NikitaKoptiev

AI content creator | Tools & automation |

[NikitaKoptiev @0xAllSeeingNik]

https://t.co/GDd6ShrsdZ

[NikitaKoptiev @0xAllSeeingNik]

@AIexey_Stark @Polymarket @PolymarketTrade Finaly found, thank's I got one

[NikitaKoptiev @0xAllSeeingNik]

@monokern Huge difference in pocess

[NikitaKoptiev @0xAllSeeingNik]

@51bodila Do not tuch the Dario, he's the GOAT

[NikitaKoptiev @0xAllSeeingNik]

AI workflow and an AI agent

The entire difference between comes down

In 10 min

This is the clearest explanation I've seen:

>LLMs
>Workflows
>Agents

"Most explanations of AI agents is either too technical or too basic"

He built a simple 3 level path so you don't need any technical background to actually get it

00:00 - AI vs AI Agents, why almost everyone uses the word "agent" wrong

01:04 - Level 1: LLMs, passive tools that only know what they were trained on and never touch your personal data

02:17 - Level 2: AI Workflows, a human still writes every step, like a predefined path that turns a news article into a social post

05:26 - Level 3: AI Agents, the LLM finally becomes the decision maker, using a ReAct loop to reason, act, and check its own work

07:48 - Real world example, an AI agent is told to find a "skier" in raw video footage, it searches, indexes, and returns the clips with zero manual tagging by a human

09:10 - Summary, the one line that separates a workflow from an agent

"The key trait here is that the LLM is a decision maker in the workflow"

9-min - bookmark and watch

[NikitaKoptiev @0xAllSeeingNik]

AI workflow and an AI agent

The entire difference between comes down

In 10 min

This is the clearest explanation I've seen:

>LLMs
>Workflows
>Agents

"Most explanations of AI agents is either too technical or too basic"

He built a simple 3 level path so you don't need any technical background to actually get it

00:00 - AI vs AI Agents, why almost everyone uses the word "agent" wrong

01:04 - Level 1: LLMs, passive tools that only know what they were trained on and never touch your personal data

02:17 - Level 2: AI Workflows, a human still writes every step, like a predefined path that turns a news article into a social post

05:26 - Level 3: AI Agents, the LLM finally becomes the decision maker, using a ReAct loop to reason, act, and check its own work

07:48 - Real world example, an AI agent is told to find a "skier" in raw video footage, it searches, indexes, and returns the clips with zero manual tagging by a human

09:10 - Summary, the one line that separates a workflow from an agent

"The key trait here is that the LLM is a decision maker in the workflow"

9-min - bookmark and watch

[NikitaKoptiev @0xAllSeeingNik]

https://t.co/GDd6ShrsdZ

[NikitaKoptiev @0xAllSeeingNik]

@shmidtqq absulute agree

[NikitaKoptiev @0xAllSeeingNik]

@carm1nee 👀much trillions

[NikitaKoptiev @0xAllSeeingNik]

@winngamerx Of course, I choose what to publish after watching.

[NikitaKoptiev @0xAllSeeingNik]

HumanLayer founder Dex Horthy, the guy who coined "Context Engineering":

"We've gotten Claude Code to handle 300k LOC Rust codebases, ship a week's worth of work in a day, and maintain code quality that passes expert review."

he wrote the essay that first coined "Context Engineering" back in April 2025, before that he was in high school building tools for NASA researchers to navigate the south pole of the moon

"This isn't another '10x your productivity' pitch."

he calls his method "frequent intentional compaction" - deliberately structuring how you feed context to the AI throughout the entire dev process

"The dumb zone is real - and most developers are stuck in it without knowing"

20-min - bookmark and watch

[NikitaKoptiev @0xAllSeeingNik]

https://t.co/zuXFx4nwmr

[NikitaKoptiev @0xAllSeeingNik]

@ridark_eth #WhereAntyCheat?

[NikitaKoptiev @0xAllSeeingNik]

@mopozeuX @Polymarket @PolymarketTrade I don't think so, but will see...

[NikitaKoptiev @0xAllSeeingNik]

@Bober_smart Built a lab instead of renting one.

[NikitaKoptiev @0xAllSeeingNik]

@GutsPoly 72% WR over 1.1M volume is what deserves attention

[NikitaKoptiev @0xAllSeeingNik]

@evgenia_vibes Core memory unlocked. 😂

[NikitaKoptiev @0xAllSeeingNik]

@iiiichigo_chan The next interface isn't a screen—it's the physical world.

[NikitaKoptiev @0xAllSeeingNik]

@LyckyOus The best systems are usually the simplest ones.

[NikitaKoptiev @0xAllSeeingNik]

@zodchiii Memory is becoming infrastructure, not just context.

[NikitaKoptiev @0xAllSeeingNik]

@polysuccubus @Polymarket @PolymarketTrade @PredictParity Signal > endless scrolling.

[NikitaKoptiev @0xAllSeeingNik]

@bored2boar The best airdrop farming strategy is getting paid before the airdrop exists.

[NikitaKoptiev @0xAllSeeingNik]

@0xbobaaa Consistency beat realism. That's the actual moat.