Joined July 2026
Anthropic engineer: "Anthropic hired me at $350K-$950K because I know how to build harnesses. 99% of people still hand-roll multi-agent systems and wonder why they break. I build systems that run loops + sandbox tools + turn yesterday's logs into new skills - same model, 10x more reliable agents that keep improving overnight." Opus 5.5 → Agents → Harness → Loops → Graphs In a short workshop, he shows exactly how to build one from scratch. step 1 → harness handles loops, context, and sandboxing step 2 → brain and hands separated - 60% faster to first token step 3 → runs server-side, picks up from the log after crashes step 4 → failure is cheap - retry and replay instead of starting over step 5 → yesterday's logs become new memory - the system wakes up sharper Anthropic calls this "dreaming". Most people spend weeks building this by hand. You don't have to. Bookmark and watch it. Then read the article below ↓
5
49
Kyrox retweeted
Andrej Karpathy: "Vibe coding is amazing. But Agentic + Opus 5.5 harness engineering is the next level. 99% of my coding routine is automated by AI agents." In this 30-minute talk, Andrej Karpathy breaks down how to build an AI agent workflow from scratch. Worth more than any $500 agentic engineering course on the internet. Watch it today, then read the article below ↓
9
20
1
159
16,061
Andrej Karpathy: "Vibe coding is amazing. But Agentic + Opus 5.5 harness engineering is the next level. 99% of my coding routine is automated by AI agents." In this 30-minute talk, Andrej Karpathy breaks down how to build an AI agent workflow from scratch. Worth more than any $500 agentic engineering course on the internet. Watch it today, then read the article below ↓
9
20
1
159
16,061
Kyrox retweeted
This is f*king insane. Google Brain founder Andrew Ng: "Prompting will die in 6 months. Loops and Graphs are what's replacing it." In 2 hours he shows how to build agents that work and improve entirely on their own Prompts → Agents → Loops → Graphs a prompt is a guess you still have to check yourself a loop checks its own work and keeps going until it's right a graph remembers what worked and starts every next run from there the first 15 minutes alone beat any $500 course Bookmark and watch it today Then read the article below ↓
2
8
84
14,210
This is f*king insane. Google Brain founder Andrew Ng: "Prompting will die in 6 months. Loops and Graphs are what's replacing it." In 2 hours he shows how to build agents that work and improve entirely on their own Prompts → Agents → Loops → Graphs a prompt is a guess you still have to check yourself a loop checks its own work and keeps going until it's right a graph remembers what worked and starts every next run from there the first 15 minutes alone beat any $500 course Bookmark and watch it today Then read the article below ↓
2
8
84
14,210
Kyrox retweeted
This is f*king insane. OpenAI CEO Sam Altman: "You don't need to write prompts anymore. You need loops and graphs." In 39 minutes he explains how to use LLMs better than almost anyone does Prompts → Agents → Loops → Graphs a loop closes one job without you a graph decides which jobs exist at all that is the whole difference between using AI and having AI work for you Bookmark and watch it today Then read the article below ↓
1
4
1
34
3,842
This is f*king insane. OpenAI CEO Sam Altman: "You don't need to write prompts anymore. You need loops and graphs." In 39 minutes he explains how to use LLMs better than almost anyone does Prompts → Agents → Loops → Graphs a loop closes one job without you a graph decides which jobs exist at all that is the whole difference between using AI and having AI work for you Bookmark and watch it today Then read the article below ↓
1
4
1
34
3,842
Kyrox retweeted
Andrej Karpathy: "Prompting is going away. Delete everything, keep Graph." In just 124 minutes, he shows how to build graphs and why they're the only layer that survives in the end Prompts → Agents → Loops → Graphs a loop keeps one agent running until the job is done a graph decides which agents exist and what each one passes to the next anyone can build an agent, almost nobody builds the graph that runs them watch it today, then save the full guide below ↓
5
37
6
294
43,443
Andrej Karpathy: "Prompting is going away. Delete everything, keep Graph." In just 124 minutes, he shows how to build graphs and why they're the only layer that survives in the end Prompts → Agents → Loops → Graphs a loop keeps one agent running until the job is done a graph decides which agents exist and what each one passes to the next anyone can build an agent, almost nobody builds the graph that runs them watch it today, then save the full guide below ↓
5
37
6
294
43,443
Kyrox retweeted
This is f*king insane. OpenAI co-founder Andrej Karpathy: "Prompting is going away. Delete everything, keep Graph." In 1 hour he shows how to build Graphs, and why it's the only thing left standing at the end LLMs → Prompts → Agents → Graphs skip the agent and you're the one finishing every job by hand skip the graph and every finished job is forgotten, so the next run starts from zero again Bookmark and watch it today Then read the article below ↓
11
34
1
319
43,858
This is f*king insane. OpenAI co-founder Andrej Karpathy: "Prompting is going away. Delete everything, keep Graph." In 1 hour he shows how to build Graphs, and why it's the only thing left standing at the end LLMs → Prompts → Agents → Graphs skip the agent and you're the one finishing every job by hand skip the graph and every finished job is forgotten, so the next run starts from zero again Bookmark and watch it today Then read the article below ↓
11
34
1
319
43,858
Kyrox retweeted
Don't waste 2 years learning to build self-improving AI agents. Stanford just dropped a 3 hour course on building AI agents from scratch. 00:00 - self-improving AI agent basics 1:07:24 - multi-step reasoning in AI agents 2:22:04 - AI agents learning from feedback Anthropic pays $750,000/year to AI engineers who master this exact skill of building AI agents. Bookmark this & watch, no matter what. It'll be the most productive way to start your week. Then read the article below.
3
7
1
63
4,823
Don't waste 2 years learning to build self-improving AI agents. Stanford just dropped a 3 hour course on building AI agents from scratch. 00:00 - self-improving AI agent basics 1:07:24 - multi-step reasoning in AI agents 2:22:04 - AI agents learning from feedback Anthropic pays $750,000/year to AI engineers who master this exact skill of building AI agents. Bookmark this & watch, no matter what. It'll be the most productive way to start your week. Then read the article below.
3
7
1
63
4,823
Kyrox retweeted
Anthropic engineers just dropped the best 1-hour course on building agents with Opus 5.5: "Opus 5.5 is the best model for building agentic systems." 00:00 - intro to Managed Agents 07:45 - Opus 5.5 brain + architecture 23:40 - skills, loops, memory graphs 54:00 - agent dreaming and orchestration Prompts → Agents → Loops → Graphs most people will stop after the architecture chapter and call it an agent the final twenty minutes are where the agents start running each other same model, same tokens, completely different week watch it today the full article is below, save it while it is still early ↓
REA is the most dangerous repo on GitHub right now It gives your AI agent a real disassembler, so it reads any app down to the binary Every claim comes back with the address behind it I broke down the exact 8 steps:
3
18
131
20,459
Anthropic engineers just dropped the best 1-hour course on building agents with Opus 5.5: "Opus 5.5 is the best model for building agentic systems." 00:00 - intro to Managed Agents 07:45 - Opus 5.5 brain + architecture 23:40 - skills, loops, memory graphs 54:00 - agent dreaming and orchestration Prompts → Agents → Loops → Graphs most people will stop after the architecture chapter and call it an agent the final twenty minutes are where the agents start running each other same model, same tokens, completely different week watch it today the full article is below, save it while it is still early ↓
REA is the most dangerous repo on GitHub right now It gives your AI agent a real disassembler, so it reads any app down to the binary Every claim comes back with the address behind it I broke down the exact 8 steps:
3
18
131
20,459
Kyrox retweeted
Andrej Karpathy: "Prompting is going away. Delete everything, keep Graph." In 1 hour he shows how to build Graphs, and why it's the only thing that will be left standing at the end LLMs → Prompts → Agents → Graphs skip the agent and you're the one finishing every job by hand skip the graph and every finished job is forgotten, so the next run starts from zero again watch it today then save the full guide on Graphs below before everyone catches up ↓
REA is the most dangerous repo on GitHub right now It gives your AI agent a real disassembler, so it reads any app down to the binary Every claim comes back with the address behind it I broke down the exact 8 steps:
6
57
6,815
Andrej Karpathy: "Prompting is going away. Delete everything, keep Graph." In 1 hour he shows how to build Graphs, and why it's the only thing that will be left standing at the end LLMs → Prompts → Agents → Graphs skip the agent and you're the one finishing every job by hand skip the graph and every finished job is forgotten, so the next run starts from zero again watch it today then save the full guide on Graphs below before everyone catches up ↓
REA is the most dangerous repo on GitHub right now It gives your AI agent a real disassembler, so it reads any app down to the binary Every claim comes back with the address behind it I broke down the exact 8 steps:
6
57
6,815
Google Brain founder, Andrew Ng: "Prompting will die in 6 months. Loops and Graphs are what's replacing it." In 2 hours he shows how to build agents that work and improve entirely on their own Prompts → Agents → Loops → Graphs skip the loop and every answer is a guess you still have to check yourself skip the graph and nothing that worked carries over, so every run starts from zero the first 15 minutes alone change how you build agents watch the lecture first, then save the full guide on loops and graphs below ↓
4
3
70
8,244
Kyrox retweeted
Stanford AI engineering course: "Anyone can build an AI agent in 60 minutes" Stanford just dropped a free course on building AI agents from scratch 00:00 - build your first AI agent 48:13 - create agents without coding 54:33 - ship one that runs overnight Prompts → Agents → Loops → Graphs skip the layer above the loop and every fork inside it stays a full frontier call skip the graph and the agent that works in the demo gets expensive the day it runs nonstop watch it today then save the full graph engineering guide below before everyone catches up ↓
5
11
51
4,673
Stanford AI engineering course: "Anyone can build an AI agent in 60 minutes" Stanford just dropped a free course on building AI agents from scratch 00:00 - build your first AI agent 48:13 - create agents without coding 54:33 - ship one that runs overnight Prompts → Agents → Loops → Graphs skip the layer above the loop and every fork inside it stays a full frontier call skip the graph and the agent that works in the demo gets expensive the day it runs nonstop watch it today then save the full graph engineering guide below before everyone catches up ↓
5
11
51
4,673