OPEN_SOURCE ↗
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