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Proprietary telemetry reveals a 4.2x efficiency advantage in sandboxed agent runtimes over raw unconstrained models.
Deterministic Reasoning, Ephemeral Sandboxes & Enterprise Intelligence
Deterministic Reasoning, Ephemeral Sandboxes & Enterprise Intelligence
Deterministic Reasoning, Ephemeral Sandboxes & Enterprise Intelligence
Dr. Elena Rostova
MIT — Computer Science & Artificial Intelligence Lab (CSAIL)
October 24, 2026
Proprietary telemetry reveals a 4.2x efficiency advantage in sandboxed agent runtimes over raw unconstrained models.
Deterministic Reasoning, Ephemeral Sandboxes & Enterprise Intelligence
Deterministic Reasoning, Ephemeral Sandboxes & Enterprise Intelligence
Deterministic Reasoning, Ephemeral Sandboxes & Enterprise Intelligence
Dr. Elena Rostova
MIT — Computer Science & Artificial Intelligence Lab (CSAIL)
October 24, 2026
Why raw unconstrained LLMs fail in production and what replaces them.
Deterministic Reasoning, Ephemeral Sandboxes & Enterprise Intelligence
— Dr. Elena Rostova, 2026
Deterministic Reasoning, Ephemeral Sandboxes & Enterprise Intelligence
Deterministic Reasoning, Ephemeral Sandboxes & Enterprise Intelligence
Deterministic Reasoning, Ephemeral Sandboxes & Enterprise Intelligence
Dr. Elena Rostova, Marcus Vance · CSAIL / Stanford · Vol. 14, 2026
Why raw unconstrained LLMs fail in production and what replaces them.
Deterministic Reasoning, Ephemeral Sandboxes & Enterprise Intelligence
— Dr. Elena Rostova, 2026
Deterministic Reasoning, Ephemeral Sandboxes & Enterprise Intelligence
Deterministic Reasoning, Ephemeral Sandboxes & Enterprise Intelligence
Deterministic Reasoning, Ephemeral Sandboxes & Enterprise Intelligence
Dr. Elena Rostova, Marcus Vance · CSAIL / Stanford · Vol. 14, 2026
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