marshy

calm before the output

drawn in ink, dressed in black

[marshy @0xMarshy]

This is f*cking insane. Anthropic engineer:

"You're not supposed to prompt Opus 5.5

You're supposed to build a system that prompts itself. At Anthropic, 90% of our engineers have already built these systems"

In 30 minutes, she breaks down how Anthropic builds agents that remember, correct their own mistakes and sharpen up with every run.

Worth more than any $1000-$2000 agent course I've watched.

Watch it, then read the full article below ↓

[Whitemon @0xWhitemon]

Harness, loop and graph could be the missing layers between AI models and agents that actually work.

Same model, same prompt, completely different results.

In this article, I show you how to build all three layers. https://t.co/W99aPfcSub

[marshy @0xMarshy]

This is f*cking insane. The head of Claude Code at Anthropic:

"85% of our engineers are running dozens or hundreds of agents

The way you do it is graph engineering"

One engineer at Anthropic now does the work of a whole team

In this 35-minute talk, he shows how deep it already goes inside Anthropic

One Agent → Dozens Of Agents → Graphs → Hundreds Of Agents → Self-Improving System

Most people still run one agent and call it a workflow

Start building yours tonight. Every repo below is free:

The agent Anthropic's own engineers run
https://t.co/3ERxBZI0DA

Skills for Excel, Word, PowerPoint and PDF
https://t.co/rdg4DbRtuv

Anthropic's plugins for legal, finance, sales and data work
https://t.co/eZ3CjB9A7f

Ready-made Claude recipes for agents
https://t.co/LoSeOqsu8n

A batteries-included agent harness
https://t.co/MrwP5K6vlp

12 principles of agents that actually work
https://t.co/80rLmTsyPm

18 free lessons on building AI agents
https://t.co/le9nc5J9hW

Let your agent use a real browser
https://t.co/WVxIwusGVD

Agents that run research on their own
https://t.co/pNOt7FQWM7

Bookmark this before it gets buried in your feed

Then read how to wire them into a graph in the guide below ↓

[Whitemon @0xWhitemon]

Harness, loop and graph could be the missing layers between AI models and agents that actually work.

Same model, same prompt, completely different results.

In this article, I show you how to build all three layers. https://t.co/W99aPfcSub

[marshy @0xMarshy]

This is f*cking insane. Anthropic CEO Dario Amodei was asked what a kid finishing high school should do right now. His answer:

"It will also eliminate jobs, and probably a large number of them"

In under 30 seconds, he names who goes first: entry-level law, entry-level finance, entry-level consulting

His own estimate: 50% of entry-level white-collar jobs disrupted within 1 to 5 years

Every past shift gave people time to adapt. He says this one cuts deeper and hits faster

Prompts → Agents → Harness → Loops → The One Running the AI

His advice: learn AI. But just using it isn't enough. You need a harness that runs it for you

Start with the repos below

All of them are free:

Anthropic's plugins for legal, finance, sales, HR and data teams
https://t.co/eZ3CjB9A7f

Anthropic's analyst agents: models, memos, research notes
https://t.co/WSHj0sgItW

Skills for Excel, Word, PowerPoint and PDF
https://t.co/rdg4DbRtuv

An autonomous agent for financial research
https://t.co/h9L3BgBgWb

Deep research agent
https://t.co/kHqRudJUwI

Long-form research reports, written for you
https://t.co/qhWyfWW541

12 principles behind agents that actually work
https://t.co/80rLmTsyPm

An agent harness with batteries included
https://t.co/MrwP5K6vlp

Claude Agent SDK
https://t.co/FLxRkaADdG

Memory that carries over between sessions
https://t.co/pjjatKaVhC

Autonomous agent loop
https://t.co/qayZ06JigF

Let your agents use a browser
https://t.co/WVxIwusGVD

Claude cookbooks
https://t.co/LoSeOqsu8n

Free 18-lesson course on agents
https://t.co/le9nc5J9hW

Total cost: $0

AI won't take your job. Someone running a harness will

95% will keep applying for jobs AI already does. The 5% who build a harness will be the ones running it

Save it and send it to someone just starting out

Then use the Harness, Loops, Graphs course below to build yours before everyone else does ↓

[Whitemon @0xWhitemon]

Harness, loop and graph could be the missing layers between AI models and agents that actually work.

Same model, same prompt, completely different results.

In this article, I show you how to build all three layers. https://t.co/W99aPfcSub