analyze-intervention

SkillDev tools

Lets your agent analyze claude skill interventions on a causal graph and predict their effects while noting assumptions.

Available today. Use it from your connected AI after setup.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the analyze-intervention skill

About this skill

Apply an intervention/do-style graph modification and propagate predicted directional effects while recording assumptions.

What this skill tells your AI

The instructions your AI receives, as published by yogsoth-ai/de-anthropocentric-research-engine in skills/analyze-intervention/SKILL.md and read by ahel’s review.

Purpose

Analyze an intervention's target, mechanism, implementation conditions, and observed effects.

Input contract

required: [intervention, target_system, outcome_records]
optional: [implementation_records, comparator, mechanism_hypotheses]
constraints: [effect interpretation must retain implementation and comparison conditions]

Procedure

  1. Define intervention components, dose, timing, and target mechanism.
  2. Map implementation fidelity and deviations to observed conditions.
  3. Compare outcomes with the declared comparator and plausible alternatives.
  4. Summarize mechanism evidence, effect heterogeneity, and unresolved attribution.

If the intervention analysis yields a causal attribution that needs an explicit validity check, consider validate-causal-link as the next tactic.

Output contract

produces: [intervention_map, implementation_profile, outcome_comparison, mechanism_assessment, attribution_limits]
delta_fields: [findings, evidence_updates, uncertainties, decisions, open_questions]

Quality gates

  • Intervention components and implementation are separated.
  • Comparator and outcome conditions are explicit.

Failure and counterexamples

Do not attribute an effect to the intervention when co-interventions or implementation changes are untracked.

Provenance map

  • resolved: analyze-intervention

Signals

GitHub stars
501
Forks
41
Last commit
Sep 2026
Advanced
Catalog kind
skill
Key
analyze-intervention
Source
github.com/yogsoth-ai/de-anthropocentric-research-engine