popular gee

crypto is here

[popular gee @popular9959]

Only fast fingers will claim $RAT
@Ratsonsol

[popular gee @popular9959]

@Fxprin @MydailyTrades_ Na game 😅😅

[popular gee @popular9959]

I have passed phase 1 of the free $1k step account from @BrightFunded

Thank you for your support #brightfunded #freechallanage

[popular gee @popular9959]

True

[popular gee @popular9959]

Guy good news register on https://t.co/ezknnhp2DC be experience prop firm trading like never be for,
Great pricing for all sorts of accounts
@constantfunded

[Taiyo @taiyoo]

📂 All Ways to Earn Money in Crypto
┃
┣ 📂 Trading
┃ ┣ 📂 Spot trading
┃ ┣ 📂 Swing trading
┃ ┣ 📂 Day trading
┃ ┣ 📂 Scalping
┃ ┣ 📂 Arbitrage
┃ ┣ 📂 Cross-exchange arbitrage
┃ ┣ 📂 DEX/CEX arbitrage
┃ ┣ 📂 Perpetual futures
┃ ┣ 📂 Options trading
┃ ┣ 📂 Basis trading
┃ ┣ 📂 Funding-rate arbitrage
┃ ┣ 📂 Market making
┃ ┣ 📂 Grid trading
┃ ┣ 📂 Copy trading
┃ ┗ 📂 MEV
┃
┣ 📂 Investing
┃ ┣ 📂 Long-term token investing
┃ ┣ 📂 ICOs
┃ ┣ 📂 IDOs
┃ ┣ 📂 IEOs
┃ ┣ 📂 Private/seed rounds
┃ ┣ 📂 Token launches
┃ ┣ 📂 NFT investing
┃ ┣ 📂 Governance-token investing
┃ ┗ 📂 Crypto startup investing
┃
┣ 📂 Staking & DeFi
┃ ┣ 📂 Proof-of-stake staking
┃ ┣ 📂 Liquid staking
┃ ┣ 📂 Restaking
┃ ┣ 📂 Lending
┃ ┣ 📂 Liquidity providing
┃ ┣ 📂 Yield farming
┃ ┣ 📂 Liquidity mining
┃ ┣ 📂 Stablecoin farming
┃ ┣ 📂 DeFi vaults
┃ ┣ 📂 Leveraged strategies
┃ ┣ 📂 Delta-neutral strategies
┃ ┗ 📂 Yield optimization
┃
┣ 📂 Airdrops
┃ ┣ 📂 Retroactive airdrops
┃ ┣ 📂 Testnet campaigns
┃ ┣ 📂 Mainnet activity
┃ ┣ 📂 Protocol points
┃ ┣ 📂 Early-user rewards
┃ ┣ 📂 Referral campaigns
┃ ┣ 📂 Node rewards
┃ ┗ 📂 DePIN rewards
┃
┣ 📂 InfoFi
┃ ┣ 📂 Kaito style campaigns
┃ ┣ 📂 Mindshare rewards
┃ ┣ 📂 Creator campaigns
┃ ┣ 📂 Attention markets
┃ ┣ 📂 Social reputation rewards
┃ ┣ 📂 Content bounties
┃ ┣ 📂 Research contributions
┃ ┣ 📂 Data contributions
┃ ┗ 📂 AI-agent reputation rewards
┃
┣ 📂 Prediction Markets
┃ ┣ 📂 Sports predictions
┃ ┣ 📂 Political predictions
┃ ┣ 📂 Crypto predictions
┃ ┣ 📂 Event predictions
┃ ┣ 📂 Forecasting competitions
┃ ┣ 📂 Prediction-market arbitrage
┃ ┣ 📂 Market making
┃ ┗ 📂 Liquidity provision
┃
┣ 📂 Mining
┃ ┣ 📂 Bitcoin mining
┃ ┣ 📂 GPU mining
┃ ┣ 📂 ASIC mining
┃ ┣ 📂 Mining pools
┃ ┣ 📂 Solo mining
┃ ┣ 📂 Cloud mining
┃ ┗ 📂 DePIN mining
┃
┣ 📂 NFTs
┃ ┣ 📂 NFT flipping
┃ ┣ 📂 NFT minting
┃ ┣ 📂 NFT lending
┃ ┣ 📂 NFT rentals
┃ ┣ 📂 NFT royalties
┃ ┣ 📂 NFT liquidity pools
┃ ┣ 📂 NFT arbitrage
┃ ┗ 📂 Creating NFT collections
┃
┣ 📂 Crypto Gaming
┃ ┣ 📂 Play-to-earn
┃ ┣ 📂 In-game asset trading
┃ ┣ 📂 Game item farming
┃ ┣ 📂 Guilds & scholarships
┃ ┣ 📂 Tournament prizes
┃ ┗ 📂 Esports
┃
┣ 📂 Content Creation
┃ ┣ 📂 X/Twitter
┃ ┣ 📂 YouTube
┃ ┣ 📂 TikTok
┃ ┣ 📂 Instagram
┃ ┣ 📂 Newsletters
┃ ┣ 📂 Podcasts
┃ ┣ 📂 Paid communities
┃ ┣ 📂 Subscriptions
┃ ┣ 📂 Sponsorships
┃ ┣ 📂 Affiliate marketing
┃ ┣ 📂 Ambassador programs
┃ ┣ 📂 Paid research
┃ ┗ 📂 Premium reports
┃

┃ ┣ 📂 Development
┃ ┣ 📂 Smart-contract development
┃ ┣ 📂 Security
┃ ┣ 📂 Research
┃ ┣ 📂 Marketing
┃ ┣ 📂 Content writing
┃ ┣ 📂 Social media management
┃ ┣ 📂 Community management
┃ ┣ 📂 Business development
┃ ┣ 📂 Sales
┃ ┣ 📂 Design
┃ ┣ 📂 Video editing
┃ ┣ 📂 Customer support
┃ ┗ 📂 Moderation
┃
┣ 📂 Building Products
┃ ┣ 📂 dApps
┃ ┣ 📂 DeFi protocols
┃ ┣ 📂 Trading tools
┃ ┣ 📂 Analytics platforms
┃ ┣ 📂 Bots
┃ ┣ 📂 Wallets
┃ ┣ 📂 Crypto games
┃ ┣ 📂 AI × crypto products
┃ ┣ 📂 SaaS
┃ ┗ 📂 Infrastructure products
┃
┣ 📂 DAOs & Communities
┃ ┣ 📂 DAO contributor roles
┃ ┣ 📂 Governance rewards
┃ ┣ 📂 Bounties
┃ ┣ 📂 Community contributor programs
┃ ┣ 📂 Ambassador programs
┃ ┗ 📂 Community moderation
┃
┣ 📂 Referrals & Affiliates
┃ ┣ 📂 Exchange referrals
┃ ┣ 📂 Wallet referrals
┃ ┣ 📂 Protocol referrals
┃ ┣ 📂 Trading-platform affiliates
┃ ┣ 📂 Creator referral programs
┃ ┗ 📂 Invite-based campaigns
┃
┣ 📂 Infrastructure
┃ ┣ 📂 Running validators
┃ ┣ 📂 Running RPC nodes
┃ ┣ 📂 Running archival nodes
┃ ┣ 📂 Running indexers
┃ ┣ 📂 Providing storage
┃ ┣ 📂 Providing bandwidth
┃ ┣ 📂 Providing compute
┃ ┣ 📂 Sequencers
┃ ┣ 📂 Relayers
┃ ┗ 📂 Oracles

[popular gee @popular9959]

Yh

[Top 1% Men @dtop1percentmen]

Watch this...

[ForexBlog News @forexblog9ja]

Top stories | @officialEFCC on Nigerian forex traders
Habby x @@EquityEdgeUK

[nysa tech @menepucha]

bro’s days are numbered ☠️☠️

[Hameadoo🥷🏿☪️ @Hameadoo44]

Very important video.

Listen 👂

[popular gee @popular9959]

Good

[‏عادل | مبرمج @AdelDeveloperX]

بدل ما تضيع ساعتين الليلة في نتفليكس… شوف محاضرة Stanford دي. 👀

دي من أوضح الشروحات اللي شوفتها عن إزاي ChatGPT وClaude بيشتغلوا فعلًا من جوّه.

🔖 المحاضرة مدتها ساعتان، لذا احفظها في Bookmarks لتشاهدها عندما يكون لديك وقت.

والأهم؟

مش محتاج تكون فاهم في الذكاء الاصطناعي عشان تستفيد منها.

سواء أول مرة تستخدم الذكاء الاصطناعي أو بقالك سنة بتستخدمه يوميًا، الفيديو ده ممكن يغيّر تمامًا طريقتك في التعامل معاه. 🧠

هتفهم:
- إزاي نماذج الذكاء الاصطناعي بتفكر؟
- ليه أحيانًا بتديك إجابات ممتازة وأحيانًا لأ؟
- وإزاي تستخدمها بشكل أذكى بدل مجرد إنك تسألها وتاخد الإجابة؟

لو بتستخدم ChatGPT أو Claude كل يوم، الفيديو ده يستاهل وقتك فعلًا.

🎥 شوف المحاضرة من هنا 👇

[popular gee @popular9959]

Important

[Vala Afshar @ValaAfshar]

A masterclass on ‘how to speak’ by MIT professor Patrick Winston - 15 key lessons

[popular gee @popular9959]

GOOD

[popular gee @popular9959]

Nice

[Stephen | Data @sdw_online]

3 data projects you can build this weekend

[Dipanshu Kushwaha @Dipanshu_AI]

Don't waste 2 years learning to become an AI agentic engineer in 2026.

Andrew Ng, the godfather of AI, gave the complete playbook to become one from scratch.

1 hour course. Free:

• 00:00 - AI agent basics
• 12:12 - AI Agentic workflows & design patterns
• 53:27 - Practical tips for building AI agents
• 1:20:30 - self-improving AI agent loops
• 1:30:19 - multi-agent AI systems

I watched it last night.

Halfway through, I realized I could get into Anthropic in weeks, not years.

Bookmark now. Watch it. Then build your own AI agent.

[popular gee @popular9959]

Nice

[AI Nerd @AINerdzz]

What a job for real....🤯🤯

[popular gee @popular9959]

Nice

[Hanako @hanakoxbt]

Don't spend 2 years learning how Claude and ChatGPT actually work.

Stanford just dropped a 2.5 hour course on building an LLM from scratch.

0:00 - LLM tokenization
25:03 - how LLMs decode a prompt
34:44 - the training pipeline
1:14:47 - the architecture, from scratch

look at the first one, because it is the section everyone skips.

Text → Tokens → IDs → Vectors

by the time the model sees your prompt it is not text. it is integers, split where you would not expect.

that is why renaming a tool changes which one gets called, and why one character moves the whole result.

reading your prompt is the old mental model. reading what was sent is the new one.

Anthropic pays $750,000 a year to engineers who understand this layer.

watch it today, then read the eval setup below.

[popular gee @popular9959]

Nice

[Rohit @heyrohitai]

Apple fired Steve Jobs.

Soon after, he gave one of the most candid 60-minute business lectures you'll ever watch.

No PR script. No polished image. Just lessons on building products, leadership, failure, and starting over.

Watch this instead of Netflix tonight.

Bookmark it. You'll come back to it.

[Know Your Computer 💻 @ComputerrBooks]

Important Shortcuts Keys For Computer, then Add yours in the comments

CTRL+A. . . . . . . . . . . . . . . . . Select All CTRL+C. . . . . . . . . . . . . . . . . Copy
CTRL+X. . . . . . . . . . . . . . . . . Cut
CTRL+V. . . . . . . . . . . . . . . . . Paste
CTRL+Z. . . . . . . . . . . . . . . . . Undo
CTRL+B. . . . . . . . . . . . . . . . . Bold
CTRL+U. . . . . . . …. . . . . . . . Underline
CTRL+I . . . . . . . . . . . . . . . . . Italic
F1 . . . . . . . . . . . . . . . . . . . . . . Help
F2 . . . . . . . . . . . . . . . . . . . . . Rename selected object
F3 . . . . . . . . . . . . . . . . . . . . . Find all files
F4 . . . . . . . . . . . . . . . . . . . . . Opens file list drop-down in dialogs
F5 . . . . . . . . . . . . . . . . . . . . . Refresh current window
F6 . . . . . . . . . . . . . . . . . . . . . Shifts focus in Windows Explorer
F10 . . . . . . . . . . . . . . . . . . . . Activates menu bar options
ALT+TAB . . . . . . . . . . . . . . . . Cycles between open applications
ALT+F4 . . . . . . . . . . . . . . . . . Quit program, close current window
ALT+F6 . . . . . . . . . . . . . . . . . Switch between current program windows
ALT+ENTER. . . . . . . . . . . . . . Opens properties dialog
ALT+SPACE . . . . . . . . . . . . . . System menu for current window
ALT+¢ . . . . . . . . . . . . . . . . . . opens drop-down lists in dialog boxes
BACKSPACE . . . . . . . . . . . . . Switch to parent folder
CTRL+ESC . . . . . . . . . . . . . . Opens Start menu
CTRL+ALT+DEL . . . . . . . . . . Opens task manager, reboots the computer
CTRL+TAB . . . . . . . . . . . . . . Move through property tabs
CTRL+SHIFT+DRAG . . . . . . . Create shortcut (also right-click, drag)
CTRL+DRAG . . . . . . . . . . . . . Copy File
ESC . . . . . . . . . . . . . . . . . . . Cancel last function
SHIFT . . . . . . . . . . . . . . . . . . Press/hold SHIFT, insert CD-ROM to bypass auto-play
SHIFT+DRAG . . . . . . . . . . . . Move file
SHIFT+F10. . . . . . . . . . . . . . . Opens context menu (same as right-click)
SHIFT+DELETE . . . . . . . . . . . Full wipe delete (bypasses Recycle Bin)
ALT+underlined letter . . . . Opens the corresponding menu
PC Keyboard Shortcuts
Document Cursor Controls
HOME . . . . . . . . . . . . . . to beginning of line or far left of field or screen
END . . . . . . . . . . . . . . . . to end of line, or far right of field or screen
CTRL+HOME . . . . . . . . to the top
CTRL+END . . . . . . . . . . to the bottom
PAGE UP . . . . . . . . . . . . moves document or dialog box up one page
PAGE DOWN . . . . . . . . moves document or dialog down one page
ARROW KEYS . . . . . . . move focus in documents, dialogs, etc.
CTRL+ > . . . . . . . . . . . . next word
CTRL+SHIFT+ > . . . . . . selects word
Windows Explorer Tree Control
Numeric Keypad * . . . Expand all under current selection
Numeric Keypad + . . . Expands current selection
Numeric Keypad – . . . Collapses current selection
¦ . . . . . . . . . . . . . . . . . . . Expand current selection or go to first child
‰ . . . . . . . . . . . . . . . . . . Collapse current selection or go to parent
Special Characters
‘ Opening single quote . . . alt 0145
’ Closing single quote . . . . alt 0146
“ Opening double quote . . . alt 0147
“ Closing double quote. . . . alt 0148
– En dash. . . . . . . . . . . . . . . alt 0150
— Em dash . . . . . . . . . . . . . . alt 0151
… Ellipsis. . . . . . . . . . . . . . . . alt 0133
• Bullet . . . . . . . . . . . . . . . . alt 0149
• ®️ Registration Mark . . . . . . . alt 0174
• ©️ Copyright . . . . . . . . . . . . . alt 0169
• ™️ Trademark . . . . . . . . . . . . alt 0153
• ° Degree symbol. . . . . . . . . alt 0176
• ¢ Cent sign . . . . . . . . . . . . . alt 0162
• 1⁄4 . . . . . . . . . . . . . . . . . . . . . alt 0188
• 1⁄2 . . . . . . . . . . . . . . . . . . . . . alt 0189
• 3⁄4 . . . . . . . . . . . . . . . . . . . . . alt 0190

[Build Mode @BLD404]

Never put assets on your name

[Wayne @waynoir]

Google put out a free 1-hour long course on building agents from scratch and it's actually good

00:00 - your first agent, built from nothing
08:24 - giving it memory that actually persists
28:34 - loops that keep running for hours without you
40:04 - mcp vs api, and when to build your own
1:00:22 - stitching multiple agents together

Most people building agents right now don't actually get this stuff. watch it, then read the loop breakdown below