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Arc Sentry blocks LLM prompt injections pre-generation
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REDDIT · REDDIT// 4h agoPRODUCT LAUNCH

Arc Sentry blocks LLM prompt injections pre-generation

Arc Sentry is a security guardrail for open-source LLMs that detects prompt injections by monitoring the model's internal residual stream. It blocks malicious inputs before generation begins, providing defense for architectures like Mistral, Qwen, and Llama.

// ANALYSIS

Arc Sentry represents a shift from reactive text-based filtering to proactive architectural monitoring for LLM security. By hooking into the residual stream, it catches adversarial steering that bypasses traditional guardrails.

  • Operates at the model's internal layer level, making it resistant to "noise" that confuses text-based classifiers.
  • Pre-generation blocking ensures harmful tokens are never even computed, let alone leaked.
  • Specifically optimized for Mistral, Qwen, and Llama architectures popular in local deployments.
  • Effective against "Crescendo" multi-turn attacks that typically fly under the radar of single-turn filters.
  • Strategic $199/mo pricing for production use, with a free audit offer to lower the barrier for developers.
// TAGS
arc-sentryllmsafetysecurityopen-sourcemistralllamaqwen

DISCOVERED

4h ago

2026-04-15

PUBLISHED

6h ago

2026-04-14

RELEVANCE

8/ 10

AUTHOR

Turbulent-Tap6723