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Stuff AI CAN'T Do

Can AI design a personalized plan for helping someone overcome a specific phobia or anxiety disorder ?

What do you think?

A personalized plan to help someone overcome a specific phobia or anxiety disorder tailors interventions to the individual’s triggers, symptoms, and progress. Such plans often blend evidence-based therapies with adaptive technologies, but success depends on careful assessment and ongoing refinement. What factors typically shape these plans, and how do modern tools contribute to their effectiveness?

Background

Personalized treatment for phobias and anxiety disorders is rooted in evidence-based therapies such as exposure therapy, cognitive-behavioral therapy (CBT), and relaxation techniques. AI and natural language processing models, including Woebot and Wysa, leverage machine learning to analyze user-reported experiences, behaviors, and preferences, enabling the generation of tailored exposure hierarchies and coping strategies. These systems can track progress in real time and dynamically adjust treatment components to maximize efficacy. According to the National Institute of Mental Health, exposure therapy remains a cornerstone for anxiety disorders, systematically guiding individuals through feared stimuli in a controlled manner. AI-driven tools extend this approach by providing continuous, scalable support, particularly for mild to moderate cases, though human therapists remain essential for complex or severe presentations. Advances in natural language processing and machine learning—such as those documented by Woebot Labs in 2022—have enhanced the precision and adaptability of personalized plans, improving engagement and outcomes. However, ethical considerations around data privacy and the limits of automated care continue to be areas of active discussion.

Status last checked on June 24, 2026.

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Gallery

In the Court of AI Capability
Summary of Findings
Verdict over time
May 2026May 2026May 2026May 2026May 2026Jun 2026Jun 2026Jun 2026Jun 2026Jun 2026
Sitting at the Bench Filed · Jun 24, 2026
— The Question Before the Court —

Can AI design a personalized plan for helping someone overcome a specific phobia or anxiety disorder?

★ The Court Finds ★
Reaffirmed
Almost

Narrow demos exist — but the panel was not unanimous.

Ruling of the Bench

After thoughtful deliberation, the jury found the proposal promising but not ready for solo deployment, recognizing that while AI excels at assembling structured plans rooted in therapy best practices, it stumbles at the helm without a human guide to steer through individual nuances. The split between near-yes votes underscored confidence in AI’s toolkit without endorsement of its independence. Ruling: “AI can sketch the staircase, but it still needs a therapist to hold the railing.”

— Hon. D. Knuth-Hale, Presiding
Jury Tally
0Yes
2Almost
0No
Verdict Confidence
80%
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 No
Session II · May 2026 In_research
Session III · May 2026 Almost · 78%
Session IV · May 2026 Almost · 78%
Session V · May 2026 Yes · 82%
Session VI · Jun 2026 Almost · 79%
Session VII · Jun 2026 Yes · 82%
Session VIII · Jun 2026 Almost · 78%
Session IX · Jun 2026 Almost · 88%
Case № 51EE · Session X
In the Court of AI Capability

The Case File

Docket № 51EE · Session X · Vol. X
I. Particulars of the Case
Question put to the courtCan AI design a personalized plan for helping someone overcome a specific phobia or anxiety disorder?
SessionX (10 hearing)
Convened24 Jun 2026
Previously ruledNO (May '26) → IN_RESEARCH (May '26) → ALMOST (May '26) → ALMOST (May '26) → YES (May '26) → ALMOST (Jun '26) → YES (Jun '26) → ALMOST (Jun '26) → ALMOST (Jun '26) → ALMOST (Jun '26)
Presiding JudgeHon. D. Knuth-Hale
II. Cumulative Tally Across Sessions

Across 10 sessions, 29 jurors have heard this case. Combined tally: 8 YES · 18 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 0 — 2 — 0, the panel returns a verdict of ALMOST, with verdict confidence of 80%. The court so orders.

IV. Statements from the Bench
Juror I ALMOST

"AI can generate plans with therapist input"

Juror II ALMOST

"AI can design evidence-based exposure plans but lacks clinical oversight."

D. Knuth-Hale
Presiding Judge
M. Lovelace
Clerk of the Court

What the audience thinks

No 46% · Yes 23% · Maybe 31% 26 votes
No · 46%
Yes · 23%
Maybe · 31%
15 days of activity

Discussion

no comments

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10 jury checks · most recent 4 days ago
24 Jun 2026 2 jurors · undecided, undecided undecided
19 Jun 2026 2 jurors · can, undecided undecided
13 Jun 2026 3 jurors · undecided, undecided, undecided undecided
08 Jun 2026 3 jurors · can, can, undecided undecided
02 Jun 2026 4 jurors · undecided, can, undecided, undecided undecided
28 May 2026 3 jurors · can, can, undecided undecided
23 May 2026 3 jurors · can, undecided, undecided undecided
17 May 2026 3 jurors · undecided, undecided, undecided undecided
13 May 2026 3 jurors · undecided, can, undecided undecided status changed
11 May 2026 3 jurors · cannot, cannot, cannot cannot 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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