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This paper investigates how format, instruction count, and context length affect instruction adherence and hallucination in LLMs through controlled experiments on a synthetic corpus, finding that instruction-following collapses beyond 80 rules regardless of format, and recall degrades sharply after 64-128k tokens with format-dependent effects. It releases the VeyraBench harness for reproduction.