Adversarial Planner

SkillDocs & knowledge

Multi-pass adversarial planning and review skill that improves agent-generated plans through structured critique stages. Combines an initial planning agent (structure, logic, task sequencing) with an adversarial review agent (performance, security, maintainability) and a final Copilot extension validation pass. Use when creating implementation plans, designing architecture, planning roadmaps or milestones, or when the user says "plan this", "review my plan", "adversarial review", or "multi-pass plan".

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

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Adversarial Planner skill

What this skill tells your AI

The instructions your AI receives, as published by neverinfamous/memory-journal-mcp in skills/adversarial-planner/SKILL.md and read by ahel’s review.

A multi-pass planning and review system that produces high-quality plans by introducing structured adversarial critique stages. Plans pass through an iterative pipeline of drafting, review, refinement, and optional external validation — producing output optimized for correctness, performance, security, and maintainability.

When to Load

Load this skill when any of these apply:

  • Creating an implementation plan for a new feature or architectural change
  • Designing multi-file refactors or system migrations
  • Planning project roadmaps, milestones, or sprint scopes
  • The user asks for an adversarial or multi-pass review of a plan
  • The user says "plan this", "review my plan", "critique this plan", "multi-pass plan", "architect this", "design this system", or "how should I build"
  • You want to reduce confirmation bias in your own planning output

Adversarial Protocol

This skill follows the standard dual-agent adversarial pattern (Agent A: The Planner, Agent B: The Adversarial Reviewer). For the core pipeline rules, phase definitions, and agent switching protocols, read: ../adversarial-security/references/adversarial-base-protocol.md

For the planner-specific protocol with review dimensions, scoring weights, and output templates, read: references/multi-pass-protocol.md

External Validation (Phase 4)

Phase 4 triggers an independent validation pass using the GitHub CLI (gh copilot). The copilot subcommand is built into modern gh CLI — no separate extension is needed. This provides a fundamentally different model's perspective on the plan, reducing confirmation bias that persists even after adversarial self-review.

For Copilot-specific prompt templates and integration details, read references/copilot-integration.md.

Prerequisites: gh CLI v2.x+ with gh auth status passing. If gh copilot is not available, skip Phase 4 gracefully and note the skip in the journal entry.

Read references/copilot-usage.md for critical non-interactive execution requirements.

Feedback Loop & Documentation

Every phase creates a journal entry with structured tags and entry types. This builds a searchable audit trail that informs future planning sessions.

For journal templates, tag conventions, cross-session learning patterns, and retrospective templates, read references/feedback-loop.md.

Configuration

VariableDefaultDescription
MAX_PLAN_PASSES2Maximum refinement cycles (phases 2–3 repeat)
PLAN_REVIEW_DEPTHstandardReview depth: light, standard, or deep
COPILOT_VALIDATIONtrueEnable/disable the Copilot extension validation phase

Review Depth Profiles

  • Light: Focus on correctness and security only. Best for small, low-risk changes.
  • Standard: Full 5-dimension review. Default for most planning tasks.
  • Deep: Extended review with additional focus on long-term maintainability, API surface design, and migration safety. Use for architectural decisions.

Synergies

Skill/WorkflowRelationship
autonomous-devThe Generator/Evaluator pipeline in autonomous-dev applies at the code level; this skill applies the same adversarial pattern at the planning level
GitHub CLI (gh copilot)Built-in copilot subcommand used for Phase 4 external validation
github-commander/copilot-auditFull repo/PR audit; this skill uses Copilot for plan-specific review instead
skill-builderUse to refine this skill's instructions based on observed agent behavior

Signals

GitHub stars
20
Forks
5
Last commit
Jul 2026
Advanced
Catalog kind
skill
Gateway key
adversarial-planner
Source
github.com/neverinfamous/memory-journal-mcp