Semantic & Ground-Truth Correlation
Links every high-level tool call from your agent directly to the resulting ground-truth system calls. Monitor both the semantic layer and the system layer in one place.
The unified ecosystem for AI agents
Deploy verifiable, secure, and capable AI agents.
Mantle bridges the gap between semantic decisions and system ground-truth. Monitor agent reasoning, context, and side-effects in a single trajectory without instrumenting your code.
A platform built for visibility and control
Zero-Instrumentation Operations
Run your agent exactly as you always do. Mantle observes from the system boundaries—capturing network interactions and system calls—requiring no modifications to your code.
State Reconstruction & Replay
Capture snapshots of system resources at tool call boundaries, allowing you perfectly reconstruct past executions to debug misbehavior and optimize tool usage.
Unified Sandboxing [Upcoming]
Switch agents effortlessly with a unified sandbox that dynamically enforces rich, task-based exclusion policies.
Open the Black Box
AI agents are powerful, but their runtime behavior shouldn't be opaque. Mantle is built to answer practical engineering and security questions so you can build with confidence.
- Correctness: Verify if the agent followed the optimal steps to achieve its goal.
- Safety: Ensure the agent only accessed necessary privileges and didn't trigger unexpected side-effects.
- Efficiency: Compare agents and models to measure token usage and system resource utilization.