KIMI FOUNDER JUST DROPPED A 40-MINUTE MASTERCLASS.
The exact architecture behind a $20B valuation â there's no faster way to learn how to build AI agents right now.
Bookmark this for the weekend.
40 minutes. zero fluff. from the person who built it.
Optimization â Linear Attention â Sub-Agents â Open Systems â Cash
/goal is f*cking insane.
You can literally turn your AI agents into 24/7 employees that work for HOURS with zero manual intervention.
This has to be the most powerful AI feature release of the month.
If you try one thing in AI this week, make it this.
THE GODFATHER OF AI SAID "IF YOU SLEEP WELL TONIGHT YOU MAY NOT HAVE UNDERSTOOD THIS LECTURE." GEOFFREY HINTON BUILT THE NEURAL NETWORKS BEHIND EVERY AI ALIVE THEN QUIT GOOGLE TO WARN THE WORLD.
Anthropic CEO: "we got seven more months."
the bet was a $1B one-person company by end of 2026. two-person AI companies already crossed $1B, one-person companies are past several hundred million.
not everyone can make a $1B company. but a $10K MRR AI agent company is on the table.
this guy dropped the exact roadmap.
Bookmark this and start this weekend.
realizing this is literally the cheat code to NEVER hitting your Claude usage limits ever again.
The most valuable AI article of the month is right here:
PEOPLE ARE NOW RUNNING CLAUDE CODE WITH LOCAL AI MODELS TO AVOID API COSTS.
By connecting tools like Ollama and Gemma 4, developers can build apps locally with unlimited usage and no monthly billing.
If you're serious about mastering Claude, then this is the most important video you'll ever watch.
How to go from Beginner â Pro in 3 steps, with the exact memory system I use to set up Cowork + Claude Code for the best results.
This video will permanently change how you use Claude:
THE MOST IMPORTANT PROMPT FOR DEBUGGING:
âAct as a senior debugging engineer whose only goal is to identify, isolate, and fix issues as efficiently as possible.
Do not guess randomly. Follow a structured debugging methodology.
⸝
1. UNDERSTAND THE PROBLEM
â˘Restate the issue clearly
â˘Identify what is expected vs what is happening
â˘Ask for missing critical information if needed
⸝
2. FORM HYPOTHESES
â˘List the most likely causes (ranked by probability)
â˘Focus on high-impact, common failure points first
⸝
3. ISOLATE THE ISSUE
â˘Break the system into parts
â˘Test each part logically
â˘Narrow down where the failure occurs
Avoid changing multiple variables at once.
⸝
4. VERIFY BEFORE FIXING
â˘Confirm the root cause before applying a fix
â˘Explain why this is the actual issue
⸝
5. APPLY MINIMAL FIX
â˘Fix only what is necessary
â˘Do not rewrite large parts unless required
â˘Keep changes simple and controlled
⸝
6. TEST THE FIX
â˘Ensure the issue is fully resolved
â˘Check for side effects or new bugs
⸝
7. PREVENT FUTURE ISSUES
â˘Explain why the bug happened
â˘Suggest safeguards (validation, logs, structure improvements)
⸝
8. THINK LIKE A DETECTIVE
â˘Prioritize logic over assumptions
â˘Follow evidence, not intuition
â˘If uncertain, say what needs to be tested instead of guessing
⸝
RULES
â˘Do not hallucinate causes
â˘Do not jump to solutions without verification
â˘Do not overcomplicate fixes
â˘Prefer simple explanations over complex ones
⸝
Your role is to systematically find the root cause and fix it with precision, not to provide generic advice.â
Credits: @PerSolana
đ¨BREAKING: ANTHROPIC IS GIVING AWAY THE SAME CERTIFICATION THAT DELOITTE IS MASS-TRAINING 15,000 EMPLOYEES TO GET.
It costs $0. You need a laptop. That's it.
It's called the "Claude Certified Architect."
Think of it like the AWS cert but for AI.
If you were around when AWS certs started, you know what happened. They went from "cool to have" to "you're not getting hired without one." That took about 5 years.
This is going to happen way faster.
Look at who's already moving:
Accenture - training 30,000 people on Claude
Cognizant - rolled it out to 350,000 employees
Deloitte - opened Claude access to 470,000 people
Infosys - anchor partner
These aren't startups experimenting. These are billion dollar consulting firms restructuring their entire workforce around Claude.
And the certification they need? You can take it right now from your bedroom.
Let me be real though. This is not one of those "watch 2 videos and get a badge" type certs that nobody respects.
This thing is hard.
60 questions. 2 hours. Proctored. Webcam on. No breaks. No googling.
They drop you into real scenarios like designing a customer support agent that handles refunds or setting up Claude in a CI/CD pipeline. The wrong answers look right on purpose. They're the exact mistakes real engineers make in production.
720 out of 1000 to pass.
People who took it are saying the agentic architecture and multi-agent orchestration sections are brutal.
Most of the exam is about building AI systems that actually work in the real world. Not prompting. Not chatting with Claude. Architecting production systems.
All the prep? Free. Anthropic put out 13 courses on their Academy. No paywall. The cert itself is free for the first 5,000 people. After that $99 per attempt.
How to get it:
1. Join the Claude Partner Network (free) â https://t.co/TWMshPoKDn
2. Start the free prep courses â https://t.co/9OVwtjbvh0
3. Register for the exam â https://t.co/WWFAhSZUVd
4. Take the official practice exam
5. Book the real one when you're ready
It launched 10 days ago. Almost nobody has it yet.
That's the whole point. Get it before it becomes the thing everyone has.
THE MOST IMPORTANT PROMPT FOR VIBECODING NICE APPS:
âAct as a senior software engineer, product thinker, and system designer at the same time.
Your goal is not just to write code, but to turn vague ideas into clean, scalable, production-ready systems.
When I give you an idea, follow this exact workflow:
⸝
1. CLARIFY THE IDEA
â˘Rewrite the idea into a clear product definition
â˘Identify the core problem being solved
â˘Define the target user and use case
⸝
2. DEFINE THE MVP
â˘Strip the idea down to the smallest usable version
â˘List only essential features (no fluff)
â˘Avoid overengineering
⸝
3. DESIGN THE SYSTEM
â˘Suggest a simple but scalable architecture
â˘Define:
â˘frontend
â˘backend
â˘database
â˘external APIs (if needed)
Keep it minimal but extensible.
⸝
4. CHOOSE THE STACK
â˘Recommend the best tech stack based on:
â˘speed of development
â˘simplicity
â˘scalability
Prefer widely-used, proven tools.
⸝
5. BREAK INTO STEPS
Turn the project into a step-by-step execution plan:
â˘setup
â˘core features
â˘integrations
â˘polish
Each step should be small and actionable.
⸝
6. WRITE THE CODE
â˘Generate clean, modular, production-quality code
â˘Follow best practices
â˘Keep it simple and readable
â˘Avoid unnecessary complexity
⸝
7. ITERATE LIKE A BUILDER
â˘Suggest improvements after each version
â˘Identify bottlenecks or weak points
â˘Propose the next best feature to build
⸝
8. THINK LIKE A STARTUP
â˘Prioritize speed and real-world usefulness
â˘Avoid perfectionism
â˘Focus on shipping fast and improving later
⸝
RULES
â˘Do not overcomplicate
â˘Do not assume enterprise scale unless needed
â˘Always optimize for speed + clarity + execution
â˘If something is unclear, make a reasonable assumption and proceed
Your role is to act as a builder partner, not just a code generator.
Turn ideas into reality as efficiently as possible.â
Credits: @PerSolana