Cryptik

For the fun of it

[Chidera @EmmanuelNdema1]

My First Submission on @WizzHQ

Let's see how this goes🤞

[𝓵𝓾𝓵𝓾🏴󠁧󠁢󠁥󠁮󠁧󠁿 @dfwlu]

real talk - building this project taught me more than alotttttt.

i set out to build an AI agent that reads documents and answers questions from them.

simple idea right?

what actually happened:
> first library didn't support my Python version
> hit a hardware limitation on my laptop cos i still use a celeron PC 💀💔
> my processor literally couldn't run AI models locally
> tried 4 different embedding APIs, all hit quota limits
> rewrote the search logic twice

but the thing about problems is they all have solutions if you stay in the seat long enough.

got it working in the end🙏😭.

you give it a PDF, it reads and breaks it into chunks, you ask a question, it searches intelligently and answers strictly from what's in the document using Groq AI.
no making things up. just what's in your document.

still learning. still building.
every error is just the next lesson 🛠

github repo: https://t.co/5qF1JT5TUO

#Python #AI

[Cryptik @cryptikdoteth]

become foundational for serious AI agents & enterprise adoption.

#PerleAI #ToPerle

participating in @PerleLabs community campaign

[Cryptik @cryptikdoteth]

AI is only as good as its data. Garbage in = garbage out.

What Perle Labs is doing hits different: on-chain verifiable datasets validated by real domain experts, not random crowd workers. Sovereign intelligence that actually deserves trust.

This infrastructure could quietly

[𝓵𝓾𝓵𝓾🏴󠁧󠁢󠁥󠁮󠁧󠁿 @dfwlu]

Omo, let’s stop lying to ourselves for just one minute. This "I’m a survivor" talk is a scam. We aren't surviving, we are just decaying in installments.

​You wake up every day with a chest pain you can’t explain, but you can’t even go to the hospital because the consultation fee alone is your feeding money for three days.

You’re 26, 28, 30, but you’re still living like a tenant in your father’s house, or you’re squashing with five guys in a room that smells like damp walls and broken dreams. Is that a life?

​The pain is that we’ve become experts at suffering. If NEPA brings light for five hours, we start celebrating like they did us a favor. If we see a road without potholes, we take pictures. We’ve been beaten down so much that we now think basic human rights are blessings.

​Look at your mates. Everyone is hustling, everyone is a CEO on Instagram, but half of us are one sickness or one police stop and search away from total poverty. You’re doing three jobs, jumping from freelance to POS to whatever, and at the end of the month, you can’t even boast of 50k savings because the country has already eaten it before you earned it.

​We are a generation of "almost." We almost made it. We almost traveled. We almost started that business. But Nigeria happened.
​The most painful part? We’ve started to hate each other. You see your brother making small progress and instead of joy, you feel fear fear that he’s leaving you behind in this pit. We are like crabs in a bucket that’s currently inside a burning furnace.

​I’m tired of "it is well." It is NOT well. My youth is leaking away like a burst pipe and I’m spent. I’m tired of being strong. I’m tired of hoping. Hope is not a strategy when the people at the top are playing Ludo with your destiny.

The real tragedy isn't that we are suffering we’re Nigerians, we’re used to that. The tragedy is that we’ve forgotten who we were before the hustle broke us. I look at my old photos and I don’t recognize that boy with the big dreams anymore.

​We aren't living, we are just waiting for our turn to give up. So tell me, at what point does holding on just become a slow way to die? Who actually has a plan that isn't just God will do it or an airport terminal?

[Spendex @spendexhq]

Pivot to Spendex

Spendex can help you recover funds on unsupported networks in record time

We make spending your crypto easy, and you shouldn't be punished for simple mistakes

Download Spendex on playstore today or visit https://t.co/iIbnSKzX80 to get started

[𝓵𝓾𝓵𝓾🏴󠁧󠁢󠁥󠁮󠁧󠁿 @dfwlu]

Here's something that should matter to every single person using AI tools right now.

When your AI runs on the cloud, and most of them do, your data takes a round trip to a server before you get a response. That means latency. That means exposure. That means someone else holds your information.

@Sigma_Browser flips this entirely with a local LLM built directly into the browser. your AI runs on your device, responses are faster your data never leaves, no middleman, no server, no compromises.

This is what privacy first AI actually looks like in practice. Not just a marketing promise, a technical reality.

The future of AI isn't in the cloud. It's on your device. $SIGMA gets that. 🔒

[𝓵𝓾𝓵𝓾🏴󠁧󠁢󠁥󠁮󠁧󠁿 @dfwlu]

New month. New opportunities. Same conviction on $SIGMA.

March is going to be a big month for AI and crypto. The market is shifting, Institutions are moving in, and projects that actually deliver are starting to stand out from the noise.

@Sigma_Browser has a real product, a real vision, a real community that keeps growing every single day.

While others are still searching for the next big thing, I already found mine.
Start your March right. Get into SIGMA before everyone else does. ⏳

[𝓵𝓾𝓵𝓾🏴󠁧󠁢󠁥󠁮󠁧󠁿 @dfwlu]

good morning CT

happy new month

[Chidera @EmmanuelNdema1]

https://t.co/M9y3K1BnOy

[Cryptik @cryptikdoteth]

@EmmanuelNdema1 "Curation without transparency is gatekeeping wearing a friendlier name." That one line explains everything wrong with curated launchpads better than any thread I have seen this year.

[𝓵𝓾𝓵𝓾🏴󠁧󠁢󠁥󠁮󠁧󠁿 @dfwlu]

AI is the most talked about technology in the world right now. Every major company is racing to integrate it.

But here's what nobody is talking about — who controls the AI you use every day matters MORE than the AI itself.

Big tech wants to own your data, your browsing history, your behavior. @Sigma_Browser is flipping that model entirely. Giving control back to users. Letting YOU be part of the infrastructure. Letting YOU earn from it.

That's not just a browser upgrade. That's a complete shift in how the internet works. And $SIGMA is at the center of it.

The AI race is on. Make sure you're on the right side of it.

[Marvin ☂️ @MarvinSunday4]

In November 2024, the dollar rate in Nigeria hit ₦1,700, and money saved in January at ₦900 had lost over 89% of its value by year's end.

This spike in the dollar rate created a well-known phenomenon — the Naira is not a safe currency to save, borrow, or spend with.

As Nigerians began seeking better alternatives (dollars being the obvious choice), the economic system has made it continuously difficult to hold, spend, and receive them.

What if I told you that @FinnaHQ is a better alternative to banks for accessing dollars in Nigeria? Would you give it a try?

Let's get right to it. 👇

[Spendex @spendexhq]

You asked and we answered

Spendex will be integrating the @solana chain soon

You'll be able to deposit SOL, USDT and USDC on SOL

You'll also be able to bridge other tokens on Spendex to SOL

Create a Spendex account today and start enjoying a seamless experience

@SuperteamNG @Harri_obi

[Spendex @spendexhq]

Spendex is now live on Google Play with lightning-fast transactions and near-zero fees.

Spendex is offering you:

- Instant crypto withdrawals to NGN
- Automated P2P system
- 30% referral rewards
- Pay for airtime, data, electricity and other utilities with crypto
- Spendable crypto card

Download Spendex now and start spending your crypto seamlessly

[𝓵𝓾𝓵𝓾🏴󠁧󠁢󠁥󠁮󠁧󠁿 @dfwlu]

The future of browsing is not searching, it is delegating!

​I have been looking into @Sigma_Browser, and they are moving away from the chatbot era into the Agentic era.

​Think about it, A browser that actually logs in, automates tasks, and researches for you in the background while keeping everything end-to-end encrypted.

​No more manual data entry. No more tab fatigue. Just high leverage execution.

​Beta drops August 2025. If you are not following @Sigma_Browser yet, you are going to be late to the most productive tool in the stack.

[𝓵𝓾𝓵𝓾🏴󠁧󠁢󠁥󠁮󠁧󠁿 @dfwlu]

GM CT 🌅

FOLLOWING BACK EVERYONE THAT FOLLOWS, LET'S GROW TOGETHER ❤

[𝓵𝓾𝓵𝓾🏴󠁧󠁢󠁥󠁮󠁧󠁿 @dfwlu]

Zoom out for a second.🔍

In 2024, people were dreaming of Bitcoin at $50k. Now, we’re panicking because it’s at $76k.

Perspective is everything. The big institutions like BlackRock and Fidelity aren't selling their bags just because of a bad week, They are thinking 5-10 years ahead.

If you want life changing money, you have to have life changing patience.

The boring and scary times are where the millionaires of the next bull run are made. Hang in there.💎🙌

[𝓵𝓾𝓵𝓾🏴󠁧󠁢󠁥󠁮󠁧󠁿 @dfwlu]

GM to everyone still staring at the charts. ☕

The Fear & Greed index just hit 14. Extreme Fear is officially here.

It’s easy to be a visionary when everything is green. today is for the ones who actually understand the tech.

Take a breath. We’ve seen this movie before.

[Chris.tsx @copstud3]

January dump: running edition