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Why is defining relevance still the hardest part of building AI features?

As more teams build AI agents, search, and personalized feeds, one problem keeps surfacing.
Not generation.
Not model quality.

It s retrieval and ranking. Deciding what information should show up and in what order.

Most teams solve this by stitching together systems. Vector search for meaning. Keyword search for precision. Custom logic for business rules. Over time, relevance logic spreads everywhere and becomes hard to change.

@Shaped approaches this differently.

When did we forget to celebrate before we connect?

Watched a launch yesterday. By morning, the founder's DMs were full of pitches from other builders. No questions about the product. Just "here's what I'm working on."

Look, networking is part of this. We all need it. But we're skipping a step.
Launch day used to mean something. Try the product. Ask real questions. Then connect.

Now we've optimized so hard for efficiency that we skip straight to pitching.
@Mastra a hit #3 yesterday despite this. But think about what that says quality products have to fight through noise just to get noticed.

Here's my take: we're not wrong to network. We're just moving too fast.

Koshima Satija

7mo ago

How much time does your team spend building pricing and billing in-house?

Almost every team building usage-based or credit-based pricing I ve talked to says something like:

We just have to aggregate events, multiply with a price, and send it to Stripe.

Shouldn t take more than a week.

Koshima Satija

6mo ago

Is India becoming OpenAI’s next billion-user experiment?

Last week, OpenAI announced a full-year free subscription for Indian users starting November 4.
On top of that, they ve rolled out a Learning Accelerator program offering 5 lakh ChatGPT licenses to students and educators, and begun hiring engineers in Bengaluru.

So why the sudden focus?

Here s my take:

  • India is now OpenAI s 2nd-largest user base, and probably the fastest-growing.

  • By locking in early brand trust and language familiarity, OpenAI is essentially building a moat for the next billion users.

  • The country has 700 million + internet users, but very low per-capita SaaS/AI spending. That s a huge conversion opportunity.

  • Local competition is heating up as Perplexity, Gemini, and even smaller Indian startups are fighting for daily-use adoption.

mina

7mo ago

🎨 Is minimalism in app design still a good UX principle in 2025?

Over the past few years, minimalism became the standard for clean and modern UI design neutral colors, lots of white space, and simple layouts.

But lately, I ve started wondering are we reaching a point where everything looks the same?

When every app follows the same flat, pastel aesthetic, does minimal still mean useful and clear or just safe and predictable?

I ve seen users respond better to small touches of personality colors, microinteractions, or even playful typography as long as it doesn t break the flow.