🚨 Anthropic's own team just showed how to actually use Claude Code properly.
30 minutes. free. the person who created Claude Code.
Watch the workshop. bookmark it.
🚨 BREAKING: Andrej Karpathy said someone should build this. 48 hours later it appeared on GitHub. For free.
It's called Graphify.
Bookmark it for later.
Karpathy keeps a /raw folder where he drops papers, tweets, screenshots, and notes. He called for a real product to turn that chaos into structured knowledge. Someone answered.
One command. Any folder. Full knowledge graph.
/graphify ./raw
What comes out:
→ An interactive knowledge graph you can click, search, and filter by community
→ A plain-language report with god nodes, surprising connections, and suggested questions
→ An Obsidian vault with backlinked articles (opt-in)
→ A wiki starting at index.md that any agent can navigate
The number that matters: 71.5x fewer tokens per query vs reading raw files. On a mixed corpus of repos, papers, and images, average query cost dropped from ~123K tokens to ~1.7K.
That is not optimization. That is a different paradigm for how AI reasons over large codebases.
Fully multimodal. Code in 19 languages via tree-sitter AST. PDFs. Images via Claude Vision. Screenshots, diagrams, whiteboard photos. Everything goes into one graph.
No vector database. No embeddings. Leiden community detection finds clusters by edge density. The graph topology is the similarity signal.
Auto-syncs as your codebase changes. Git hooks rebuild the graph after every commit and branch switch. SHA256 cache means re-runs only process changed files.
Works with Claude Code, Codex, OpenCode, OpenClaw, and Factory Droid.
pip install graphify && graphify install
MIT License. 100% Opensource.
(Link in the comments)
Übrigens: Die letzen 4 @DB_Bahn Züge mit denen ich unterwegs war, waren jeweils *zu früh* am Ziel. Muss ja auch mal gesagt werden. Nicht wahr , @DB_Presse ?
Hey, American Climate Scientists , komme Sie zu die Germany, ve have der Future here for you in ze free Unis. Other cool faculties also welcome ! #Lanz
@skdh Ah, so for the layman: Theory may produce a complex equation that the sun is made of butter. And then it's published and they say prove the opposite.
WHY DONALD TRUMP WANTS THE MARKET TO CRASH
….in the short term ⬇️
This chart below sums up the reasoning behind what the current adminstration is doing and why it is having adverse effects on the market.
Kris @KrisPatel99 did a great job today explaining this more in depth on the market open & I think the thesis checks out:
1. We have $7T of debt we need to pay in the next 6 months…if we don’t pay it, we’ll have to refinance.
2. The Trump admin does NOT want to refinance at a 4%+ rate…the 10yr at one point this year was 4.8%.
3. How do you get the 10yr to come down? Markets need to show weakness in growth, DOGE has to be perceived as actually working, interest rates need to come down.
The way to do that is to create massive uncertainties — aka tariffs — which can slow down growth in the short term, get the bond market to start BUYING bonds ASAP because of how scared they are of touching stocks (causing yields to fall which is what we need to refinance the debt) and then that gives the Fed the authority to lower rates which continues to bring yields down.
So, although conventional wisdom says tariffs are inflationary and the 10yr should be spiking on more tariffs — it’s actually going down because its bringing so much uncertainly to equity markets that people are selling stocks and buying bonds!
Which is exactly what the Trump administration wants to happen in the short term in order to bring refinancing costs down.
Short term pain for long term gain?
WHY DONALD TRUMP WANTS THE MARKET TO CRASH
….in the short term ⬇️
This chart below sums up the reasoning behind what the current adminstration is doing and why it is having adverse effects on the market.
Kris @KrisPatel99 did a great job today explaining this more in depth on the market open & I think the thesis checks out:
1. We have $7T of debt we need to pay in the next 6 months…if we don’t pay it, we’ll have to refinance.
2. The Trump admin does NOT want to refinance at a 4%+ rate…the 10yr at one point this year was 4.8%.
3. How do you get the 10yr to come down? Markets need to show weakness in growth, DOGE has to be perceived as actually working, interest rates need to come down.
The way to do that is to create massive uncertainties — aka tariffs — which can slow down growth in the short term, get the bond market to start BUYING bonds ASAP because of how scared they are of touching stocks (causing yields to fall which is what we need to refinance the debt) and then that gives the Fed the authority to lower rates which continues to bring yields down.
So, although conventional wisdom says tariffs are inflationary and the 10yr should be spiking on more tariffs — it’s actually going down because its bringing so much uncertainly to equity markets that people are selling stocks and buying bonds!
Which is exactly what the Trump administration wants to happen in the short term in order to bring refinancing costs down.
Short term pain for long term gain?