful.

Is Higgsfield worth it ?

Hello guys,

i'm planning to do a quick ad for Murmell, something like beetween 1min and 1min30 and higgsfield prices are very expensive, do you think it's worth it for this kind of videos ?

Is your habit tracking app really helping you building better habits?

Habit building is kind of tricky and serious researchers looked into it to understand how the brain works when building new habits. All the habit tracking apps are built for gamification, streaks, spreadsheets, constant nagging and input which contradicts the path for habit building. Behaviours that stick becomes habits .phone scrolling in bed before falling asleep is a habit (a bad one, but still a habit). If you are using any of the apps there that are actually helping you to build better habits would be great to hear your thoughts..
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