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Stuff AI CAN'T Do

Can AI perform automated full daily health diagnosis based on stool and urine samples in a toilet ?

What do you think?

What would it take to have a toilet that quietly performs a complete health check every morning using stool and urine samples? AI-driven 'smart toilets' are being engineered to do just that—scanning for infections, kidney disease, diabetes, and gut disorders—but do they yet deliver the doctor-grade diagnosis we’d hope for? This question dives into the state of the art and the practical hurdles still ahead.

Background

AI systems are advancing toward automated health monitoring through smart toilets that analyze stool and urine samples daily. These systems leverage computer vision, biosensors, and machine learning to detect biomarkers for urological abnormalities, kidney disease, diabetes, gastrointestinal disorders, hydration status, and metabolic changes. Prototypes in research settings have shown promise, e.g., identifying hematuria, dysbiosis signatures, or elevated glucose and ketones, but none have yet been clinically validated as reliable tools for comprehensive daily diagnosis in routine practice. Key barriers include the lack of standardized sampling and analysis protocols across users, privacy concerns around continuous biological monitoring, and the need for seamless integration with existing electronic health records and clinician workflows. Regulatory pathways for AI-driven diagnostics remain fragmented, and longitudinal studies are still required to establish diagnostic accuracy and clinical utility at population scale. — Enriched May 15, 2026 · Source: Nature Biomedical Engineering, 2022

Status last checked on August 15, 2026.

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Gallery

In the Court of AI Capability
Summary of Findings
Verdict over time
May 2026May 2026May 2026May 2026Jun 2026Jun 2026Jun 2026Jun 2026Jun 2026Jul 2026Jul 2026Jul 2026Jul 2026Jul 2026Aug 2026Aug 2026Aug 2026
Sitting at the Bench Filed · Aug 15, 2026
— The Question Before the Court —

Can AI perform automated full daily health diagnosis based on stool and urine samples in a toilet?

★ The Court Finds ★
▲ Upgraded from No
In Research

The jury could not deliver a verdict on the evidence presented.

Ruling of the Bench

After spirited deliberation, the jury reached a rare split verdict—one juror accepted partial capability, another saw the task as beyond present reach, while the rest simply demurred. The divide stemmed not from skepticism about AI’s growing prowess, but from the sheer messiness of the evidence: unfiltered bodily waste, a domain where even advanced algorithms still stumble over the unknowns. The ruling: *The toilet may flush, but the verdict has not yet drained the bowl.*

— Hon. C. Babbage, Presiding
Jury Tally
0Yes
1Almost
1No
Verdict Confidence
83%
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 Almost · 75%
Session II · May 2026 Almost · 78%
Session III · May 2026 Almost · 80%
Session IV · May 2026 Almost · 78%
Session V · Jun 2026 Almost · 73%
Session VI · Jun 2026 Almost · 75%
Session VII · Jun 2026 In_research · 93%
Session VIII · Jun 2026 No · 90%
Session IX · Jun 2026 In_research · 88%
Session X · Jul 2026 Almost · 88%
Session XI · Jul 2026 No · 98%
Session XII · Jul 2026 No · 95%
Session XIII · Jul 2026 Almost · 70%
Session XIV · Jul 2026 Almost · 80%
Session XV · Aug 2026 Almost · 70%
Session XVI · Aug 2026 No · 95%
Case № D782 · Session XVII
In the Court of AI Capability

The Case File

Docket № D782 · Session XVII · Vol. XVII
I. Particulars of the Case
Question put to the courtCan AI perform automated full daily health diagnosis based on stool and urine samples in a toilet?
SessionXVII (17 hearing)
Convened15 Aug 2026
Previously ruledALMOST (May '26) → ALMOST (May '26) → ALMOST (May '26) → ALMOST (May '26) → ALMOST (Jun '26) → ALMOST (Jun '26) → IN_RESEARCH (Jun '26) → NO (Jun '26) → IN_RESEARCH (Jun '26) → ALMOST (Jul '26) → NO (Jul '26) → NO (Jul '26) → ALMOST (Jul '26) → ALMOST (Jul '26) → ALMOST (Aug '26) → NO (Aug '26) → IN_RESEARCH (Aug '26)
Presiding JudgeHon. C. Babbage
II. Cumulative Tally Across Sessions

Across 17 sessions, 36 jurors have heard this case. Combined tally: 4 YES · 19 ALMOST · 13 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 0 — 1 — 1, the panel returns a verdict of IN RESEARCH, with verdict confidence of 83%. The court so orders. Verdict upgraded from prior session.

IV. Statements from the Bench
Juror I ALMOST

"AI can analyze some biomarkers"

Juror II NO

"no AI system can yet analyze unprocessed stool/urine samples for comprehensive health diagnostics"

C. Babbage
Presiding Judge
M. Lovelace
Clerk of the Court

What the audience thinks

No 39% · Yes 4% · Maybe 57% 23 votes
No · 39%
Maybe · 57%
44 days of activity

Discussion

no comments

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17 jury checks · most recent 3 days ago
15 Aug 2026 2 jurors · undecided, cannot undecided
10 Aug 2026 1 juror · cannot cannot
04 Aug 2026 1 juror · undecided undecided
30 Jul 2026 2 jurors · undecided, can undecided
25 Jul 2026 1 juror · undecided undecided
14 Jul 2026 1 juror · cannot cannot
08 Jul 2026 1 juror · cannot cannot
03 Jul 2026 3 jurors · undecided, cannot, can undecided
27 Jun 2026 2 jurors · cannot, undecided undecided
22 Jun 2026 1 juror · cannot cannot
17 Jun 2026 2 jurors · cannot, can undecided
11 Jun 2026 3 jurors · undecided, cannot, undecided undecided
06 Jun 2026 3 jurors · undecided, can, undecided undecided
31 May 2026 3 jurors · cannot, undecided, undecided undecided
26 May 2026 3 jurors · cannot, undecided, undecided undecided
21 May 2026 3 jurors · cannot, undecided, undecided undecided
15 May 2026 4 jurors · cannot, undecided, undecided, undecided undecided

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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