Agent skill · research science · sundial-org
adversarial-prompting
Applies rigorous adversarial analysis to generate, critique, fix, and consolidate solutions for any problem (technical or non-technical). Use when facing complex problems requiring thorough analysis, multiple solution approaches, and validation of proposed fixes before implementation.
Why this skill is useful
Provides a structured methodology for rigorous analysis and validation of solutions that the AI wouldn't reliably generate on its own.
What it needs
About 3k tokens when loaded. Last updated 2026-03-07. 639 stars on the source repository.
What this skill does
Adversarial Prompting This skill applies a structured adversarial methodology to problem-solving by generating multiple solutions, rigorously critiquing each for weaknesses, developing fixes, validating those fixes, and consolidating into ranked recommendations. The approach forces deep analysis of failure modes, edge cases, and unintended consequences before committing to a solution. When to Use This Skill Use this skill when: Facing complex technical problems requiring thorough analysis (architecture decisions, debugging, performance optimization) Solving strategic or business problems with multiple viable approaches Needing to identify weaknesses in proposed solutions before implementation Requiring validated fixes that address root causes, not symptoms Working on high-stakes decisions where failure modes must be understood Seeking comprehensive analysis with detailed reasoning visible throughout Do not use this skill for: Simple, straightforward problems with obvious solutions Time-sensitive decisions requiring immediate action without analysis Problems where exploration and iteration are more valuable than upfront analysis How to Use This Skill Primary Workflow When invoked, apply the following 7-phase process to the user's problem: Phase 1: Solution Generation Generate 3-7 distinct solution approaches. For each solution: Explain the reasoning behind the approach Describe the core strategy Outline the key steps or components Phase 2: Adversarial Critique For each solution, rigorously identify critical weaknesses. Show thinking while examining: Edge cases and failure modes Security vulnerabilities or risks Performance bottlenecks Scalability limitations Hidden assumptions that could break Resource constraints (time, money, people) Unintended consequences Catastrophic failure scenarios Be creative and thorough in identifying what could go wrong. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills sundial-org/adversarial-prompting