Agent action approval with decision models

spark-s1: local Jev-inspired decision models on Qwen3.5-4B for NVIDIA DGX Spark, trained on code- and solver-labelled decision rows.

Python toolkit that evaluates LLM, RAG and agent outputs and guards tool calls with typed decision-model questions.

Reproducible benchmark of Jev vs Claude Sonnet 5 on classifying agent tool calls as readonly, destructive, privileged or exfiltration.

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.

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

DeepSeek Harness preset where Jev answers an agent's open end-of-turn questions, steering it on only above confidence and safety thresholds.

LangChain blog guide on wiring Jev into an agent harness as a dangerous-action classifier and model router.

elvex blog on wiring Jev into an agent harness as a tool for search, approvals and context, citing 2,000 expense reports in 20 seconds.

Tenuo blog post pairing the typed-decision loop with scoped authority so confidence only authorises what scope already allows.

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

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.