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Graphs reveal area secrets through simple shapes. The constant function f(x)=a spanning 0 to xₘ encloses a rectangle of area a𝑥ₘ. The linear function f(x)=a𝑥 encloses a triangle of area a𝑥ₘ²/2. These equal the evaluated definite integrals of each. Spring manufacturers compute elastic potential energy as the triangular area under the force-extension graph, yielding ½kx² for a spring constant k.
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These graphs are also quite versatile. Since it’s all just text you can animate them by simply changing colors or replacing characters. You can put pretty much anything you want in them, you’re only limited by what characters are available.
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Simple local rewrites on graphs produce these labyrinthine structures. Each pair of boxes defines a transformation: vertices and edges rearrange according to a fixed pattern. Repeated application builds networks of surprising intricacy and topological variety. Such systems inform models of spacetime emergence, biological development, and generative processes in artificial intelligence.
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Remember to study Graphs and Networking kids Lots of alpha that transfers from branding and growth to LLMs Worth investing your time in
Mathematicians isolate graphs with extreme traits under simple names that stick for generations. The Balaban 10-cage realizes the (3,10)-cage with 70 vertices. Errera and Kittell graphs relate to the four color theorem. The Frucht graph is the smallest 3-regular with trivial automorphism group. Circuit designers draw on the Goldner-Harary and Wagner graphs for planar embeddings in printed circuit board layouts.
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Some of my favorite graphs from Opus 5 launch. We put a ton of work into making this model token efficient across domains while still raising the intelligence bar. It feels very smooth to use and I prefer it over Fable 5 for many coding tasks.
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TLDR on graphs. 1/ Good loops are many agents. 2/ Many agents in a deterministic manner is just a DAG 3/ DAG execution is just a graph There you have graph engineering. Thanks
Generates knowledge graphs from plain text
Indexes codebases with dependency graphs and git history for AI agents