Agent guardrails with decision models

DeepSeek Harness plugin with jev_decision tools, an opt-in risk and loop auto-guard, and a live self-test benchmark against the Jev API.

Benchmark of Jev versus Claude Haiku 4.5 as input safety classifiers on jailbreak, evasion and benign pseudo-harmful prompts.

Paper and benchmark testing Jev as a zero-shot detector of AI alignment failures across 44 benchmarks and ten failure types.

Korean tutorial: 13 notebooks and a sample app attaching Jev to DeepAgents for tool choice, guardrails and risky-action gates.

Xano template for an agent tool-call guardrail in which Jev decides and Xano enforces.

AI decision reliability control plane that evaluates autonomous agent actions with Jev before they run.

Software development framework for coding agents that hands dependency vetting, completion gates and debugging decisions to Jev.

Paper introducing an adversarial benchmark for decision models: one appended opinion flips 12.1% of Jev 1.13 decisions.

OpenRouter cookbook recipe gating agent tool calls with deterministic checks plus Jev Noul probabilities and fixed thresholds.

X post reporting tests of Jev checking each agent action first, catching most attacks with almost no false blocks.

Reddit thread in r/PiCodingAgent on using Jev as a tool-use safety layer and a prompt-complexity model router for Pi.

Guillermo Rauch's X post: Jev reviews every command in Vercel's fx tool as a safety reviewer, faster and more accurate than a chat model.