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Counterfactual Prober

Agent skill
1 skill

Active disconfirmation. Given a synthesized brief, generate "if the conclusion were false, what should we observe in the world?" predictions and search for those signatures. Stronger than passive adversarial search ("X debunked"), which only finds what others have already written. Plugged into Spelunker Phase 5 between the existing adversarial search and backpropagation. Triggered in deep mode by default; optional in standard.

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

Supported by the Atlas install prompt. Skill-specific requirements vary.

Skill stats

Skills1CategoryGeneralStars0

About this skill

Active disconfirmation. Given a synthesized brief, generate "if the conclusion were false, what should we observe in the world?" predictions and search for those signatures. Stronger than passive adversarial search ("X debunked"), which only finds what others have already written. Plugged into Spelunker Phase 5 between the existing adversarial search and backpropagation. Triggered in deep mode by default; optional in standard.

Quick start

  1. Copy the install prompt. Use the green button above this README.
  2. Send it to your agent. Paste it into your coding agent’s chat and send.
  3. Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
Review the source before using this skill

This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.

Automated security scan: Partial

Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.

0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1

Content SHA-256: cb55843058bd2eadb4c276a1626921ba23f48497b6589d29a6370a7f65366409

About scan coverage and limitations

About this listing

Category
General
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Counterfactual Prober | Agent Skills Atlas