"Model proposes, system executes": guardrails for agent tool calls

Experiments across 192 test runs show model-proposed tool calls still need execution-layer authorization, and the open-source CLIM Agent Guard blocked all 44 injection attempts targeting dangerous deletions.

2026-10-09 ~ 2026-10-09 · 3 related posts

• Policy gradient demystified: REINFORCE is just reward-weighted maximum likelihood — le_james94 · 2026-10-09
• Planning against a learned model seeks out exactly where the model errs flatteringly — le_james94 · 2026-10-09
• Three weeks, 19 lectures: a deep recap of Stanford AA203 from Euler equation to PPO — le_james94 · 2026-10-09