ChatGPT Limitations & Workarounds
Limitation explorer — encounter and work around ChatGPT’s common failure modes: hallucinated APIs, outdated code, token limits, and inconsistent outputs. Each scenario includes a diagnosis and proven workaround strategy.
Limitation Scenarios
Click each card to explore a common ChatGPT failure mode. Review the real example, work through the diagnosis checklist, and study the proven workaround strategies with ready-to-use prompt templates.
Key insight: Every AI tool has failure modes — the difference between a novice and an expert vibe coder is knowing how to recognise them quickly and having a ready playbook of workarounds. These limitations are not bugs to avoid but constraints to design around, much like understanding browser compatibility in web development.
Workaround Strategy Guide
Match each limitation to its best workaround strategy. Test your understanding of the failure modes and fixes covered above.