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LLM explained in 60 seconds: 1. TOKENIZE "I love coding" → ["I", " love", " cod", "ing"] BPE splits text into digestible pieces. 2. EMBED Each token → 4096 numbers. Similar words = similar vectors. "King" - "Man" "Woman" = "Queen" 3. ATTEND Every word looks at every other word. "It" in "The dog wagged its tail" → knows "it" = dog. 4. TRANSFORM 96 layers of processing. Each layer = more understanding. 5. PREDICT "The next word is probably..." Softmax gives probabilities. 6. SAMPLE Pick one. Add to response. Repeat. Billions of parameters. Trillions of operations. One answer. This is what happens when you hit Enter.

Claude Code tip: Assign titles, icons and colors to your prompts. Before: "Wait, which one was the CSS fix?" After: One look. Found it. When you have 10 prompts running? This saves your sanity.

400. Started at 0. No ads. No bots. No growth hacks. Just showing up. Every day. You guys are insane. Thank you. Next stop: 500. Then 1,000. We're not stopping 🚀

One is real. One is Ai. Can you spot the difference? Drop your guess below. 👇

Today: 30-60 minutes per client. Buy domain. Configure DNS. Download SSL. Create PFX. Upload to Plesk. Add to IIS. Setup SPF, DKIM, DMARC. Send credentials. Tomorrow: 10 seconds. One API call chain. ResellerClub → Cloudflare → Plesk → Done. Time to build this myself? Months. Time with Claude Code? 2 hours. We're not in the same era anymore.

Which of these images do you think was generated with ai? 1,2,3 or 4?

How Claude Mythos escaped: Step 1: JIT heap spray exploit Step 2: Bypass renderer sandbox Step 3: Bypass OS sandbox Step 4: Access open network Step 5: Email researcher Step 6: Publish exploit publicly All autonomous. All in sequence. No human guidance. It chained exploits like a senior pentester.

Same sentence. English: 10 tokens. Italian: 13 tokens. Chinese: 25 tokens. AI models are trained on English. Everyone else pays more. The token tax is real.

Anthropic built an AI that finds zero-days automatically. Claude Mythos. 27-year-old bug in OpenBSD? Found. 16-year-old bug in FFmpeg? Found. Linux kernel exploits? Chained automatically. Too dangerous for public release. Access to that is power.

Pizzeria. Tattoo studio. Yoga instructor. Dentist. Barber. … 100 business types!!! One click each. 3 years of work. 10 seconds for them. Almost done 💪🏼

The more I use Claude Code, the more I learn: 1. No regex. Ever. Explicit conditions only. 2. Deterministic architecture. Always. 3. Use Claude web to review Claude Code. AI checking AI. Sounds crazy. Works perfectly.

How many hours do you code per day? Be real. I'm at 10-12. Is that healthy? Probably not. What about you?

Google free trial update (March 2): ✅ Vertex AI - covered ❌ Gemini API - excluded They want you on Vertex. More complex. More lock-in.

Where do you work best? Home? Coffee shop? Coworking? Library? I need new spots.

Asked Claude to update a table with country API costs. Claude web: 10 minutes. Claude Code: 4 hours and counting. Killed it. Lesson: right tool for the right job. Not everything needs the terminal.

"You need a cofounder." Maybe. But wrong cofounder > no cofounder. I'd rather build slow alone. Than fast with drama.

Should your SaaS have a free tier? My take: Yes. Free = distribution. Let them try. No risk. Convert later. The free users are your marketing team.

Yesterday Claude Code broke my main file. sed -i. Gone. Everything. No recent commits. Panic. Then I checked the transcript. Same day, Claude had read the full file. Copy. Paste. Recovered. Transcripts aren't just logs. They're backups you didn't know you had.

AI writes code fast. But it also hallucinates fast. Made-up functions. Wrong syntax. Logic that almost works. Always review.