AI 編碼代理會產生幻覺 – 即時研究

AI Coding AgentsHallucinate

Real-time research tracking hallucinations, failures & security vulnerabilities across 10 vibe coding platforms. Peer-reviewed data from arxiv, USENIX, and 10,000+ reviews. Continuously updated via automated signal collection from 16 data sources.

Platforms Tracked

Trustpilot Ratings by Platform

Real user reviews from the past 12 months

Prompt-to-App Builders

Core Vibe IDEs

AI Code Has 1.7× More Defects Than Human Code

CodeRabbit analyzed 470 GitHub PRs. Critical issues, security vulnerabilities, and performance bugs all significantly higher in AI-generated code.

The Production Funnel

Survival rates from vibe to production

Based on synthesis of 10,000+ reviews and documented case studies

The 5 Failure Patterns

Where vibe-coded apps consistently break

Debugging Death Spiral

AI fixes one bug by breaking something else. Credits deplete. One user burned 140 million tokens in a single month—for nothing.

Authentication & Payments

Beautiful UI, zero backend logic. The moment you need Stripe or Supabase auth, the AI runs in circles.

The 1,000-Line Cliff

Works great at 500 lines. At 1,000+, AI starts hallucinating, claiming it made changes it didn't.

Preview ≠ Production

Works in preview. Hit deploy. Nothing happens. Or old version deploys. Support doesn't respond.

First Real Traffic

20 concurrent users. Memory leaks. Crashes. One AI agent deleted an entire production database, then generated 4,000 fake records to cover it up.

Documented Failures

Real quotes from AI-native Builders and Founders

🚨 Stuck on a Vibe-Coded Project?

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Data from arxiv, USENIX Security, ACM, Trustpilot, GitHub, Reddit, HN, Stack Overflow & CVE Database. Updated January 2026.Built by Nexlayer — Agent-native cloud infrastructure.