How LLMs Actually Fail: Token-Level Failure Modes Behind Confident Output

LLMs don't fail randomly — they fail in predictable, structural ways rooted in how they generate text token by token. Understanding the token-level mechanics of hallucination, sycophancy, and instruction drift lets you design prompts and systems that route around these failure modes.