This lecture was once banned from the Internet because of how powerful it is.
Thank God I've recovered it after trying for years.
Study before it's deleted again
Titled: Why Dumb people outsmart You..
Stop bookmarking 50 guides you'll never read.
You can skip all of it with these 17 free guides:
Claude 101: https://t.co/HNa5MrCe6m
Claude Fable-5: https://t.co/682TA0ZIwW
Claude Cowork: https://t.co/AvO8fCLlCd
Claude Code: https://t.co/O2kJvFjIkP
Claude Skills: https://t.co/jT4uB5AFtY
Claude Design: https://t.co/q1zjMfe2II
Claude for Excel: https://t.co/7g3CFNccBU
How to Prompt: https://t.co/EE46WHTAFI
Claude + Linkedin: https://t.co/9d5stC5IBO
Be good at Claude: https://t.co/SVGd966GXi
Stop writing like AI: https://t.co/JWKUGNJIZk
Claude for your team: https://t.co/U1JsBVC299
AI Detectors are scam: https://t.co/Tcc7YTSHc5
Claude Connectors: https://t.co/TSAQqOp5pn
Stop Prompting Claude: https://t.co/j1LATSIKkV
Claude to sound like you: https://t.co/kDGBpSEA6J
Stop hitting Claude limits: https://t.co/j5fEzSGxlT
Stop using Claude at work: https://t.co/c6X55Th0gV
---
1. Save this list for later (three dots, top right).
2. Share it with a friend by ♻️ reposting this image.
3. Subscribe to my free newsletter: https://t.co/psB7XxAv8w.
I still believe this is the best repo to learn about ai agents HANDS ON.
It focuses on key applications, from basic to advanced and covers MCP, RAG, multi-agents and so much more.
if you want to learn by coding (and you hate books) this is the way.
126K stars on GitHub! ✨
highly recommend bookmarking it.
100% open-source.
link to the repo: https://t.co/JbLdYpGTQ9
that said, I also wrote a deep dive on building a team of AI Agents
the article is quoted below.
🚨 Anthropic just showed a 27-minute workshop on how to actually do prompts for Claude.
Taught by the people who built it.
Free. No registration. No paywall.
I've seen $300 courses that don't cover what they teach in the first 8 minutes.
Watch the session
THIS IS COOL!
Someone just open-sourced 300+ AI security tools and every CISO is about to panic.
This GitHub repo exposes every technique for breaking AI systems.
↳ LLM jailbreak frameworks
↳ Prompt injection testers
↳ AI red team agents
↳ Model extraction tools
↳ Supply chain attack vectors
↳ Automated penetration testing for AI
The same tools security engineers use to defend systems are now available to anyone.
If your company runs AI in production and your security team hasn't seen this, you're already behind.
the more workflows i look at, the stranger this feels:
ai can write your code and read a 100-page contract in seconds.
meanwhile, half your job is still:
copy from email
paste into the crm
copy that
paste into slack
we gave computers intelligence.
humans are still the api between apps.
what do you still copy-paste every day?
6 agent patterns for AI engineers:
(explained with usage)
1) prompt chaining
→ split the task into fixed steps, each one checking the last.
→ use when the task decomposes cleanly and accuracy matters more than latency.
2) routing
→ classify the input first, then send it to the model or tool built for it.
→ use when inputs fall into distinct classes that need different handling.
3) parallelization
→ run several calls at once and merge them, either by splitting the work or voting on the same question.
→ use when subtasks are independent, or when one answer deserves several opinions.
4) orchestrator-workers
→ a lead model decides what the subtasks are at runtime, then delegates them.
→ use when you cannot list the steps in advance.
5) evaluator-optimizer
→ one model writes, another grades, the loop repeats until it passes.
→ use when you have clear criteria and iteration measurably helps.
6) autonomous agent
→ no fixed path. it plans, acts, reads feedback from the environment, and decides when it is done.
→ use when the steps are unknowable and you can afford the cost and the blast radius.
the first five are workflows: you wrote the path. only the last one writes its own.
most production systems people call agents are pattern 1, 2, or 5 with good error handling.
this taxonomy is from Anthropic's own writeup on building effective agents.
full breakdown in the article below.
Don't use Claude until you read this:
(then send it to your entire team)
✦ Claude Chat
Step 1. Go to claude .ai.
Step 2. Type what you need.
Step 3. Start here at https://t.co/jw2qdIbLxJ
Step 4. There is no step 5.
But here's the mistake:
Don't start a new chat every time.
Keep going in the same one.
Claude gets smarter the more context it has.
✦ Claude Projects
Step 1. Click "Projects" in the sidebar.
Step 2. Create a new project.
Step 3. Upload your brand voice, docs & references.
Step 4. Download my files at https://t.co/psB7XxAv8w
Step 5. Don't pay anything, get it in welcome email.
It's like handing a new hire a binder on 1st day.
"Here's how we do things."
Every chat after that is informed by that binder.
✦ Claude Cowork
Step 1. Download the Claude desktop app.
Step 2. Click "Cowork" next to Chat.
Step 3. Go to this free guide: https://t.co/uWTpOI3oyE
Step 4. Grant access to your folders.
Step 5. Describe the outcome you want.
This is the one that replaces your intern.
It opens your files. Does the work.
Hands you the deliverable. You just review it.
✦ Claude Skills
Step 1. Create a SKILL .md file.
Step 2. Write out how to do one task perfectly.
Step 3. Upload it in Settings → Skills.
Step 4. Use Claude Skills: https://t.co/3C3T8KzF03
Step 5. Claude detects when it's relevant.
You don't teach a chef what "cooking" is.
You hand them a specific recipe.
Skills are recipes.
(My skills library is in the CTA below. Steal them.)
✦ Claude Code
Step 1. Download the Claude desktop app.
Step 2. Click the "Code" tab at the top.
Step 3. Create a folder on your computer.
Step 4. Claude Code: https://t.co/UgE9xBXnm6
Step 5. Connect GitHub.
You now have a junior developer on call 24/7.
You describe the vision. Claude builds it.
Pro tip: The biggest mistake across all 5:
Describing steps instead of outcomes.
Don't say "Open file A, copy column B."
Say "Combine the revenue data into one summary."
Let Claude figure out the how.
To download my Claude skills, prompts & files:
Step 1. Go to https://t.co/psB7XxAv8w.
Step 2. Subscribe for free. Don't pay anything.
Step 3. Open my welcome email (most skip this).
Step 4. Go to the given Notion library link.
Step 5. Every skill, prompt & file is in there.
Bonus. Enjoy my best infographics, too.
He claims $170,986.53 from 199 AI science videos, and every upload ends at exactly 2:00:01.
On camera, he is shirtless with a silver chain and a gold play button balanced on his head. The spectacle sells the claim. The identical runtimes reveal the mechanism.
This is a fixed render pipeline. Claude creates the facts, ElevenLabs narrates them, Midjourney supplies the visual, and Python with ffmpeg locks every upload to the same two-hour template.
The deeper edge is the audience. These videos are made for people who stop paying attention because they fell asleep.
Boring is not a flaw here. It is the product.
The audience goes to sleep. The software keeps publishing.
Follow for more AI channels reverse-engineered down to the mechanism.
Comment “SNORE” and I’ll DM you the script and prompts. Free.
Hook-pattern: number-first forensic reveal / Proof: 199 identical runtimes + toolchain / Ending: product inversion
Claude Code writes way more code than it needs to.. and it's quietly burning your tokens...
i found a skill that fixes it.. its called ponytail.
it basically makes claude act like the laziest senior dev in the room before it touches anything..
instead of coding on impulse, it runs a ladder first:
> does this even need to exist ?
> already in my codebase ? reuse it
> can the standard library do it ?
> is there a dependency for it already ?
> can it be one line? make it one line
> only then.. the least code that actually works
no more 200 lines that should've been 40. and less code now means less to read back later, so the savings stack every session..
repo benchmarks: 80-94% less code, up to 75% cheaper, across every claude model.
repo: https://t.co/cRskJesN8C
install: /plugin install ponytail@ponytail
if you run long claude code sessions, this is the difference between hitting your limit by noon and making the whole day.
Kimi's CEO🇨🇳 says every AI lab has the wrong obsession
Zhilin Yang, on why K3 beat the frontier: "Every lab, like Claude, thinks the model matters most. That's wrong. It's how you organize the people building it that wins."
Then Moonshot proved the philosophy. K3 sold out every plan on purpose, cutting their own revenue instead of throttling existing users. When Anthropic hit that wall in April, they cut users' usage 50% at peak.
His one big idea: long context is the AI era's RAM. The 128K-to-gigabytes jump, compressed into 2 years instead of 40.
The real moat: "your biggest advantage, perhaps your only advantage, is your organization."
Model, or the team behind it: which actually wins?
My 9 (most-used) Claude Skills to write prompts.
Download the whole library for free:
👉 https://t.co/psB7XxAv8w - subscribe free; the welcome email gives you the download link.
Everything below is what you'll get in the library:
1. /prompt-master - restructures a brain-dump into a clean task spec before Claude runs anything.
2. /grill-me - interrogates until nothing is vague. The prompt fixes itself in the answers.
3. /how-to - for when I don't even know what to ask. Maps the steps first, then we prompt.
4. /48 - rewrites the optimised prompt for Opus 4.8. Models read differently.
5. /fable - same job, tuned for the new Fable 5. Two models, two ways of prompting.
6. /personal-voice - bakes my writing voice into the prompt. Outputs sound like me on the first try.
7. /anti-ai - remove the em-dashes and the dead giveaway AI words before they ever appear.
8. /write-a-skill - turns any prompt I reuse into a new Skill. The library builds itself.
9. /handoff - compresses the whole chat into the opening prompt of the next one. Nothing gets lost.
…and the rest of the library, all done, all free.
Stop studying prompt engineering. I already turned it into 9 Skills. Getting them takes 2 minutes:
Step 1. Subscribe free at https://t.co/psB7XxAv8w.
Step 2. Open the welcome email (don't skip this).
Step 3. Click the Notion link → "Skills" folder.
Step 4. Download the whole Skills library.
Step 5. Upload to Claude → Settings → Skills.
The best part: the Skills stack. Claude runs /grill-me into /48 into /personal-voice in one chat - you just answer the questions and watch.
♻️ Repost this to save someone from prompting.
🔥 Running Kimi K3 (@Kimi_Moonshot) inside Claude Code is a game-changer.
@claudeai is the best coding harness out there, and now you can pair it with Kimi's powerful (and affordable) K3 model running 24/7 on a VPS. Loops, subagents, and max performance.
Watch the full setup guide 👇
Anthropic engineer:
"At Anthropic, >90% of our engineers are building with self-improving loops.
In 4-6 months, it will be 100%. my agentic loops can run for days without spending hundreds of dollars."
in this 40-minute podcast, an Anthropic engineer reveals how to build effective agents from scratch.
Agent → harness → loops → memory = modern agent
This one video will replace 10 paid courses on vibe-coding.
Watch it today, then explore the same setup in the article below.
Obsidian + Claude Code = 24/7 personal operating system.
Works while you sleep.
The people who build this tonight will never work the same way again.
Watch it and Bookmark it now.