Auditing AI-Generated Code

Step through reviewer cognitive bias, synthetic code anti-patterns (inverted booleans, missing locks), AST tree-sitter linting, and property tests

export class AsyncBatchProcessor {
  // Flawless JSDoc: High performance flush queue
  public async pushAndFlush(item: Item) {
    this.buffer.push(item); // Missing lock!
    if (this.buffer.length >= 100) this.flushBatch(); // Floating promise!
  }
}

STEP 1 OF 6

The Illusion of Code Quality

AI-generated pull requests often look impeccably styled with clean formatting, type annotations, and JSDoc comments. However, this high superficial polish creates a cognitive halo effect that masks subtle structural defects.

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