Kimi CEO Zhilin Yang:
"Claude didn't win on reasoning - they bet everything on agents
but the layer everyone skips - a great agent needs a great base model, that's all we do at Kimi 3 "
in 90-min workshop he explains why the smartest agent still fails - if you can't configure it correctly
his one big idea: most people are still solving the old one
"the real goal? we want K2 to help build K3 - without agent skills, that's impossible"
watch & bookmark - then learn the article on best agent system ↓
140K GITHUB STARS. THREE MONTHS.
While most people are still copy-pasting into ChatGPT every single morning, this stack stopped needing that entirely.
Hermes plus Obsidian plus NotebookLM. It writes its own skills the moment it catches a repeated pattern. It maps your knowledge into a real graph. It remembers what you taught it last week without you saying a word.
One local setup. Zero re-briefing, ever.
Bookmark this now.
THIS REPO PACKS 100+ OPEN-SOURCE AI AGENTS AND SKILLS
* Includes self-improving agents, voice workflows, and autonomous AI teams
* Free to clone, customize, and deploy with over 123K GitHub stars
Repo: https://t.co/W5IQRxYEW0
THIS TOOL HELPS AI NAVIGATE YOUR ENTIRE CODEBASE
• Builds a knowledge graph so AI can trace relationships instead of rereading files
• Works locally with Claude Code, Cursor, and 20+ AI coding agents
Repo: https://t.co/w8sOPlXiLq
Introducing Kimi K3: Open Frontier Intelligence
🔹 2.8 Trillion Parameters, 1 Million Context, Native Multimodal
🔹 Kimi Delta Attention enables up to 6.3x faster decoding in million-token contexts
🔹 Attention Residuals deliver ~25% higher training efficiency at <2% additional cost
🔹 Built for long-horizon agentic coding and self-evolving workflows
Kimi K3 is now live on on https://t.co/zrk6zZxZUo, Kimi Work, Kimi Code, and the Kimi API.
Open Weights by July 27, 2026.
🔗 API: https://t.co/XCrgjXAqMw
🔗 Tech blog: https://t.co/YTfiMSNM1f
The engineer who ran search for one of China's biggest retailers just open-sourced his own RAG engine
It parses your worst documents, cites every source, runs agents, and plugs straight into Feishu, Discord, and Telegram.
It called RAGFlow, and it just crossed 85,000 stars on GitHub.
Most RAG setups just split your text into chunks and hope the right one comes back. RAGFlow fixes the step everyone skips: the document itself.
It runs deep document understanding on your ugliest inputs, scanned PDFs, slide decks, Excel tables, images, and turns them into clean, explainable chunks.
Every answer comes back tied to a traceable citation, so you catch hallucinations before they cost you. And it doesn't stop at retrieval: agentic workflows, agent memory, and MCP are built in.
All self-hosted, open-source, on your own machine.
Bookmark this
Anthropic and Andrew Ng built an agent that uses 90% fewer tokens from scratch:
they dropped the entire book of Frankenstein into a prompt - 108,000 tokens asked one question
the input dropped from 108,000 tokens to 11
here's how:
step 1 → put everything that never changes at the top - tools, then system, then docs
step 2 → mark where the static part ends. everything above it gets cached
step 3 → one stray space breaks it - and you pay full price again
step 4 → the cache dies in 5 min - every read resets the clock
step 5 → cached tokens don't count against your rate limits. free headroom
most people never touch this - it pays for itself on day one
watch & bookmark - this 1-hour brilliant course ↓
Sat down with Ryan Cohen, CEO of GameStop, to discuss his early starts in business, why he took a stake in GameStop 5 years ago, and why Ebay deserves a new home.
Thank you to @ryancohen for taking the time!
Timestamps:
00:00 - Intro
00:50 - Ryan's Beginnings in Business
05:50 - Why Pets?
12:20 - Why Enter into Gamestop
15:59 - Gamestop's Future
18:21 - Gamestop's Retail Community
23:10 - Collectibles TAM
26:09 - Why Ebay
30:45 - Ebay's response to the offer
36:20 - Ebay's Live Studio Play
38:00 - Agentic Commerce
41:08 - Rapid Fire
I turned Claude into an entire company.
42 skills, organised like a real org chart (links below):
Here is every department, and where to get each one.
Developers
Superpowers
→https://t.co/tGNwFVYsEa
Context7
→ https://t.co/oExBVynS4S
Skill Creator
→ https://t.co/iR9fyxUFvL
MCP Builder
→ https://t.co/iR9fyxUFvL
Webapp Testing
→ https://t.co/iR9fyxUFvL
Claude-Mem
→ https://t.co/emHpdPtiUO
Designers
UI UX Pro Max
→ https://t.co/54NvwKmBix
Taste
→https://t.co/gFud3Sa93j
Frontend Design
→ https://t.co/gFud3Sa93j
Transitions
→ https://t.co/kZP238n3Zy
Web Artifacts
→https://t.co/iR9fyxUFvL
Brand Guidelines
→ https://t.co/iR9fyxUFvL
Marketing
45 skills to run your marketing, from copywriting to SEO to lead magnets.
Access them all here
→ https://t.co/oBsac9TKK4
Social Media
17 skills to run your social media, from post writing to Reels to thumbnails.
Access them all here
→ https://t.co/ZwNtoUTdVm
Finance
8 skills to run your finances, from statements to reconciliation to audits.
Access them all here
→ https://t.co/qk0ioMAxim
Small Business
31 skills to run your small business, from cash flow to payroll to invoicing.
Access them all here
→ https://t.co/m9kHptmfv9
Legal
9 skills to handle your legal work, from contract review to NDAs to compliance.
Access them all here
→https://t.co/ucxqTYH4v9
Every skill on the chart is real and installable from the links above.
Repost ♻️ this to help your network build their own.
With 5.6 Sol, a lot of people are still prompting the model exactly as they did 5.5
It's important to note that 5.6 Sol is a lot more tenacious and thorough than previously models.
Check out the guide I wrote here to get better outcomes
https://t.co/nk1rHm0sWY
10 Principles of a #Sovereign_Life
By https://t.co/WDPCsRnBjY
1)Own, don’t rent. Build equity, businesses, and intellectual property.
2)Protect your optionality. Never depend on one income, one company, one country, or one plan.
3)Think in decades. The greatest wealth compounds over generations.
4)Privacy is leverage. Protect your reputation, data, and attention.
5)Build resilience before the storm. Capital, health, relationships, and knowledge are your real safety net.
6)Use AI as leverage—not as a crutch. Multiply your output. Keep your judgment.
7)Stop waiting for permission. Leaders create opportunities; they don’t wait for them.
8)Create more than you consume. Build businesses, solve problems, and leave things better than you found them.
9)Build what outlives you. Companies, institutions, ideas, and people are the ultimate legacy.
10)Sovereignty is choice. The freedom to decide where you live, what you build, who you partner with, and the future you create.
If you aren't yet bold enough to install the Codex app, you can stay in the presence of your orange crab and point it at GPT 5.6 Sol. Takes 5 minutes. Kudos to Theo for explaining one of the ways to get this done.
Step 1: Install CLIProxyAPI
Step 2: Connect
Step 3: Define following alias and enjoy claudex
```
alias claudex='CLAUDE_CODE_SUBAGENT_MODEL=gpt-5.6-sol \
CLAUDE_CODE_ALWAYS_ENABLE_EFFORT=1 \
CLAUDE_CODE_MAX_TOOL_USE_CONCURRENCY=3 \
ENABLE_TOOL_SEARCH=false \
claude --model gpt-5.6-sol'
```
If this gets blocked, I owe you a reset.
@thsottiaux tl;dr version:
- set up CLIProxyAPI with Claude and Codex auth
- Connect to Claude Code
- Make "claudex" alias that sets some env vars
Took like 2 prompts (I already had the proxy set up tbf)
THE CEO OF OBSIDIAN JUST OPEN-SOURCED THE CLAUDE CODE SKILLS HE WAS USING PRIVATELY IN HIS OWN VAULT. 40,000 STARS IN A FEW WEEKS
5 skills. 1 MIT license. 0 pitches
kepano - the founder who wrote the "File over app" essay - dropped a set of Agent Skills that teach Claude Code to read and write Obsidian files the way a human expert would. Markdown that respects wikilinks. Bases queries Claude actually writes correctly
JSON Canvas edits that don't corrupt the file. A defuddle skill that strips ads and boilerplate off any URL and drops a clean note into your vault. He built them for himself, tested them in his own workflow, then pushed the folder to GitHub
every skill is one SKILL.md file. Drop the repo into .claude/skills/ and Claude Code picks them up automatically. No plugin store. No account. No cloud. Same idea that made Obsidian: your notes are files on your disk, the app is disposable, and the AI just learned to speak the format
the essay was called "File over app". The workflow is now file over agent
MIT-licensed. Shipped in his own name
no vendor lock. no subscription. no cloud memory. no walled garden. no pitch to raise a round
you're reading this on a device that could clone the repo, drop it into your vault, and have Claude Code editing your notes correctly before your next standup
If you don't know what a RAG system is, you're already behind.
Plenty of people are still typing questions into ChatGPT and pasting answers back out. That's the beginner level. You're renting a smart stranger who forgets you the second you close the tab and makes things up, because it has never seen your actual work.
A RAG system is a completely different level of using AI.
You build an AI plugged into your own world. Your files, company's docs, notes. It's not pulling from the internet, it only knows what you fed it. Ask it anything and it digs through your data, finds the answer, and shows you which document it came from.
That's the gap. One person is asking a chatbot for generic answers. The other has built a private expert that knows their business cold and answers with receipts.
And that gap is worth real money:
> At work, the person who can wire a company's knowledge into an AI that actually answers correctly is rare and paid like it.
> As a business, companies pay serious money for a system that reads their internal docs and answers staff and customers accurately. You build it once, you sell it.
> For yourself, you get a second brain that actually remembers.
Same skill behind all three, and it's still rare enough to be worth learning.
Full breakdown in the article below.
This is bigger than people realize. MUCH bigger.
Claude Code can now literally WATCH videos. YouTube, Zoom calls, Loom recordings. You paste a link and it watches the whole thing while you keep working.
An AI builder just dropped this skill and the way it works is genius:
→ Old tools grabbed 100 random frames per video, so Claude was basically reading the transcript blind
→ This one uses FFmpeg scene detection, it captures a frame every time the screen actually changes
→ Captions come straight from YouTube for free, Whisper handles Zoom and Loom
→ When it's done, it asks if you want to save the analysis into your knowledge base
I'm about to feed it every consulting call recording from this week and have the action items waiting in my second brain before I'm even off the call.
All the other skills I run inside Claude Code are in the article below.