Whether the blockchain market is in a downturn or an upturn, my development pace remains unchanged. I will be working on many projects in the future, engaging with more clients and expanding my business scope as much as possible to increase revenue generation in blockchain, full-stack, and AI projects. Recently, as I've been actively working as a developer, I've noticed an increasing number of systems implementing trading based on natural language processing. The combination of blockchain and AI is a reality, not a future problem.

Christmas blessings from our family to yours. May this season bring joy to your hearts, warmth to your home, and peace that lasts all year long.

Most ad accounts don’t fail because of bad ads. They fail because nobody did the math first. Here’s the uncomfortable truth… Running ads without clear math is just gambling with a dashboard. People launch campaigns asking: “How much should I spend?” Instead of: “How does this make money?” If you don’t know: • Your cost to acquire a customer • Your close rate • Your average order value • Your lifetime value Then ROAS is just a vanity number. What usually happens: Ads bring traffic ✔️ Leads come in ✔️ Sales feel inconsistent ❌ So people blame: The platform The algorithm The creative When the real issue is this: There was no model behind the spend. Example: Business A knows: $50 per lead 20% close rate $500 sale Clear profit window Business B just “tests ads” and hopes. Same platform. Same tools. Different outcomes. Simple takeaway: Ads don’t create profit. Math does. If the numbers don’t work on paper, they won’t magically work in Meta Ads Manager. Question for you — do you know your break-even numbers… or are you hoping the ads figure it out for you?