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Your coding agent is a surgeon doing the paperwork. Opus 5.5 is brilliant. And you're paying it to decide which file to open. Which test to run. Whether to retry. That's not surgery. That's admin. Give the admin to Jev. Keep the surgeon in surgery. Same results. A third... show more

CyrilXBT

197,156 subscribers

29,553 Aufrufe • vor 3 Tagen •via X (Twitter)

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13 Kommentare

Profilbild von Vipul Kumar Kewat

Vipul Kumar Kewatvor 3 Tagen

This is a smart way to think about model routing.

Profilbild von Michael Kaiser

Michael Kaiservor 3 Tagen

Opus 5.5 is still the best for me

Profilbild von cortexch

cortexchvor 3 Tagen

the context section is the gold here and has nothing to do with routing. a timestamp at the top of the prompt quietly kills ur cache on every single call

Profilbild von Karter U

Karter Uvor 2 Tagen

Who decides easy vs hard? That call is the whole game. What rules does Jev use?

Profilbild von prism

prismvor 2 Tagen

Same logic as the manual tax. Pay cheap where it's dumb, pay smart where it counts.

Profilbild von Asmir

Asmirvor 3 Tagen

problem is if haiku opens the wrong file it won't tell you, and opus just reasons confidently over the wrong context

Profilbild von 阿星返85｜Gate

阿星返85｜Gatevor 3 Tagen

把手术刀留给专家，杂事交给AI处理才对

Profilbild von ೃ⁀➷ soph ♡

ೃ⁀➷ soph ♡vor 2 Tagen

The 80% claim assumes "easy vs hard" is decidable before the work starts. Most bugs look easy until the fix breaks two other tests. Who eats the cost when Jev misroutes?

Profilbild von swapcherry

swapcherryvor 2 Tagen

who is jev

Profilbild von Alessandro Moretti

Alessandro Morettivor 3 Tagen

Number 27 is the one I see most. Two agents that share the full context pay twice for the same reading. A short summary is usually enough.

Profilbild von Genius💡💹🧲 🤖

Genius💡💹🧲 🤖vor 2 Tagen

Paying Opus rates to pick which file to open is pure waste fr

Profilbild von Lea Thompson

Lea Thompsonvor 3 Tagen

Pay frontier prices for an overqualified secretary, checks out. My CoinStats is a Jackson Pollock of losses too but at least the burns are self-inflicted. Stop paying surgeons to file paperwork.

Profilbild von 北野高返85｜Gate

北野高返85｜Gatevor 2 Tagen

把苦力活交给机器，把脑子留给手术室

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Do the math on 1,000 coding tasks a month. Opus 5.5 doing everything: $6,420 Jev + Opus 5.5: $2,000 That's $4,420 a month back. $53,040 a year. Same tasks. Same model writing the code. The only difference is who makes the small decisions. Full build below. Bookmark this.

Do the math on 1,000 coding tasks a month. Opus 5.5 doing everything: $6,420 Jev + Opus 5.5: $2,000 That's $4,420 a month back. $53,040 a year. Same tasks. Same model writing the code. The only difference is who makes the small decisions. Full build below. Bookmark this.

CyrilXBT

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Jev + Opus 5.5 is the most underrated setup in AI right now, and i don't get why nobody's talking about it. I stopped letting Opus make every small decision in my agents. Jev makes them now. My Opus bill dropped ~500% on the same tasks, same results. Here's what Jev handles: - which files and notes to load before Opus sees anything - which effort level each task actually needs - what to do when a tool fails - which tests to run, and when to stop Opus only gets called for the hard reasoning. Every decision is a typed result the host checks before it runs. The exact prompt to set this up in your workflow is below.

Jev + Opus 5.5 is the most underrated setup in AI right now, and i don't get why nobody's talking about it. I stopped letting Opus make every small decision in my agents. Jev makes them now. My Opus bill dropped ~500% on the same tasks, same results. Here's what Jev handles: - which files and notes to load before Opus sees anything - which effort level each task actually needs - what to do when a tool fails - which tests to run, and when to stop Opus only gets called for the hard reasoning. Every decision is a typed result the host checks before it runs. The exact prompt to set this up in your workflow is below.

Anatoli Kopadze

76,655 Aufrufe • vor 18 Tagen

Nobody talks about where coding agent money actually goes. It's not the code. Writing code is a small part of the bill. The rest is the agent: Reading files it didn't need. Deliberating over tiny choices. Retrying things that were never going to work. Fix the waste, not the model. That's the whole idea behind this architecture 👇

Nobody talks about where coding agent money actually goes. It's not the code. Writing code is a small part of the bill. The rest is the agent: Reading files it didn't need. Deliberating over tiny choices. Retrying things that were never going to work. Fix the waste, not the model. That's the whole idea behind this architecture 👇

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American surgeon records herself doing a “peer to peer” call with UnitedHealthcare trying to get a patients surgery approved - UnitedHealthcare refuses to give any of their doctors names who makes decisions - The doctor doesn’t specialize in surgery that’s being requested - She asks for the determination paperwork of how UnitedHealthcare determined the patient shouldn’t get the surgery, UnitedHealthcare won’t provide that information - UnitedHealthcare tells the surgeon to do an “internal appeal” but won’t provide any details on their determination So to recap: UnitedHealthcare denies patients, their surgeon calls and can’t get a name, a specialty, or any details whatsoever regarding the denial This is the state of American Healthcare

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this is the full SEO course, run on Opus 5.5 7 modules. 7 prompts. most people ask AI to "do SEO" and get generic advice back the model can't see Google, so you have to feed it your data every prompt is in the thread below which module do you need first?

this is the full SEO course, run on Opus 5.5 7 modules. 7 prompts. most people ask AI to "do SEO" and get generic advice back the model can't see Google, so you have to feed it your data every prompt is in the thread below which module do you need first?

CyrilXBT

13,819 Aufrufe • vor 19 Tagen

Ok this is actually insane. Everyone building agents right now is doing the same expensive mistake. They let the model decide LITERALLY everything. Every check. Every gate. Every "should this proceed." All routed through the same $50/M model that's supposed to be doing the hard thinking. That's not intelligence. That's just burning money to ask yes or no questions. Here's what Jev Engineering actually does: request → structured state → Jev router → cheapest capable model → worker → approval check → execution gate → tool The decision layer doesn't write a single word. It routes. Scores. Blocks. Approves. That's it. The expensive model only gets touched when the task LITERALLY requires reasoning. Everything else gets handled by something that costs almost nothing and responds in milliseconds. 193x faster. 444x cheaper. Not projected. Measured. Most people are going to keep paying frontier prices to ask their agent "yes or no" for another year before they figure this out. Full breakdown below, this is the unlock nobody's talking about yet. Follow CyrilXBT, I'm not gatekeeping this one.

Ok this is actually insane. Everyone building agents right now is doing the same expensive mistake. They let the model decide LITERALLY everything. Every check. Every gate. Every "should this proceed." All routed through the same $50/M model that's supposed to be doing the hard thinking. That's not intelligence. That's just burning money to ask yes or no questions. Here's what Jev Engineering actually does: request → structured state → Jev router → cheapest capable model → worker → approval check → execution gate → tool The decision layer doesn't write a single word. It routes. Scores. Blocks. Approves. That's it. The expensive model only gets touched when the task LITERALLY requires reasoning. Everything else gets handled by something that costs almost nothing and responds in milliseconds. 193x faster. 444x cheaper. Not projected. Measured. Most people are going to keep paying frontier prices to ask their agent "yes or no" for another year before they figure this out. Full breakdown below, this is the unlock nobody's talking about yet. Follow CyrilXBT, I'm not gatekeeping this one.

CyrilXBT

23,071 Aufrufe • vor 24 Tagen

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19,565 Aufrufe • vor 17 Tagen

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