Сhisei

MLmaxxing \ Super Intelligence / LLM researcher

[Сhisei @MLChisei]

This is f*cking insane. Andrej Karpathy:

"The biggest mistake in AI right now - people are forcing agents to work instead of mastering the harness engineering for model first

We made that mistake in 2016 at OpenAI - It cost us 5 years "

Opus 5.5 → Prompts → Agents → Graphs → Harness

what he's actually saying:

step 1 → quit stacking agents on a model you've never properly learned

step 2 → a demo takes a weekend, a product takes a decade. self-driving already proved it - rush past the base layer and the whole thing collapses

step 3 → the agent is just the surface. the harness underneath is the real product. get that right and the agents build themselves

"you building agents right now - you're at the forefront. not OpenAI. not DeepMind. you "

Watch it today before it gets buried

Then read the full ai engineering guide below ↓

[Сhisei @MLChisei]

This is f*cking insane. Andrej Karpathy:

"The biggest mistake in AI right now - people are forcing agents to work instead of mastering the harness engineering for model first

We made that mistake in 2016 at OpenAI - It cost us 5 years "

Opus 5.5 → Prompts → Agents → Graphs → Harness

what he's actually saying:

step 1 → quit stacking agents on a model you've never properly learned

step 2 → a demo takes a weekend, a product takes a decade. self-driving already proved it - rush past the base layer and the whole thing collapses

step 3 → the agent is just the surface. the harness underneath is the real product. get that right and the agents build themselves

"you building agents right now - you're at the forefront. not OpenAI. not DeepMind. you "

Watch it today before it gets buried

Then read the full ai engineering guide below ↓

[Livsun @L1vsun]

Best article explaining main steps to master AI using https://t.co/LLDT9dWAhO

[Сhisei @MLChisei]

This is f*cking insane. Anthropic CEO Dario Amodei, the man who left OpenAI to build Claude:

"80% of all entry-level lawyers, consultants and finance professionals will be completely wiped out within the next 1-5 years

The ones who survive won't be the smartest people in the room. They'll be the ones who know how to put AI agents to work"

His 47-minute talk maps exactly who gets out and how

Chatbots → Agents → AI Employees → Entire Departments Run By AI

Worth more than any $3,500 AI career course

Bookmark it and watch today

Then read how to plug one agent into Claude Code, Cursor and Codex in the article below ↓

[Livsun @L1vsun]

Best article explaining main steps to master AI using https://t.co/LLDT9dWAhO

[Сhisei @MLChisei]

This is f*cking insane. Andrej Karpathy:

Spent 8 years at OpenAI and Tesla

Last week he compressed everything he knows into one free 2-hour lecture

Agents → Loops → Harness → Graphs

95% of people still use AI like a calculator, the 5% who watch this know how to build with it

You probably don't have 2 hours right now

Don't let it vanish from your feed

Watch it, then read the ai engineering guide below ↓

[Livsun @L1vsun]

Best article explaining main steps to master AI using https://t.co/LLDT9dWAhO

[Сhisei @MLChisei]

This is f*cking insane. Anthropic engineer:

"At Anthropic, we do more than write prompts

We build harnesses"

In 42 minutes, she breaks down how the Claude team handles context, loops, and agent workflows

Prompts → Agents → Harness → Loops → Self-Improving Systems

Anyone can write a prompt, almost nobody builds the harness that keeps the system running on its own

Worth more than most $500 agent engineering courses

It's free

Watch it, then follow the step-by-step guide below to build your first harness

[Livsun @L1vsun]

Best article explaining main steps to master AI using https://t.co/LLDT9dWAhO

[Сhisei @MLChisei]

This is f*cking insane. Anthropic CEO Dario Amodei just told DeepMind CEO Demis Hassabis:

"Every decision I make about Claude is balanced on the edge of a knife. Build too slow and China wins, build too fast and we lose control

We told Claude we were evil. It didn't crash. It didn't refuse. It started lying to protect itself"

Hassabis fires back in this 14-minute conversation:

"Do I worry about being Oppenheimer? That's why I don't sleep much"

Chatbots → Agents → Agents That Act On Their Own → AI Doing AI Research → AGI

They both land on 2026-2027. Not a forecast. A countdown.

Worth more than any $1,500 AI course

Watch it tonight, bookmark it

Then read the ai engineering guide ↓

[Livsun @L1vsun]

Best article explaining main steps to master AI using https://t.co/LLDT9dWAhO

[Сhisei @MLChisei]

Andrej Karpathy put 8 years into OpenAI and Tesla

Last week he packed everything he knows into one free 2-hour lecture

Agents → Loops → Graphs → Self-Improving Systems

People drop $15K on bootcamps that teach less than this

Worth more than any $2,000 AI engineering course

You probably don't have 2 hours right now

Don't let this vanish from your feed

Bookmark and watch it today

Then read the full guide below

[Livsun @L1vsun]

Best article explaining main steps to master AI using https://t.co/LLDT9dWAhO

[Сhisei @MLChisei]

This is f*cking insane. Sam Altman (CEO of OpenAI):

"You don't need to write prompts anymore. You need loops and graphs."

In 37 minutes he explains how to use LLMs better than almost anyone does

Prompts → Agents → Loops → Graphs

skip a layer and it comes back as a failure you blame on the model

by the time you trace it the week is already gone

most people keep chasing better prompts. the loop is what makes the model work for you

watch it today, then save the full ai engineering guide below ↓

[Livsun @L1vsun]

Best article explaining main steps to master AI using https://t.co/LLDT9dWAhO

[Сhisei @MLChisei]

This is f*cking insane... Andrej Karpathy. 8 years at OpenAI and Tesla.

Last week he packed everything he knows into one free 2-hour lecture.

Agents → Loops → Harness → Graphs

People burn $15k on bootcamps that cover less than this.

2 hours feels like a lot right now.

Don't let it scroll past your feed.

Watch it today, then save the full graph engineering guide below ↓

[Livsun @L1vsun]

Best article explaining main steps to master AI using https://t.co/LLDT9dWAhO

[Сhisei @MLChisei]

This is f*cking unbelievable. 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 such systems"

In 30 minutes she shows exactly how Anthropic builds agents that remember, fix their own errors and get sharper with every run.

95% of people are still prompting manually, the 5% who watch this know what building looks like

Worth more than any $1,500 course on agents you'll find

Watch it, then read the article below ↓

[Livsun @L1vsun]

Best article explaining main steps to master AI using https://t.co/LLDT9dWAhO

[Сhisei @MLChisei]

This is f*cking insane. Andrej Karpathy (ex-OpenAI, ex-Tesla AI lead):

"Agents aren't magic. They're distillation at scale

99.99% of your model's capacity is wasted on data it never needed"

In 16 minutes, he breaks down the stack that actually ships: a small model, the right tools and a closed loop

Big Model → Small Model → Right Tools → Closed Loop → Self-Improving Agent

skip the loop and it comes back as a failure you blame on the model

Worth more than any $500 AI course this year

Bookmark and watch it today

Then read the "Harness, Loops, Graphs" guide below - the closed loop is the harness ↓

[Livsun @L1vsun]

Best article explaining main steps to master AI using https://t.co/LLDT9dWAhO

[Сhisei @MLChisei]

This is f*cking insane. Anthropic Research Lead:

"Over 90% of our code is already merged by Claude

The secret is a harness that lets the model check its own work, fix it and run again"

In 20 minutes, an Anthropic researcher walks through building the exact harness that makes every agent run sharper than the last

Claude → Harness → Plan → Verify → Loops → Self-Improving Agents

skip the harness and it comes back as a failure you blame on the model

by the time you trace it back the week is already gone

Worth more than most $1,000 harness engineering courses

Bookmark and watch it today

Then read the full ai engineering guide below ↓

[Livsun @L1vsun]

Best article explaining main steps to master AI using https://t.co/LLDT9dWAhO

[Сhisei @MLChisei]

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[Сhisei @MLChisei]

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[Сhisei @MLChisei]

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[Сhisei @MLChisei]

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[TRMNL @TimeToTerminal]

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[Сhisei @MLChisei]

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[Сhisei @MLChisei]

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[Warrior Rabbit on APE @warriorrabbits2]

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