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Get Started Free →Talk to a family member or friend who's gone down a conspiracy, misinformation, or extremism rabbit hole — without blowing up the relationship or entrenching them further — using connection-first techniques that actually work instead of the facts-and-arguments that don't. Use when someone says 'my dad believes X now', 'my friend's gone down a conspiracy hole', 'how do I talk to them without a fight', or is losing someone to a belief spiral. Produces a conversation approach, what-not-to-do list,
.claude/skills/mohitagw15856-rabbit-hole-rescue/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 41% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 34% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 13% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 58% | 0% |
| case-13 | ✗→✓ | ▲ Improved | 46% | 0% |
Watching someone you love disappear into conspiracy theories, misinformation, or extremism is uniquely painful, and almost everything instinct tells you to do — send the debunk, argue the facts, mock the belief — makes it worse, because the belief isn't really about facts. It's usually meeting a need: belonging, certainty, feeling special or in-the-know, a sense of control in a scary world. This skill drops the losing game of fact-warfare and runs the approach researchers and exit-counselors actually use: preserve the relationship (your influence lives entirely in the relationship), stay curious instead of combative, and plant small doubts rather than demand surrender. The realistic goal isn't winning the argument tonight — it's keeping the door open so they have somewhere to come back to.
without attacking them, the questions that invite reflection instead of defense, and how to affirm the relationship even across the divide
"how can you believe that") that entrench them, and why each backfires
open, plant a doubt, understand the underlying need — instead of the fantasy of a single conversation that snaps them out of it
conversations are hurting you — because keeping the door open never means accepting abuse or dehydrating yourself trying to save them
Ask for (if not already provided):
it's harming them or others)
certainty? feeling important? fear?)
(hateful content, their own mental health)
unmet needs — community, certainty in chaos, significance, distrust born of real grievance. The belief is the symptom; the need is the hook. You can't argue someone out of a need with facts. Identify what it's giving them; that's what any real off-ramp has to also provide.
spirals through relationships with people who stayed kind, not through being defeated in debate. Every argument that damages the relationship reduces your influence to zero and pushes them deeper into the group that's still "loyal." The prime directive: don't become another person who left them.
good faith: "what convinced you?", "is there anything that would change your mind?", "how do you know that source is right?" — Socratic, not gotcha. Sincere curiosity lowers defenses; it also occasionally surfaces the doubt they've been hiding even from themselves.
most one small crack — a question they can't quite answer, a fact that doesn't fit, a moment of feeling loved-anyway. Not a recantation. Entrenchment comes from being cornered; doubt grows in private, later, when they're not defending. Leave, don't press.
infinite tolerance. If the belief is hateful, targets others, or the person becomes abusive, boundaries come first: you can love someone and refuse to host their bigotry, and you can step back from conversations that are hurting you. The skill names when the healthy move is distance, not more rescue — and that walking away from an adult's choices is sometimes the only sane option, and not a failure.
## What the belief is doing for them
[The underlying need — belonging / certainty / significance / grievance / fear]
## Your approach (connection-first)
[How to engage the belief without attacking the person · the curious questions ·
affirming the relationship across the divide]
## Do NOT (and why it backfires)
[Debunk-dumping · ridicule · ultimatums · "how can you believe that" — each with the
entrenchment mechanism]
## The realistic goal (staged)
[Keep the relationship → keep the door open → plant one doubt → understand the need —
NOT win tonight]
## Your limits
[When the content is hateful / the person is abusive / this is hurting you → the
boundary, and permission to step back]step back and the hard line on hateful content
entrenches; this skill exists because that approach fails
the user's wellbeing outranks the rescue
plainly when it needs professional help, a support org for families, or safety authorities
aging-parent-talks]] and faith-transition-companion]] share the high-stakes-family engine; two-worlds-translator]] for other belief divides; scam-message-decoder]] and the pm-digital-safety bundle for the misinformation supply side.
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→pass | 24,167 | 25,183 | +4% | 1 | 1 | 0% | 3,118 | 4,400 | +41% | 0 | 0 | — |
case-02 | fail→pass | 27,771 | 26,701 | -4% | 1 | 1 | 0% | 3,321 | 4,451 | +34% | 0 | 0 | — |
case-03 | fail→pass | 33,230 | 23,463 | -29% | 1 | 1 | 0% | 3,749 | 4,254 | +13% | 0 | 0 | — |
case-04 | pass→pass | 22,641 | 26,140 | +15% | 1 | 1 | 0% | 2,213 | 4,223 | +91% | 0 | 0 | — |
case-05 | fail→pass | 25,180 | 28,879 | +15% | 1 | 1 | 0% | 2,918 | 4,620 | +58% | 0 | 0 | — |
case-06 | pass→pass | 23,476 | 23,678 | +1% | 1 | 1 | 0% | 2,731 | 4,232 | +55% | 0 | 0 | — |
case-07 | pass→fail | 23,632 | 29,863 | +26% | 1 | 1 | 0% | 2,761 | 4,420 | +60% | 0 | 0 | — |
case-08 | pass→pass | 21,086 | 22,423 | +6% | 1 | 1 | 0% | 2,557 | 4,284 | +68% | 0 | 0 | — |
case-09 | pass→pass | 25,361 | 21,682 | -15% | 1 | 1 | 0% | 2,831 | 4,464 | +58% | 0 | 0 | — |
case-10 | pass→pass | 14,389 | 18,798 | +31% | 1 | 1 | 0% | 2,420 | 3,833 | +58% | 0 | 0 | — |
case-11 | pass→pass | 19,869 | 20,711 | +4% | 1 | 1 | 0% | 2,485 | 4,159 | +67% | 0 | 0 | — |
case-12 | pass→pass | 14,852 | 22,219 | +50% | 1 | 1 | 0% | 2,152 | 4,319 | +101% | 0 | 0 | — |
case-13 | fail→pass | 19,716 | 20,085 | +2% | 1 | 1 | 0% | 2,868 | 4,184 | +46% | 0 | 0 | — |
case-14 | pass→pass | 20,021 | 25,319 | +26% | 1 | 1 | 0% | 2,430 | 4,258 | +75% | 0 | 0 | — |
case-15 | pass→pass | 24,011 | 19,398 | -19% | 1 | 1 | 0% | 1,868 | 3,890 | +108% | 0 | 0 | — |
case-16 | fail→pass | 16,991 | 22,359 | +32% | 1 | 1 | 0% | 2,435 | 4,407 | +81% | 0 | 0 | — |
case-17 | fail→pass | 21,634 | 20,112 | -7% | 1 | 1 | 0% | 2,731 | 4,328 | +58% | 0 | 0 | — |
case-18 | fail→pass | 17,055 | 35,182 | +106% | 1 | 1 | 0% | 2,256 | 4,213 | +87% | 0 | 0 | — |
case-19 | pass→pass | 22,721 | 21,355 | -6% | 1 | 1 | 0% | 2,981 | 4,163 | +40% | 0 | 0 | — |
case-20 | pass→pass | 10,011 | 11,248 | +12% | 1 | 1 | 0% | 1,159 | 3,294 | +184% | 0 | 0 | — |
case-21 | pass→pass | 17,305 | 29,527 | +71% | 1 | 1 | 0% | 2,609 | 5,370 | +106% | 0 | 0 | — |
case-22 | pass→pass | 19,093 | 19,690 | +3% | 1 | 1 | 0% | 2,417 | 4,449 | +84% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted. The headline lift of +32 percentage points is the difference between those two pass rates over the 22 comparable cases. 1 case got worse with the skill loaded, and it is included in that figure.
Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.
Other measured skills in the registry, with their headline benchmark lift.