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AGENTS.md Multi-Agent Rules Hub Directory

Pragmatic Rapid Prototyping AGENTS.md Generator | Free & Offline

Production-grade architectural rulebook for Pragmatic Rapid Prototyping. Engineered to eliminate LLM hallucinations, enforce strict deterministic conventions, and prevent architectural drift across Cursor IDE, Claude Code CLI, and autonomous multi-agent pipelines.

Target Path
AGENTS.md
Execution Scope
Multi-Agent Root Invariants
Specification Format
Agent Standard (.md)
AI Tool Support
Antigravity, Codex & Windsurf
02 / DRIFT ANALYSIS & VALUE PROPOSITION

Failure Patterns Prevented for Pragmatic Rapid Prototyping

Without This Rule (Default LLM Behavior)Vulnerable

When building fast prototypes or MVP products, over-engineering and premature abstraction slow you down. This rule keeps the AI focused on immediate working software.

Hallucination Symptoms
  • Invokes deprecated or removed APIs from older model training weights
  • Generates conflicting configuration files and invalid imports
  • Silently drops type-safety, boundaries, or transaction isolation
With This Rule (Guaranteed Invariants)Deterministic
Prioritize working software over complex design patterns or deep inheritance hierarchies.
Keep code flat, readable, and direct.
Minimize ceremony: avoid multi-file indirection for simple features.
Deliver fast working solutions that can be easily validated or deleted.
04 / REPOSITORY PLACEMENT & INSTALLATION

Where to Save This Rule in Your Repository

Export the rules from the interactive editor above or download the full ZIP bundle. Ensure the file is placed at the exact path below relative to your project root so the AI engine automatically loads it:

AGENTS.md
05 / ROUTE DIRECTORY & CROSS-TOOLING
Alternative AI Formats for Pragmatic Rapid PrototypingCross-Tooling
/ai-skill-studio/cursor-rules/cursor-rules-proCursor Rules Pro
→
/ai-skill-studio/cursor-rules/tdd-specialistTDD Specialist Cursor Rules
→
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Supabase & PostgreSQL
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Drizzle ORM
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Format Pillar HubComprehensive Manual

AGENTS.md Multi-Agent System Protocol Directory

Inspect the complete specification manual, glob patterns, directory rules, and all available presets in our central directory.

/agents-md Directory
06 / FREQUENTLY ASKED QUESTIONS

Technical FAQ: Pragmatic Rapid Prototyping AI Rulebooks

What is vibe coding?

Vibe coding is a high-velocity development philosophy prioritizing rapid prototyping, immediate working solutions, and low ceremony.