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Silmaril

Security for agents that self-improves

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Silmaril is an AI firewall that wraps inference calls to block harmful outcomes before they occur. It evaluates the agent's complete trajectory against the user's task, covering indirect prompt injection, unauthorized tool use, toxic MCP and tool sequences, memory poisoning, cross-agent propagation, data exfiltration, supply-chain compromise, malware execution, and destructive actions.

The firewall uses a low-latency classifier that reads intent, application context, and execution state as a single signal, blocking risky user intent, tool calls, context, and accumulated state in real time. Autonomous agents probe the product through the UI to find vulnerabilities, and each discovered attack becomes synthetic training data that updates defenses. Integration is via a small SDK wrapper across major agent stacks, with language SDKs, agent plugins, frameworks, and AI gateways, plus managed or self-hosted controls and node-level blocking. It works with tools including Codex, Claude Code, GitHub Copilot, Cursor, Gemini CLI, Windsurf, Cline, OpenCode, OpenClaw, and Hermes.

Silmaril is aimed at teams running AI agents in production. The pages describe a briefing and a call booking as the way to get started, without stating a free plan, trial, or pricing structure.

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