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A Korean developer just explained the jump from Prompt Engineering to Graph Engineering better than anyone. Bookmark this guide, most people are still building agents the way that's about to be obsolete. > Prompt, Context, Loop, Graph: each stage fixes what the last couldn't > a loop plans, acts,... show more

Kirill

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39,068 görüntüleme • 2 ay önce •via X (Twitter)

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Trent Brown - MorPHYes Mastery profil fotoğrafı

Trent Brown - MorPHYes Mastery1 ay önce

Hilarious!! I was never a computer guy before February, I am and have been each step of the way ahead of the curve.. parallel wisdom serial execution. Months ago..

Kirill profil fotoğrafı

Kirill1 ay önce

That's great, and the video is pretty good, too.

Aero profil fotoğrafı

Aero1 ay önce

Great video!

Solid Snake 🐍🇲🇦 profil fotoğrafı

Solid Snake 🐍🇲🇦1 ay önce

@grok sumup this video

IcodeIdea profil fotoğrafı

IcodeIdea1 ay önce

Isn’t this what langraph already offers

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A Chinese developer just explained the shift from Loop Engineering to Graph Engineering better than anyone. most people are still building agents the way that's about to be obsolete. > why single-agent loops break and go "goal blind" > the 4 parts of a graph: nodes, edges, state, policy > 3 topologies that run everything: diamond, supervisor, pipeline > Anthropic's 5 official workflow patterns the punchline: it's not how many agents you run. it's the determinism you build with verifiers, code fallbacks, and reality anchors. I broke the same architecture down with Kimi K3. Full A-Z guide below.

A Chinese developer just explained the shift from Loop Engineering to Graph Engineering better than anyone. most people are still building agents the way that's about to be obsolete. > why single-agent loops break and go "goal blind" > the 4 parts of a graph: nodes, edges, state, policy > 3 topologies that run everything: diamond, supervisor, pipeline > Anthropic's 5 official workflow patterns the punchline: it's not how many agents you run. it's the determinism you build with verifiers, code fallbacks, and reality anchors. I broke the same architecture down with Kimi K3. Full A-Z guide below.

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Google just released a free 2-hour course on Graph & Loop engineering: 1 prompt → 100 agents → loops → graphs, from 0% to 100%: 0% → 0:35 - graph engineering from scratch 30% → 31:17 - build your first agent graph 45% → 43:40 - run hundreds of agents in parallel 75% → 1:04:58 - loop engineering: route, check, repeat 100% → 1:25:09 - self-improving graphs that work while you sleep taught by the people who run this in production Prompts → Agents → Loops → Graphs most people keep stuffing instructions into one agent, and the real upgrade is one layer up same model, same tokens, and the only thing that changes is the shape you run it in watch it today, then save the full graph engineering guide below

Google just released a free 2-hour course on Graph & Loop engineering: 1 prompt → 100 agents → loops → graphs, from 0% to 100%: 0% → 0:35 - graph engineering from scratch 30% → 31:17 - build your first agent graph 45% → 43:40 - run hundreds of agents in parallel 75% → 1:04:58 - loop engineering: route, check, repeat 100% → 1:25:09 - self-improving graphs that work while you sleep taught by the people who run this in production Prompts → Agents → Loops → Graphs most people keep stuffing instructions into one agent, and the real upgrade is one layer up same model, same tokens, and the only thing that changes is the shape you run it in watch it today, then save the full graph engineering guide below

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Google just released a free 2-hour course on full Graph Engineering. How to go from one prompt to an agent graph that builds itself: 10:16 - Build your first AI agent 41:05 - Master prompt engineering 54:45 - Turn agents into graphs 1:20:10 - Run loops inside agent graphs 1:43:33 - Build a graph that builds itself Most people ship one agent and stop there. Google is teaching everything after: Prompt → Agents → Graphs → Loops → Self-Building Systems Single agents are the old workflow. Graphs that evolve themselves are the new one. This 2-hour watch is worth more than most paid agent engineering courses. Bookmark and watch it today Then read how to run 1,000 agents from one prompt below ↓

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Google just released a free 2-hour course on full Graph Engineering. How to go from one prompt to 100 agents running inside one graph: 17:44 - Build your first AI agent 39:30 - Run agents with loop engineering 1:12:38 - Turn agent loops into graphs 1:34:26 - Build agents that throttle themselves 1:55:05 - Orchestrate the full multi-agent system Most people build one agent and stop there. Google is teaching the full stack: Prompt → Agents → Loops → Graphs → Multi-Agent Systems Single agents are the old workflow. Self-regulating agent graphs are the new one. This 2-hour watch is worth more than most paid agent engineering courses. Bookmark and watch it today Then read the full architecture below ↓

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Google just released free 2-hour course on full Graph & Loop engineering: 1 prompt → 100 agents → loops → graphs from 0% to 100%: 0% → 0:35 - Graph engineering from scratch 30% → 31:17 - build your first agents graph 45% → 43:40 - run hundreds agents in parallel 75% → 1:04:58 - Loop engineering: route, check, repeat 100% → 1:30:09 - self-improving graphs that work while you sleep most people keep stuffing instructions into one agent - the real upgrade is a graph that routes, checks, and rebuilds the workflow at runtime learn graph from Google, ship your first - then unlock the complete system design below ↓

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codila

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Google engineer: "We don't prompt agents anymore. We build Loops and Graphs that prompt them for us." In 30 minutes he shows how they build agents at Google that do all the work, and why Loops are what make it possible. The missing piece most people skip: you're not supposed to talk to your agents. You're supposed to build the Loop that does. Watch it, then read the full guide on loops and graphs below

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Andrej Karpathy: "Prompting is going away. Delete everything, keep Graph." In 69 minutes he shows how to build Graphs, and why it's the only thing that will be left standing at the end Prompts → Agents → Loops → Graphs a loop keeps one agent working until the job is done a graph decides which agents exist and what each one hands to the next anyone can build an agent, almost no one builds the graph that runs them watch it today, then save the full guide on Graphs below before everyone catches up ↓

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OpenAI CEO, Sam Altman: "You don't need to write prompts anymore. You need Loops and Graphs." In 38 minutes he explains why his own engineers stopped writing prompts, and what they build instead Prompts → Agents → Loops → Graphs a prompt buys you one answer a graph buys you the whole job, and you are not in it watch it today then save the full graph engineering guide below before everyone catches up ↓

OpenAI CEO, Sam Altman: "You don't need to write prompts anymore. You need Loops and Graphs." In 38 minutes he explains why his own engineers stopped writing prompts, and what they build instead Prompts → Agents → Loops → Graphs a prompt buys you one answer a graph buys you the whole job, and you are not in it watch it today then save the full graph engineering guide below before everyone catches up ↓

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