Anthropic engineer just released a 2-hour workshop on "Graph Engineering" for agentic systems:
“80% of our engineers are using self-improving loops. Now everyone is building agentic graphs.”
• 00:00 - Introduction to RAG & Graphs
• 06:39 - Core of "Graph Engineering" (state, nodes)
• 14:29 - 3 feedback loops of Graph agents
• 23:06 - Agent evaluation with Graphs
• 36:29 - Agent cycles in graphs
• 1:15:22 - Agentic RAG & agent context
• 1:41:20 - Evaluation datasets based on Graphs
This 2-hour workshop will replace 10 paid courses on agentic engineering.
Watch it today, then learn how to become a Graph Engineer in the article below.
Andrej Karpathy just said what no one wants to admit:
"Your agent loop is generating garbage at scale and you can't see it."
1 output looks fine. 1,000 outputs = dead entropy, dead diversity.
90% of AI companies are building demos, not products.
In a 20-minute conversation, Karpathy reveals the full reasoning stack
Anthropic engineers just showed how they build a full app from scratch, using a loop of agents.
40 minutes from the team behind Claude Code.
They used three agents: one to plan, one to build, one to judge, cycling until the app actually works.
The winners won't have the smartest model, they'll have the best loop.
Watch it, then read the full guide on how to actually use loops below.
“To be successful at anything, you don’t have to be special. You just have to be what most people aren’t: consistent, determined and willing to work for it. No shortcuts.”
— Tom Brady
Anthropic just released 5 workshops on building self-improving agentic systems from scratch:
00:00 - Ship your first Claude agent
36:44 - Self-improving agents (tools,skills)
1:21:25 - Build memory for Claude agents
1:49:47 - Set up a proactive agent
2:11:31 - Make your agent autonomous
These 3-hours of Claude workshops will replace 20 paid agentic courses.
Watch today, then read article below on how to build a self-improving agentic system with Fable 5.
Anthropic engineer:
"You can build 5 assistants in one afternoon. Each one handles a task you've been doing manually every single day."
In 45 minutes he shows exactly how to do it from scratch, step by step.
Most people are still doing all of this by hand.
Watch the session, then save the guide below.
You are under no obligation to remain the same person you were a year ago, a month ago, or even a day ago. You are here to create yourself, continuously.
Anthropic senior engineer just revealed how to use Claude Code at 110% in a 47-minute session.
47-minutes. free. by Anthropic team.
worth more than any $500 vibe-coding course
here's what she covers:
• 3 things Claude needs: access, knowledge, tooling
• git worktrees + one Claude each = a team you manage • /loop that babysits PRs and fixes CI overnight
• agents that message each other while you sleep
most people use Claude on one repo in one window - while the people who get this run teams of agents in parallel
watch the full talk, then read the article below
With Opus 4.8, you can add system instructions mid-conversation without breaking the prompt cache.
More cache hits means lower cost and latency for your API requests.
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@FiftyBugsOfGrey@kirat_tw Hi there! Excited to be part of the six-month cohort too! 🚀 Looking forward to the journey of learning, connecting, and growing together. Thanks for the follow – followed you back! 👍 #LearningTogether#CohortAdventures