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Home/Agents
Agents

Jev as a Smart Router for Agent Harnesses

Sam Witteveen·September 29, 2026·high confidence

Why it matters

  • →Reduces inference costs by routing simple decisions through lightweight logic instead of full LLM calls.
  • →Improves agent determinism by making control flow explicit rather than relying on model reasoning for every step.
  • →Provides a practical pattern for implementing risk gating and dynamic tool selection in autonomous agents.
Jev as a Smart Router for Agent Harnesses
©Sam Witteveen

Sam Witteveen has published a tutorial demonstrating the integration of Jev into LLM agent harnesses to optimize decision-making loops. The guide details how Jev functions as a conditional router, handling tasks like model selection, risk gating, and tool prioritization more efficiently than standard full-model inference. Key demonstrations include skill progressive disclosure and RAG re-ranking using Jev's logic capabilities. This method aims to lower operational costs and improve response times by filtering requests before they reach expensive foundation models.

Read original

The story around this

TopicJev AI Model

Earlier coverage that leads up to this article, and what followed. Lines connect each piece to the closest one after it, converging here.

Scalable Enterprise AI Hinges on Agent Logic — Hugging Face Blog1IBM's CUGA Simplifies Building Agentic Apps — Hugging Face Blog2Scaling AI Agents with Redis Iris — Cole Medin3ThunderAgent Boosts Agentic Inference Efficiency — Together AI Blog4Together AI Enhances Model Inference Configuration — Together AI Blog5MiniCPM5-2B targets sub-agent roles with high efficiency — Sam Witteveen6Typesafe AI launches Jev for high-speed classification — Sam Witteveen7Jev: A Decision-Only AI Model for Agents — Cole Medin8Jev as a Smart Router for Agent HarnessesOpenAPPA tackles agent prompt injection — Fireship9OpenAI launches Decisions API for fast agent classification — TechCrunch AI10AWS releases open-source Strands Decider 2B — TechCrunch AI11Strands Launches Decider 2B Agent Model — Matt Wolfe12Jun 1You are hereOct 2

How we got here

  1. 1
    Scalable Enterprise AI Hinges on Agent Logic

    Hugging Face Blog · June 1, 2026 · Related

  2. 2
    IBM's CUGA Simplifies Building Agentic Apps

    Hugging Face Blog · June 23, 2026 · Related

  3. 3
    Scaling AI Agents with Redis Iris

    Cole Medin · July 9, 2026 · Related

  4. 4
    ThunderAgent Boosts Agentic Inference Efficiency

    Together AI Blog · July 29, 2026 · Related

  5. 5
    Together AI Enhances Model Inference Configuration

    Together AI Blog · July 29, 2026 · Related

  6. 6
    MiniCPM5-2B targets sub-agent roles with high efficiency

    Sam Witteveen · September 10, 2026 · Related

  7. 7
    Typesafe AI launches Jev for high-speed classification

    Sam Witteveen · September 18, 2026 · Related

  8. 8
    Jev: A Decision-Only AI Model for Agents

    Cole Medin · September 21, 2026 · Same story

What happened next

  1. 9
    OpenAPPA tackles agent prompt injection

    Fireship · September 30, 2026 · Background

  2. 10
    OpenAI launches Decisions API for fast agent classification

    TechCrunch AI · September 30, 2026 · Related

  3. 11
    AWS releases open-source Strands Decider 2B

    TechCrunch AI · October 1, 2026 · Related

  4. 12
    Strands Launches Decider 2B Agent Model

    Matt Wolfe · October 2, 2026 · Background

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Models & Labsmodels

Microsoft Integrates Local AI into Windows

Microsoft is fundamentally shifting its AI strategy to prioritize local inference on consumer hardware, effectively treating the cloud as a fallback rather than the default. By embedding llama.cpp directly into Windows ML and introducing aggressive quantization for models like DeepSeek V4 at 1.6 bits, they are making high-performance local AI accessible without complex setup. This move signals that hybrid intelligence is no longer just a concept but a core OS feature, forcing competitors to rethink how they balance cloud dependency with on-device capabilities.

Sam Witteveen·Oct 8, 2026

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