Rodion Trach

AI Engineer @ Imperium Acquisition

[Rahul @sairahul1]

this is f*cking gold

the Claude setup most people will never find on their own

if I had this a year ago, I would've shipped my first app in a day instead of 3 weeks.

in the right hands, this changes everything:

[J.B. @VibeMarketer_]

WTF is a loop visualized

[Codez @0xCodez]

Claude Code’s creator

“I haven’t coded manually for 8 months. It’s been 100% Claude Code.

Right now im runing hundreds of agents with /loops and dynamic workflows.”

in just 20 minutes, Boris shows how he designs self-learning agent systems:

Loops + dynamic workflows + routines

That’s worth more than a $500 course on agent engineering.

[Codez @0xCodez]

https://t.co/eJB3TgyJwV

[Lance Martin @RLanceMartin]

https://t.co/es0JQM4MS9

[Addy Osmani @addyosmani]

https://t.co/hIe0UX7z6T

[Shann³ @shannholmberg]

what is agent looping

for the last two years we prompted agents one task at a time. that is starting to change

instead of asking an agent to build the landing page and then driving every step yourself, you set up a loop that handles discovery, planning, the work, checking, and iterating until the goal is met

looping is a setup you build. almost any agent harness can run it, it just depends on how you wire it up

at its simplest, looping is one agent working on itself:

> researches
> drafts
> checks the draft against a goal
> fixes what is weak
> runs that cycle again until the work clears the requirements

you are not prompting each step anymore. the agent repeats the cycle for you

the bigger version is a fleet looping. you give an orchestrator agent a goal, it breaks the goal into pieces, hands each piece to a specialist agent, and those specialists hand smaller jobs to their own subagents

the whole tree keeps looping through discovery, planning, execution, and verification until the goal is met

one agent looping is like a person redoing their own draft. a fleet looping is a whole team running a project end-to-end

you create a goal, and the system runs the loop until it finishes within the reqs you set

open and closed looping:

OPEN LOOPING is exploratory. it still has conditions and a goal, but you give the agent or the fleet a wide space to move in. it can try different paths, discover things, build something you did not fully spec out

this is the exciting end, it is what Peter and others are doing, and tbh it is where I want to spend more time

the catch is cost, an open loop with real room to explore burns an insane amount of tokens. for the 90 percent of people without an unlimited budget it is not runnable yet, and pointed at projects with a loose standard it turns into a slop machine

CLOSED LOOPING is bounded. a human designs the end-to-end path first:

> clear goal
> defined steps
> an eval at each step
> a point where it stops or hands back to you (and feeds back performance data)

the agents still loop, but inside framework you built. it gets better every run because each pass feeds the next, and it runs on a normal budget because the path is tight.

for most marketing work, closed is the one that pays off today.

> the orchestrator owns the goal
> the specialists own the steps
> the subagents do the narrow work
> an eval gate make sure its not slop

[Rahul @sairahul1]

This is the best site on the internet to learn harness engineering.

Free. Completely.

Most AI engineers have never heard the term.

https://t.co/bwDbTTYsjM

Bookmark this site.

Then read this setup ↓

[Codez @0xCodez]

Claude Code creator:

"I don't prompt Claude anymore. I write loops - and the loops do the work. My job is to write loops."

in 30 minutes Boris reveals his actual daily Claude Code setup.

Claude Code + loops + dynamic workflow

Worth more than a $500 vibe-coding course

[Thariq @trq212]

https://t.co/R6exTuF7P8

[Rodion Trach @RodionTrach]

@Jacobsklug OS

[Rodion Trach @RodionTrach]

@bcherny thank you for Claude Code papi, дякую

[Rodion Trach @RodionTrach]

@LoganTGott Claude

[Rodion Trach @RodionTrach]

@WorkflowWhisper LOCAL

[Daniel Fazio @danielfazio]

https://t.co/F3rFjZAtqQ

[Zephyr @Zephyr_hg]

My sales email response rate jumped from 5% to 18%.

Built an automation that creates personalized sales presentations in 90 seconds by researching prospect websites and uses Gamma to generate custom pitch decks automatically.

Scrapes their sitemap, analyzes key pages, identifies pain points, and builds an 8-slide deck tailored specifically to their business.

Prospects can tell I actually researched them because the deck references their specific challenges.

No more generic templates that scream copy-paste.

Comment "GAMMA" and I'll DM it to you (must be following)

[Rodion Trach @RodionTrach]

@NoahEpstein_ BUILD

[Cody Schneider @codyschneider]

b2b cold email that's working in 2025

apollo .io for email sourcing

millionverifier .com for email validation

hypertide .io + mailreef .com for inbox infra (mailreef is backup)

instantly ai or smartlead ai for sending infra

EMAIL COPY

EMAIL 1

subject line: quick question for {name} (yes, it still works in 2025)

Hey {Name} - saw you're doing {x} thing relevant to {y} problem.

We helped {z} company solve {y problem} in {x} time.

Interested in learning more?

NAME
TITLE

1 day wait

EMAIL 2

Circling on this.

At {link to X company name} we help {X ICP} get {Y outcome they want}.

Is this a priority for you right now?

then send at least 20,000+ emails a month.

[Rodion Trach @RodionTrach]

@AlfieJCarter system

[Rodion Trach @RodionTrach]

@mikefutia MCP