Long Context Isn’t Free — I Built a Safe Prompt-Pruning Layer That Makes LLM Systems Work

The article argues that long prompts in LLMs degrade performance and increase costs due to redundant tokens. It introduces a deterministic prompt-pruning layer that reduces token usage while preserving dependencies, supported by benchmarks and production testing.