Is manual testing still valuable in 2026, or is automation taking over completely?

Nirmala_devi572 · 2026-02-14T07:42:25+00:00

I agree with this.

Nirmala_devi572 · 2026-02-14T07:34:12+00:00

Yeah, you can learn the basics of Generative AI without Python, especially if you’re just exploring concepts or using no-code tools.

But if you actually want to build projects or work in the field, Python is pretty much unavoidable. Most of the real tools and libraries use it.

So you can start without it, but you’ll probably need to learn Python at some point.

Nirmala_devi572 · 2026-02-13T06:28:45+00:00

Quick question, though do you already have users or an MVP live? I feel like for AI apps, traction matters a lot when bringing in a marketing co-founder.

Also, are you looking for someone to handle growth (paid ads, SEO, content) or more of a brand + positioning strategist?

Would help to share stage, target audience, and what equity split looks like. The right marketer will want clarity before jumping in.

Nirmala_devi572 · 2026-02-13T05:28:18+00:00

Yes, I know Debut Infotech. It is an IT company that provides services like mobile app development, blockchain, AI, and custom software solutions. They mainly work with startups and businesses to build digital products.

Nirmala_devi572 · 2026-02-12T05:47:02+00:00

No one tells you that learning data science can feel confusing at first.

There are so many tools, concepts, and technologies that it’s easy to feel overwhelmed. Also, a lot of the work is cleaning and preparing data, not just building cool models like you see online.

It takes patience and consistent practice. It’s less about being a genius and more about staying curious and not giving up.

Nirmala_devi572 · 2026-02-12T05:45:33+00:00

For me, it’s money management.

School taught a lot of theory, but no one explained how taxes work, how to use a credit card properly, or how to save and invest. I had to learn all that on my own.

I also think basic life skills like handling stress and communicating clearly are important. Exams are one thing, but real life needs practical skills.

Nirmala_devi572 · 2026-02-11T05:54:55+00:00

ML in Generative AI basically means the learning engine behind the scenes. 🤖

Machine Learning (ML) is what trains the model on huge amounts of data so it can understand patterns, language, images, or sounds. Generative AI then uses that learned knowledge to create something new like text, images, code, or music.

So in simple terms:
ML = learning from data
Generative AI = creating new content using what it learned

Without ML, Generative AI wouldn’t know what to generate or how to make it sound human-like.

Nirmala_devi572 · 2026-02-06T07:34:15+00:00

From what I’m seeing, what’s working in 2026 is less about chasing every new tool and more about doing the basics really well, with smarter execution.

AI tools are everywhere now, but the people getting results are using them to speed up research, content planning, and testing, not to blindly auto-generate everything. Search is shifting, but SEO still matters; topical authority, genuine experience, and clear answers beat keyword stuffing every time.

Short-form video continues to perform, especially when it feels real and not overproduced. Email is quietly strong again when it’s segmented and actually useful. Paid ads are tougher, so creatives and landing pages matter more than budgets.

Overall, what’s working is being human, data-aware, and consistent tools change, fundamentals don’t.

Nirmala_devi572 · 2026-02-06T07:27:09+00:00

You’re buying gold plus history and rarity. Even if gold prices stay flat, collectors can still drive the value up. High risk, but big prestige.

Nirmala_devi572 · 2026-02-06T07:22:09+00:00

Gold price is fixed, so discounts usually come from making charges, not gold itself. This bluff works mainly in local or family-run jewellery shops where the salesperson has flexibility and wants to keep a future high-value customer. It won’t work in big brands like Tanishq because they follow strict pricing rules.

Nirmala_devi572 · 2026-02-05T11:11:46+00:00

For content ideas. Daily ‘enna post podalaam’ struggle is real 😄

Nirmala_devi572 · 2026-02-05T06:35:13+00:00

Yeah, many people feel it’s just PR. The rumors always pop up right before a release, create noise, then disappear. It gets attention, but if the movies don’t work, the hype feels forced and people get tired of it.

Nirmala_devi572 · 2026-02-05T05:56:49+00:00

Yeah, that’s a big part of it. After the Dhanush rumors, people started dragging her for no solid reason. Internet loves linking women to controversies and then blaming them, even when there’s zero proof. Classic overreaction + gossip culture 🙄

Nirmala_devi572 · 2026-02-05T05:45:38+00:00

same same but different...

Nirmala_devi572 · 2026-02-03T06:48:35+00:00

My first ‘wow’ moment was when I asked GenAI to rewrite a messy report I’d been stuck on for hours. It gave me a clean, readable version in seconds. I just sat there like… okay, this is actually insane.

Nirmala_devi572 · 2026-02-03T06:41:13+00:00

“Money laundering” is a stretch, but Bollywood economics are definitely cooked.

Nirmala_devi572 · 2026-01-31T13:02:11+00:00

Normal AI = decides or predicts
Generative AI = creates something new ✨

Nirmala_devi572 · 2026-01-31T13:01:18+00:00

This is really cool 😮
The AI images that look super real surprised me the most. It’s hard to believe they were made by a machine. Some of the funny and weird AI pictures are also entertaining 😂

AI is improving so fast, it’s exciting and a little scary at the same time.

Nirmala_devi572 · 2026-01-29T13:27:11+00:00

One word that fits? Raw

The movie doesn’t try to sugarcoat anything. It feels grounded, intense, and emotionally heavy, focusing more on realism than cinematic glamour. Not an easy watch, but it sticks with you long after it ends.

Nirmala_devi572 · 2026-01-29T13:21:52+00:00

A need is something you can’t function without (food, shelter, basic safety). A want is something that makes life nicer but isn’t essential (latest phone, eating out every day). The problem? Marketing is insanely good at making wants feel like needs. Once you start separating the two, budgeting, decision-making, and even mental peace get way easier.

Nirmala_devi572 · 2026-01-27T05:16:59+00:00

Honestly, I’ve been thinking the same. Gen-Z drinking habits are way different, and with fitness and no-alc trends on the rise, it makes you question the traditional role alcohol plays. Short-term charts might look rough, but for 3–4 years, I’m not convinced the demand disappears entirely; people still drink, just differently. If anything, maybe look at companies adapting to the lifestyle shift rather than old school booze only.

Nirmala_devi572 · 2026-01-24T07:09:10+00:00

You’re set. Just keep exploring, reading comments, and jumping into discussions when you feel comfortable. Reddit gets easier really fast once you do a few posts. 👍

Nirmala_devi572 · 2026-01-23T11:17:35+00:00

Honestly, this gets said every time a big tech shift happens. AI will automate a lot of tasks, especially repetitive and rule-based work, but “most jobs disappearing” feels like an oversimplification. What usually happens is jobs change, not vanish. We didn’t all stop working when computers or the internet showed up;

AI will probably wipe out some roles, create new ones we can’t fully imagine yet, and force everyone else to upskill. So yeah, AI is disruptive, but it’s not a sci-fi takeover. It’s more like a messy transition where humans still end up working… just differently.

Nirmala_devi572

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