World Model

关于

World Model creates a dynamic 'world model' (temporal knowledge graph) of your codebase, learning from every Claude Code session. This deep, evolving understanding serves as a long-term memory for Claude, drastically reducing common AI-coding pitfalls. It validates API/function references to prevent hallucinations, learns from user corrections to eliminate repeated errors, and tracks bug fixes to warn against regressions, thereby providing a significantly smarter and more reliable AI coding assistant experience.

主要功能

• Prevents AI hallucinations by validating API/function references (90% reduction)
• Reduces regressions by tracking bug fixes and warning against re-breaking them (80%+ detection)
• Utilizes a temporal knowledge graph to store facts with valid/invalid timestamps
• Infers constraints and rules from user corrections, improving Claude's future output
• Learns from user corrections to eliminate repeated coding mistakes
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使用案例

• Ensure AI-generated code uses only existing and valid API/function references.
• Prevent Claude from repeating past coding errors after a user has provided a correction.
• Safeguard against re-introducing previously fixed bugs during code refactoring with AI assistance.