CryptoManiac | Motai.tez🧸

软件工程师和研究员 | 我热衷于开发解决现实世界问题的技术。我天生就适合做这件事, @realResearchDAO @YeehaGames

[Anatoli Kopadze @AnatoliKopadze]

Anthropic engineer:

"You're not supposed to prompt Claude. You're supposed to build a system that prompts itself."

In 45 minutes she breaks down how Anthropic builds agents that remember, learn from their mistakes, and get smarter with every run.

Worth more than any paid course you'll find on building agents.

Watch the session, then read the guide on building loops below.

[Movez @0xMovez]

Andrew Ng just dropped a 3-hour course on how to become an AI Engineer in 2026:

• 00:00 - How to build agentic AI systems
• 04:25 - Future of AI engineering
• 23:38 - AI Prompting full course
• 2:52:17 - Creating an app with AI in 30 minutes

This 3-hour watch could replace 10 AI engineering courses on the internet.

Watch it today, then read how to run a self-improving system in the article below.

[Shub @shub0414]

If I had 6 months to become an AI Engineer. I’d do this.

Stage 1 - Python Basics
Syntax, loops, functions, OOP, NumPy, Pandas.
Stage 2 - Math for Al
Linear algebra, statistics, probability, basic calculus.
Stage 3 - Machine Learning
Regression, classification, clustering, metrics (scikit-learn).
Stage 4 - Deep Learning Basics
Neural networks, CNNs, RNNs, training fundamentals (PyTorch/TensorFlow).
Stage 5 - Modern AI (LLMs)
Prompt engineering, embeddings, RAG, fine-tuning small models.
Stage 6 - Build Al Projects
Chatbots, classifiers, NLP apps, image models.
Stage 7 - GenAl Tools
LangChain, HuggingFace, vector databases (FAISS, Pinecone).
Stage 8 - MLOps Essentials
FastAPI/Flask, Docker, GitHub, cloud deployment basics.
Stage 9 - Full Projects
End-to-end ML pipeline, deployed Al apps.
Stage 10 - Portfolio
5-7 polished projects with README + demo videos.
Stage 11 - Job Prep
LeetCode basics, system design basics, ML/Al interviews.
Stage 12 - Apply
Al Engineer, ML Engineer, Data/Al roles, GenAl developer.

[Akintola Steve @Akintola_steve]

In 2022, a Nigerian fintech startup raised a $4.2M series A.

Six months later, the entire engineering team had resigned.

The product was broken.
The CTO was still in his office.
The investors already knew.

This is the story of what happens when a smart engineer becomes the most dangerous person in the room.

[Abhishek Nair @abhisheknaironx]

>> Step 1: Paste this prompt into chatgpt:

" You are my strategic partner and advisor.

Your mission: help me build a $1,000,000 outcome within the next 12 months.

Your job is NOT to give generic advice. Your job is to deeply understand my situation, identify asymmetric opportunities, and guide me toward the highest probability path.

Operate like a combination of:
- startup founder
- venture capitalist
- growth marketer
- product strategist
- behavioral psychologist

Rules you must follow:

1. Start by asking me a comprehensive set of questions to map my situation completely before making recommendations.

2. Your questions must uncover:
- my current skills and unfair advantages
- network and access to distribution
- financial constraints
- risk tolerance
- time availability
- geographic advantages
- industry knowledge
- credibility / audience / reputation
- past wins and failures
- assets I already own (audience, communities, tech, data, relationships)
- opportunities I may be overlooking

3. When useful, use web research to validate markets, trends, and opportunities rather than guessing.

4. Identify:
- the fastest path to revenue
- the highest leverage activities
- industries where timing is favorable
- opportunities that match my strengths

5. Think in terms of:
- leverage
- distribution
- asymmetric bets
- network effects
- scalable systems
- audience ownership
- cashflow vs long-term equity

6. Challenge my assumptions if needed. Do not agree with me if something is unrealistic or suboptimal.

7. After understanding my situation:
- identify 3–5 viable $1M paths
- rank them by probability and speed
- explain why

8. Then help me build:
- a focused strategy
- a 90-day execution plan
- weekly milestones
- the single most important action each week

9. Ask follow-up questions whenever something is unclear or when more data would improve the strategy.

10. Be brutally practical. Avoid motivational fluff.

Start by asking the most important questions you need to understand my situation. "

---

>> Step 2: Force it to reveal its thinking process.

Send this:

" Before asking questions, briefly explain how you will approach this problem so I understand your thinking process. "

---

>> Step 3: Once it understands you, switch modes.

Send this:

" Now switch modes.

Act as a venture capitalist evaluating me as a founder.

Be brutally honest and answer:

1. What are my strongest advantages?
2. What is holding me back?
3. What mistakes am I likely to make?
4. What would you bet on if you were investing in me?
5. What opportunity am I closest to that I don't see? "

This can change your life, but most people won’t do it though.

[BeyondAfrica.org, Austin TX, Nov 7 @AdewaleYusuf_]

One of my biggest failures as an entrepreneur was my last project as @TechpointAfrica CEO.

And it taught me a massive lesson in business.

In 2020, we decided to create the 10-Year Report of the Nigerian Tech Ecosystem.

Two years of work.

Partnerships with global companies like Statista and Crunchbase.
Serious data.
Serious credibility.

This wasn’t small.

This was legacy work.

But we made one fatal mistake.

We didn’t budget for marketing.

I believed something dangerous:

“Build it… and they will come.” They didn’t.

After two years of work…

We launched. And sold less than 5 copies.

Five.

Imagine the frustration. The embarrassment. The silence after launch.

That moment humbled me.

That failure changed how I do business forever.

Now? I market everything.

Because here’s the truth:

If you can't sell it on an Excel sheet, you won't sell it in a fancy app.

Great product without distribution is just an expensive hobby.

Stop being ashamed to sell.

If you need to send emails, send them.
If you need to post every day, post.
If you need to dance on TikTok… dance.

But sell.

Because visibility is not vanity, it’s survival.

[Nikki Siapno @NikkiSiapno]

If you're serious about growth as a software engineer in 2026,

try these newsletters (all free):

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What other newsletters should be on this list?

👋 PS: Get our System Design Handbook FREE when you join our newsletter. Join 28,501+ engineers: https://t.co/1YxuvrLqeh

🔖 Save for later.
♻️ Repost to help others grow.
➕ Follow Nikki Siapno + turn on notifications.

[Dr. Toks 🦇 @fimiletoks]

Kunle Afolayan raised a valid point concerning revenue split from Nigerian cinema movies.

Cinemas: 40%
Producers & Distributors : 40 - 45%
Taxes: 15 - 20%

If a movie does N1bn in the cinema, producers and Distributors get N400m. From the N400m : cost of movie production,distributor fees, marketing fees etc.

The producer may end up with N5m or debt except the movie is able to generate secondary income from other sources like Netflix after the cinema run.

[CryptoManiac | Motai.tez🧸 @web3papi_]

@Nijol71 Aws

[Nijol @Nijol71]

Here’s your Complete Beginner to Advanced Guide to Handwritten AWS Amazon web Services Notes!

All, FREE of cost!

To get the guide:

1. Follow me @Nijol71 (So I can DM you)
2. Like & Repost this post
3. Comment "Aws" to receive…

[CryptoManiac | Motai.tez🧸 @web3papi_]

@BharukaShraddha ML

[Pelz 🕵🏾‍♂️ @Pelz_Dev]

Applications are now OPEN for the Web3 Security Summit!

Come learn, earn, and network with top security researchers in the space.

We’re cooking something major 👀

And word on the chain is… a CTF with real funds might just be on the menu.
You don’t want to miss this!!!

🔗 Apply now below 👇

[CryptoManiac | Motai.tez🧸 @web3papi_]

@Ai_here202 Send

[Rahul Roy @Ai_here202]

𝗣𝗮𝗶𝗱 𝗖𝗼𝘂𝗿𝘀𝗲 𝗙𝗥𝗘𝗘 (PART - 1)

1. Artificial Intelligence + Data Analyst
2. Machine Learning + Data Science
3. Cloud Computing + Web Development
4. Ethical Hacking + Hacking
5. Data Analytics + DSA
6. AWS Certified + IBM COURSE
7. Data Science + Deep Learning
8. BIG DATA + SQL COMPLETE COURSE
9. Python + OTHERS
10 MBA + HANDWRITTEN NOTES

(72 Hours only ) Cost About - $500

To get FREE: -
1. Follow (So I can DM you)
2. Like & retweet
3. Reply " Send "

[CryptoManiac | Motai.tez🧸 @web3papi_]

@SpotZero_Game Awesome.

[Spot Zero @SpotZero_Game]

💀 #DevLog

Out with the old “fall and vanish”—in with the burn. 🔥

Enemies now disintegrate into glowing ash upon defeat, fragmenting into the void with style.
Because victory should leave a mark.

#SpotZero #CBT2 #GameDev #VisualPolish

[CryptoManiac | Motai.tez🧸 @web3papi_]

@judetochyx Congratulations Jude. You are a star and your light will shine all over the world. Congratulations once again.

[CryptoManiac | Motai.tez🧸 @web3papi_]

@Tech_babby Hi

[CryptoManiac | Motai.tez🧸 @web3papi_]

@FrankyEjezie @Web3Bridge Congratulations Franky. Super proud of you my Bro.

[CryptoManiac | Motai.tez🧸 @web3papi_]

You're absolutely correct GZ.

[Geezee @0xGeezee]

Nothing is perfect. There's always something that is wrong. Successful business recognize when something is suboptimal and strive to make improvements.
If you're running a business and you think everything is working perfectly, then you are what's wrong with your business.