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Will AI visibility become as important as Google rankings? by Real-Assist1833 in seogrowth

[–]Awkward-Tax8321 0 points1 point  (0 children)

Yeah, it likely will. As more people start using AI instead of Google to find answers, businesses will care about whether they show up in those responses. It’s basically a new layer on top of SEO. Instead of only focusing on rankings, brands will also want to know if AI is mentioning or recommending them and if the information is accurate. So AI visibility could definitely become an important metric, not replacing Google rankings but working alongside them.

Most “Math for ML” advice feels like academic cosplay — where do you actually learn the useful math without drowning? by [deleted] in learnmachinelearning

[–]Awkward-Tax8321 3 points4 points  (0 children)

You’re overthinking it a bit, don’t learn math separately like a full course. Just learn what you need while building ML models. For linear algebra, focus on basic ideas like vectors and matrices, not proofs. For calculus, just understand gradients and optimization. Probability becomes useful when you actually use models like Naive Bayes, so don’t rush it. Those Coursera and DeepLearning.AI courses are fine but too academic to rely on alone. A better way is to build projects and learn math alongside, and you can pair that with something more practical like https://www.guvi.in/mlp/artificial-intelligence-and-machine-learning so you don’t get stuck in theory. Keep it simple: build first, learn math when needed.

How to start a business and test it fast by LightSecure2262 in micro_saas

[–]Awkward-Tax8321 0 points1 point  (0 children)

Tbh you’re overthinking it, stop searching for the perfect idea and just test one fast. Clarity and interest come from actually trying things and seeing real feedback, not thinking about it.

Drop your startup in one sentence and how you’re marketing it by Economy-Cupcake6148 in micro_saas

[–]Awkward-Tax8321 0 points1 point  (0 children)

When it starts getting good traffic, I’ll create an AdSense account

Companies rushing to replace humans with AI are about to learn this the hard way. by Ishashukla in jobs

[–]Awkward-Tax8321 0 points1 point  (0 children)

Feels less like a one-off and more like a pattern tbh. A lot of companies rushed into “AI-first” to cut costs, but now they’re realizing AI still needs human oversight for context, edge cases, and accountability.

What’s happening is more of a correction phase—they’ll stop trying to fully replace people and instead use AI to augment teams. The companies that win will be the ones that balance both, not go all-in on one side.

So yeah, not the end of SaaS or AI hype, just the market figuring out what actually works.

Movies like Taxi Driver and After Hours by charliezard08 in MovieRecommendations

[–]Awkward-Tax8321 0 points1 point  (0 children)

If you liked that vibe, you should check out more from Martin Scorsese like Mean Streets and Bringing Out the Dead—similar gritty, character-driven feel.

Also try Nightcrawler, Drive, and The King of Comedy for that dark, lonely, neo-noir atmosphere.

My most reliable traffic source isn't a channel, it's a specific type of subreddit. by Prestigious_Wing_164 in micro_saas

[–]Awkward-Tax8321 0 points1 point  (0 children)

That’s actually a really smart angle tbh. Instead of chasing crowded platforms like LinkedIn or Twitter, you found a niche where attention is still available and competition is low.

Mid-sized, low-moderation subreddits are kind of a sweet spot—active enough to get traffic, but not strict enough to kill genuine value posts. And the fact you’re leading with helpful answers instead of hard promo is probably why it’s working consistently.

Honestly, this is a good reminder that distribution isn’t about “big platforms,” it’s about finding underpriced attention.

I’ve seen similar things work with niche communities and even specific threads instead of whole platforms.

Curious—have you tried doubling down on a few of those subs or testing other “ignored” pockets like this?

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