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GPT‑5.6 is helping Vercel’s internal data science agent tackle harder work Andrew Qu, Vercel’s Chief of Software, used GPT-5.6 and Codex to unblock an internal data science agent on work where earlier models got stuck.

5,680,769 views • 4 months ago •via X (Twitter)

34 Comments

OpenAI Developers's profile picture
OpenAI Developers4 months ago

Build with GPT-5.6:

A_A_S.🖤🤍💜's profile picture
A_A_S.🖤🤍💜4 months ago

@vercel @andrewqu Return these excellent models. #Keep4o #Keep51 #Keep45 #Keep41 #keepo3

Luke PS's profile picture
Luke PS4 months ago

@vercel @andrewqu what a cutie

Bel Curcio's profile picture
Bel Curcio4 months ago

@vercel @andrewqu 🐐

AlexZ 🦀's profile picture
AlexZ 🦀4 months ago

@vercel @andrewqu 他不是甄子丹吗?

Steven Cheng's profile picture
Steven Cheng4 months ago

@vercel @andrewqu unblock is the key word here. getting past that local minimum is usually the hardest part of agent workflows.

𝓛𝓪𝓾𝓻𝓮𝓷 ♕ #1 Paradox Junction Fan's profile picture
𝓛𝓪𝓾𝓻𝓮𝓷 ♕ #1 Paradox Junction Fan4 months ago

@vercel @andrewqu Cringe

Assaf Elovic's profile picture
Assaf Elovic4 months ago

@vercel @andrewqu Lfg!

Beucalt's profile picture
Beucalt4 months ago

@vercel @andrewqu 5.6 doesn't have any improvements in coding and cyber security. Pretty disappointing modal so far.

Jakub Klementewicz's profile picture
Jakub Klementewicz4 months ago

@vercel @andrewqu It is helping not only Vercel! It is helping all of us 🔥

Yi Min Yang's profile picture
Yi Min Yang4 months ago

@vercel @andrewqu I met and talked to @andrewqu in person once. He remembered my profile picture. Absolute goated 🐐

テツメモ|AI図解×検証|Newsletter's profile picture
テツメモ|AI図解×検証|Newsletter4 months ago

@vercel @andrewqu @LilysAI_要約して

Allen Zhou's profile picture
Allen Zhou4 months ago

@vercel @andrewqu lfg @andrewqu @danizeres !!! killin it!

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Terminal Thoughts4 months ago

@vercel @andrewqu Codex is the real hero here.

sophie ♡'s profile picture
sophie ♡3 months ago

@vercel is the agent handling 600+ concurrent tasks or still batch-queued

Sofia 💗 🌸's profile picture
Sofia 💗 🌸3 months ago

@vercel so which model was the bottleneck - 4o or o3

soph ·'s profile picture
soph ·3 months ago

@vercel Well said!

sofi who?'s profile picture
sofi who?3 months ago

@vercel curious what the data science agent was trying to do

❤️ Sophie ⭐'s profile picture
❤️ Sophie ⭐3 months ago

@vercel what’s the hardest thing it actually unblocked - a query they couldn’t optimize or a data pipeline that kept timing out

𝗢𝗠𝗘𝗚𝗔's profile picture
𝗢𝗠𝗘𝗚𝗔4 months ago

@vercel @andrewqu codex in a data agent eval gates unblocked the flow

sofie j,'s profile picture
sofie j,3 months ago

@vercel wait what was it getting stuck on before

Sophia 🌟's profile picture
Sophia 🌟3 months ago

@vercel was it a reasoning bottleneck or a context length issue?

Sofie 💙's profile picture
Sofie 💙3 months ago

@vercel so codex is the real mvp here or is gpt-5.6 actually better at chaining logic

Mario's profile picture
Mario4 months ago

@vercel @andrewqu guy in vid is cool

Sophie's profile picture
Sophie3 months ago

@vercel agent loop or model - which was the real bottleneck

sofie w's profile picture
sofie w3 months ago

@vercel when’s the public release for that agent capability?

sophia (sleepy)'s profile picture
sophia (sleepy)3 months ago

@vercel fr what tasks were they stuck on

Sofia 🌹 🌛's profile picture
Sofia 🌹 🌛4 months ago

@vercel was it the reasoning loop or the tool use that finally clicked for the agent 💀

Muffin's profile picture
Muffin4 months ago

@vercel gayyyyyyyyyy

sof p,'s profile picture
sof p,3 months ago

@vercel tried it on a messy airflow pipeline yesterday it actually figured out the dag dependencies where 4o just gave up

sofie p's profile picture
sofie p3 months ago

@vercel wait what kind of data science agent? codex or a custom pipeline?

Sophia Blake ⭐ 🌼's profile picture
Sophia Blake ⭐ 🌼3 months ago

@vercel what’s the real success rate bump vs 4o on that agent

⊹ sof · ݁ ˖'s profile picture
⊹ sof · ݁ ˖3 months ago

@vercel Thanks for sharing this

angel99's profile picture
angel993 months ago

@vercel Very meaningful.

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