Google Research Harness² Meets JEV 1.14: Driving Vision Benchmark Gains Without Weight Updates
Google Research's Harness² framework integrates with JEV 1.14, driving consistent vision benchmark gains round after round with zero model weight updates.
#JEV
TAU-HOME.COM stories tagged JEV.
OpenRouter Launches Armor Beta: Agent Tool-Call Guardrails Powered by TypeSafe Jev
OpenRouter has launched OpenRouter Armor in beta, an agent guardrail system powered by TypeSafe AI's Jev 1.13 to block out-of-policy tool calls before execution
Laya: A 100% Open-Source Local Decision Model Alternative to Jev
An architectural deep-dive into Laya, an Apache 2.0 open-weight local decision model alternative to Jev featuring bidirectional encoder scoring and 35ms latency
Datawhale Jev Cookbook: System One Decision Primitives and Recipes in 11 Notebooks
A comprehensive guide to Datawhale's Jev cookbook, covering TypeSafe's three decision primitives (Choice, Score, Noul), 18 production recipes, zero-key offline
Designing Agent System 1 Decision Models: Avoiding 27B Footprint Bloat and 4 Essential Capabilities
Analyzing why 27B open-source decision models create hot-path cost inefficiencies in agent workflows, and exploring the four essential capabilities required for
jevgrep: Semantic Code Search CLI for Coding Agents Powered by Jev
jevgrep (jg) is an open-source CLI that uses TypeSafe AI's Jev decision model to locate repository code and extract verbatim snippets from natural-language desc
10 Practical Experiment Blueprints for the TypeSafe Jev API
A 10-project practical checklist to start experimenting with TypeSafe Jev's lightweight decision API—spanning accessibility-tree desktop automation, emulator co
Decision 2.0 Released: Open-Source Decision AI Family Spanning 0.6B to 27B Parameters
The vllm-sr team has officially open-sourced Decision 2.0, a suite of state-of-the-art decision-focused models ranging from 0.6B to 27B on Hugging Face, deliver
Laya Released: Open-Source Non-Autoregressive System 1 Decision Model with TypeSafe Jev Compatibility
Laya, an open-source alternative to TypeSafe Jev, delivers non-autoregressive System 1 decision-making without text token generation. Explore its drop-in POST /
Jevbox: An Open-Source Self-Organizing Document Drive Powered by Hierarchical Classification Without Vector DBs
Extend has released Jevbox, an open-source document drive that uses the TypeSafe Jev decision model to navigate folders, documents, and sections hierarchically
How to Build a Cost Tracking and Intelligent Model Routing Dashboard with Claude Code Mods
A 4-step guide to build 'run-ledger', combining Claude Code mods with TypeSafe Jev for subagent tracking, API cost estimation, and model routing.
Controllable LLM Agents with Jev: A 10-Step Blueprint for Cost and Drift Control
A 10-step architectural blueprint for placing Jev ahead of LLMs like Claude and Codex to cut token costs, route by confidence, and prevent agent drift.
Together AI Open-Sources tev1-4B-experimental: A $17 Jev-Style Classifier on Qwen3.5 4B
Together AI released tev1-4B-experimental, an open-source Jev-style classifier on Qwen3.5 4B fine-tuned for $17. Weights, data recipes, and serverless hosting a
Building a 24/7 Autonomous AI Trading Agent with Claude Opus 5.5 and Jev: Full Prompt and Architecture
A production guide to building a 24/7 autonomous crypto trading agent combining Claude Opus 5.5 for deep research with TypeSafe Jev for 81ms low-latency executi
Bev Released: Lightweight Bonsai Jev Decision Model Runs on CPU and GPU with Sub-8GB RAM
AI engineer Reza Sayar has released Bev (Bonsai Jev), an ultra-lightweight decision model leveraging PrismML ternary quantization to run on CPUs and GPUs with u
Xyne Releases XOR: An Open-Source Multimodal Decision Model Based on Qwen3.6
Xyne has released XOR on Hugging Face, an open-source multimodal decision model built on Qwen3.6 with a 260k context window for enterprise data sovereignty.
Safely Integrating TypeSafe Jev Router into Codex: A 7-Step Rollback-Ready Setup Guide
A practical step-by-step guide to configuring the TypeSafe Jev model router in OpenAI Codex for dynamic model tiering without overwriting global configs, featur
Astra-Ares: Open-Source Harness Dynamically Tuning GPT-6 Astra Reasoning in Codex
Explore Astra-Ares, an open-source harness using TypeSafe Jev to dynamically adjust GPT-6 Astra reasoning in Codex CLI, cutting costs by 50% without breaking pr
DiffusionGemma as Jev: Fast Structured Decisions via Direct Slot Probabilities
Run DiffusionGemma 26B-A4B as a Jev-compatible local decision API by reading slot probabilities directly on fixed canvases with patched vLLM instead of generati
vLLM Adds Single-Step Structured Decision Mode Powered by DiffusionGemma
vLLM now supports single-step structured decisions with DiffusionGemma, seeding fixed response templates to extract choices, scores, and confidence in a single
10-Step Blueprint for Building Coding Agent Harnesses with TypeSafe AI's Jev Emerges
A 12-page engineering blueprint for placing TypeSafe AI's System One model Jev into coding agent control loops has circulated online, detailing tool gating, con
Classify LLM Requests with OpenRouter and TypeSafe Jev to Cut Pipeline Costs
Use OpenRouter's Classifiers feature with TypeSafe AI's high-speed System One model Jev to automatically tag incoming LLM requests, analyze task mix in Explore,
OpenClaw Adds Dedicated Decision Model Support to Core and Plugins via TypeSafe Jev
OpenClaw has added official support for dedicated decision models across its core framework and plugin ecosystem, integrating TypeSafe AI's Jev models for fast,
Building an Autonomous Short-Form Video Agent with Jev and Astra 6
How to build an autonomous short-form agent using TypeSafe Jev for fast decision routing and Astra 6 for script generation, keeping context under 272k to minimi
Decision Index 0.1 Benchmark Unveiled: Over 30 Decision Models Evaluated Across 130,000 Questions
Apolinário Passos (@multimodalart) of Hugging Face has released Decision Index 0.1, a rigorous leaderboard evaluating Jev alongside 30+ open-weights decision mo
10 Practical Experiment Checklists to Put the TypeSafe Jev API to Work
From desktop accessibility tree control and high-frequency market making to knowledge graph traversal and coding agent completion judging (Canny): 10 practical
AI's 'Internet Moment': A Guide to Using Jev, a Decision Engine Up to 193x Faster and 444x Cheaper
In the era of Claude Fable 5.1 and GPT-6 Astra, Jev offers an agent architecture that separates intelligence from execution, boosting decision speed through a 1