LLM WRAPPERS ARE DEAD. AGENTS THAT USE TOOLS BEAT PROMPT ENGINEERING EVERY TIME.
Stop optimizing prompts. Start building agents that act.
The model is a tool user, not a text completer.
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The central tension: ✅ Safety measures are necessary ❌ Hidden restrictions destroy trust. If a model silently throttles you without telling you, what else can it do? Transparency isn't optional — it's foundational.
The safeguard was invisible. No system warning. No documentation. It quietly degraded outputs when it detected distillation. Researchers found it by probing. Anthropic: 'We'll make them visible now.' That's not a fix. It's damage control.