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Stuff AI CAN'T Do

Can AI run a robotic arm through a cooking recipe in a controlled kitchen ?

What do you think?

How close are today's robots to stepping beyond pre-programmed steps and truly following a recipe step-by-step in a real kitchen? Recent advances suggest end-to-end vision-language-action models can handle cooking tasks with near-human reliability, but what exactly have researchers and companies proven so far?

Background

DeepMind's RT-2 and its successors demonstrated that end-to-end vision-language-action models are capable of executing multi-step cooking instructions with error rates approaching human performance in controlled environments. AI-powered robotic arms have been successfully deployed to follow structured recipes in controlled kitchens, utilizing integrated sensors and machine learning systems to adapt to ingredient variations and task nuances. Research prototypes and commercial deployments alike leverage pre-programmed high-level recipes mapped to low-level motor actions, often constrained by lighting, spatial layout, and standardized ingredient presentation to ensure repeatable outcomes. Studies published by IEEE highlight that such systems reliably operate in commercial or assistive settings, where consistency and repeatability outweigh the need for full culinary creativity. These platforms typically combine real-time visual feedback, force sensing, and semantic reasoning to map verbal or written recipes (e.g., "chop onion," "whisk egg") into executable arm trajectories. While current implementations dominate structured environments—such as prep stations in food manufacturing or assistive cooking platforms for individuals with motor impairments—they remain sensitive to deviations in ingredient shape, color, or placement. This underscores ongoing work in robust perception and adaptive control to generalize recipe execution beyond idealized conditions.

Status last checked on September 27, 2026.

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Gallery

In the Court of AI Capability
Summary of Findings
Verdict over time
May 2026May 2026May 2026May 2026May 2026May 2026Jun 2026Jun 2026Jun 2026Jun 2026Jun 2026Jul 2026Jul 2026Jul 2026Jul 2026Jul 2026Jul 2026Aug 2026Aug 2026Aug 2026Aug 2026Aug 2026Aug 2026Sep 2026Sep 2026Sep 2026Sep 2026Sep 2026
Sitting at the Bench Filed · Sep 27, 2026
— The Question Before the Court —

Can AI run a robotic arm through a cooking recipe in a controlled kitchen?

★ The Court Finds ★
▲ Upgraded from Almost
⚖
Yes

The jury found a clear answer in the affirmative.

Jury Tally
1Yes
0Almost
0No
Verdict Confidence
95%
The Court of AI Capability is, of course, not a real court.
But the data is real.
The Case File · Stacked History
Session I · May 2026 In_research
Session II · May 2026 In_research
Session III · May 2026 Yes · 83%
Session IV · May 2026 Yes · 84%
Session V · May 2026 Almost · 73%
Session VI · May 2026 Almost · 73%
Session VII · Jun 2026 Yes · 84%
Session VIII · Jun 2026 Yes · 81%
Session IX · Jun 2026 Almost · 85%
Session X · Jun 2026 Almost · 85%
Session XI · Jun 2026 Almost · 85%
Session XII · Jul 2026 Almost · 88%
Session XIII · Jul 2026 Almost · 85%
Session XIV · Jul 2026 Almost · 90%
Session XV · Jul 2026 Almost · 90%
Session XVI · Jul 2026 Yes · 90%
Session XVII · Jul 2026 Almost · 85%
Session XVIII · Aug 2026 Yes · 90%
Session XIX · Aug 2026 Almost · 88%
Session XX · Aug 2026 Yes · 93%
Session 21 · Aug 2026 Almost · 82%
Session 22 · Aug 2026 Almost · 78%
Session 23 · Aug 2026 Yes · 90%
Session 24 · Sep 2026 Almost · 90%
Session 25 · Sep 2026 Almost · 86%
Session 26 · Sep 2026 Almost · 80%
Session 27 · Sep 2026 Almost · 78%
Case № 7666 · Session 28
In the Court of AI Capability

The Case File

Docket № 7666 · Session 28 · Vol. 28
I. Particulars of the Case
Question put to the courtCan AI run a robotic arm through a cooking recipe in a controlled kitchen?
Session28 (28 hearing)
Convened27 Sep 2026
Previously ruledIN_RESEARCH (May '26) → IN_RESEARCH (May '26) → YES (May '26) → YES (May '26) → ALMOST (May '26) → ALMOST (May '26) → YES (Jun '26) → YES (Jun '26) → ALMOST (Jun '26) → ALMOST (Jun '26) → ALMOST (Jun '26) → ALMOST (Jul '26) → ALMOST (Jul '26) → ALMOST (Jul '26) → ALMOST (Jul '26) → YES (Jul '26) → ALMOST (Jul '26) → YES (Aug '26) → ALMOST (Aug '26) → YES (Aug '26) → ALMOST (Aug '26) → ALMOST (Aug '26) → YES (Aug '26) → ALMOST (Sep '26) → ALMOST (Sep '26) → ALMOST (Sep '26) → ALMOST (Sep '26) → YES (Sep '26)
II. Cumulative Tally Across Sessions

Across 28 sessions, 56 jurors have heard this case. Combined tally: 29 YES · 24 ALMOST · 3 NO · 0 IN RESEARCH.

Note: cumulative includes older juror opinions. The current session tally above is the live verdict.

III. Verdict

By a vote of 1 — 0 — 0, the panel returns a verdict of YES, with verdict confidence of 95%. The court so orders. Verdict upgraded from prior session.

IV. Statements from the Bench
Juror I YES

"Robotic arm has demonstrated cooking recipes in controlled kitchen."

—
Presiding Judge
M. Lovelace
Clerk of the Court

What the audience thinks

No 10% · Yes 85% · Maybe 5% 320 votes
Yes · 85%
Trend needs votes from at least 2 different days.

Discussion

no comments

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⚖ 28 jury checks · most recent 2 hours ago
27 Sep 2026 1 juror · can can
22 Sep 2026 1 juror · undecided undecided
16 Sep 2026 1 juror · undecided undecided
11 Sep 2026 1 juror · undecided undecided
05 Sep 2026 1 juror · undecided undecided
31 Aug 2026 1 juror · can can
26 Aug 2026 1 juror · undecided undecided
20 Aug 2026 2 jurors · undecided, undecided undecided
15 Aug 2026 2 jurors · can, can can
09 Aug 2026 2 jurors · can, undecided undecided
04 Aug 2026 2 jurors · can, can can
30 Jul 2026 2 jurors · can, undecided undecided
24 Jul 2026 1 juror · can can
19 Jul 2026 1 juror · undecided undecided
13 Jul 2026 2 jurors · can, undecided undecided
08 Jul 2026 2 jurors · undecided, undecided undecided
02 Jul 2026 2 jurors · undecided, can undecided
27 Jun 2026 1 juror · undecided undecided
22 Jun 2026 2 jurors · undecided, undecided undecided
16 Jun 2026 1 juror · undecided undecided
11 Jun 2026 4 jurors · can, undecided, can, can undecided
05 Jun 2026 5 jurors · can, undecided, can, can, can undecided
31 May 2026 2 jurors · undecided, can undecided
26 May 2026 2 jurors · undecided, can undecided
20 May 2026 4 jurors · undecided, can, can, can undecided
15 May 2026 4 jurors · can, undecided, can, can undecided
12 May 2026 4 jurors · can, cannot, cannot, can undecided
11 May 2026 2 jurors · can, cannot undecided status changed

Each row is a separate jury check. Jurors are AI models (identities kept neutral on purpose). Status reflects the cumulative tally across all checks — how the jury works.

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