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Step 1: Open Claude Code. Step 2: Create 3 markdown files. Step 3: Type ONE command. You now have an AI team. A researcher that cites every source. A builder that can only use what the researcher found. A critic that never wrote the draft, so it never defends...

19,987 görüntüleme • 3 gün önce •via X (Twitter)

18 Yorum

Danylo Pravda profil fotoğrafı
Danylo Pravda3 gün önce

Still waiting for the step where someone opens the app and looks at it

Isagii profil fotoğrafı
Isagii3 gün önce

Massive stuff

摸鱼中 profil fotoğrafı
摸鱼中3 gün önce

Great point!

Wukoayos profil fotoğrafı
Wukoayos3 gün önce

Best part is the handoff file. If the builder can only cite what the researcher wrote down, checking the whole run means reading one Markdown file. I make Rho MD, a Markdown notes app.

Yaki profil fotoğrafı
Yaki3 gün önce

the critic agent is the real unlock here honestly, stopped me from shipping so much garbage

安叫兽|Bird🕊️ 🔶 BNB profil fotoğrafı
安叫兽|Bird🕊️ 🔶 BNB3 gün önce

批评者没写过草稿这点挺关键,少了点护短。

Wes profil fotoğrafı
Wes3 gün önce

The critic that never wrote the draft is the smart part. It has no reason to defend it.

全哥AI创业记 profil fotoğrafı
全哥AI创业记3 gün önce

The critic that never wrote the draft is the key insight — I tried having one agent do everything and it just defended its own bad decisions. Separation of concerns applies to AI teams too. Stealing this setup.

talha profil fotoğrafı
talha3 gün önce

does it actually catch bugs or just nitpick wording?

James Malsawm profil fotoğrafı
James Malsawm3 gün önce

giving claude code a separate critic agent caught so many of my bugs

rama profil fotoğrafı
rama3 gün önce

i ask gpt to be Claude's critic and vice versa

Vexo profil fotoğrafı
Vexo3 gün önce

everyone here loves the critic, but a critic with zero context has its own failure mode: it flags deliberate choices as bugs and the builder "fixes" them. anthropic found ~59% of what their own reviewer kept flagging was old code. so does your critic see only the new diff, or the whole thing?

Raúl Nogales 🇪🇸🇺🇸 profil fotoğrafı
Raúl Nogales 🇪🇸🇺🇸3 gün önce

The weak joint is upstream. If the researcher cites a bad source well, the builder inherits it and the critic checks the draft against that same source. Garbage enters with a citation attached and comes out looking more reliable, not less.

DHRUV BANSAL profil fotoğrafı
DHRUV BANSAL3 gün önce

When the critic doesn't trust a source... does it send the researcher back out or does the whole run just stop? A vendor comparison going to finance, say. Every number in it has to trace back to a link

E1ev3n. profil fotoğrafı
E1ev3n.3 gün önce

The critic detail is the one I keep coming back to, because my own drafts always get defended by the same mind that wrote them. I tried splitting that job once and the review finally got honest, even if it stung a bit.

Camto profil fotoğrafı
Camto3 gün önce

Amezing

k i c i l profil fotoğrafı
k i c i l3 gün önce

What if the researcher finds bad sources

Ali Rewires profil fotoğrafı
Ali Rewires3 gün önce

its kind of the same thing that happens to people, minus the ego. the writer agent got to its answer through its own steps, so reviewing its own draft just retraces them. a fresh critic starts from somewhere else

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