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    <title>AwesomeJev — Jev articles, guides, and research</title>
    <link>https://www.awesomejev.app/blog/</link>
    <description>Original, source-reviewed writing for developers building with TypeSafe AI's Jev model.</description>
    <language>en</language>
    <lastBuildDate>Sun, 20 Sep 2026 00:00:00 GMT</lastBuildDate>
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      <title>Jev as a Typed Decision Layer for Software</title>
      <link>https://www.awesomejev.app/blog/introducing-system-one-models-and-jev/</link>
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      <pubDate>Sun, 20 Sep 2026 00:00:00 GMT</pubDate>
      <category>Official sources</category>
      <description>Understand Jev as TypeSafe AI’s System One model: a typed decision layer that turns application state and bounded questions into probabilistic outputs.</description>
    </item>
    <item>
      <title>How Jev Requests Work: State, Questions, and Probabilities</title>
      <link>https://www.awesomejev.app/blog/typesafe-introduction/</link>
      <guid isPermaLink="true">https://www.awesomejev.app/blog/typesafe-introduction/</guid>
      <pubDate>Sun, 20 Sep 2026 00:00:00 GMT</pubDate>
      <category>Official sources</category>
      <description>Learn how a Jev request combines shared state, atomic typed questions, and probabilities, then see how application code turns those answers into decisions.</description>
    </item>
    <item>
      <title>How to Choose a Jev Model Version Without Lock-In</title>
      <link>https://www.awesomejev.app/blog/typesafe-models/</link>
      <guid isPermaLink="true">https://www.awesomejev.app/blog/typesafe-models/</guid>
      <pubDate>Sun, 20 Sep 2026 00:00:00 GMT</pubDate>
      <category>Official sources</category>
      <description>Compare Jev model aliases and pinned versions, context limits, pricing, rate limits, and upgrade controls without coupling your application to one release.</description>
    </item>
    <item>
      <title>Jev API Quickstart: Build Your First Decision Path</title>
      <link>https://www.awesomejev.app/blog/first-jev-call/</link>
      <guid isPermaLink="true">https://www.awesomejev.app/blog/first-jev-call/</guid>
      <pubDate>Sun, 20 Sep 2026 00:00:00 GMT</pubDate>
      <category>Getting started</category>
      <description>Build a first Jev API decision path, interpret a Noul probability, log the served model, and turn the initial call into a repeatable evaluation fixture.</description>
    </item>
    <item>
      <title>Jev Noul, Choice, and Score: Picking the Right Answer Shape</title>
      <link>https://www.awesomejev.app/blog/three-primitives/</link>
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      <pubDate>Sun, 20 Sep 2026 00:00:00 GMT</pubDate>
      <category>Getting started</category>
      <description>Learn when to use Jev’s Noul, Choice, or Score question type, how their probabilities differ, and why each primitive needs its own thresholds.</description>
    </item>
    <item>
      <title>How to Design State for Reliable Jev Decisions</title>
      <link>https://www.awesomejev.app/blog/designing-state/</link>
      <guid isPermaLink="true">https://www.awesomejev.app/blog/designing-state/</guid>
      <pubDate>Sun, 20 Sep 2026 00:00:00 GMT</pubDate>
      <category>Getting started</category>
      <description>Design minimal, structured, traceable state for Jev; pre-compute exact facts, reduce irrelevant context, and protect the decision boundary from untrusted input.</description>
    </item>
    <item>
      <title>Jev Failure Modes: Nine Ways Typed Decisions Can Fail</title>
      <link>https://www.awesomejev.app/blog/failure-modes/</link>
      <guid isPermaLink="true">https://www.awesomejev.app/blog/failure-modes/</guid>
      <pubDate>Sun, 20 Sep 2026 00:00:00 GMT</pubDate>
      <category>Reliability</category>
      <description>Review nine Jev failure modes, from literal wording and irrelevant context to adversarial input, and build deterministic controls before production.</description>
    </item>
    <item>
      <title>How to Benchmark Jev Without Fooling Yourself</title>
      <link>https://www.awesomejev.app/blog/cost-and-benchmarks/</link>
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      <pubDate>Sun, 20 Sep 2026 00:00:00 GMT</pubDate>
      <category>Reliability</category>
      <description>Evaluate Jev cost, latency, accuracy, calibration, fallbacks, and human review with a benchmark that compares complete decision outcomes.</description>
    </item>
    <item>
      <title>A Production Readiness Checklist for Jev</title>
      <link>https://www.awesomejev.app/blog/production-checklist/</link>
      <guid isPermaLink="true">https://www.awesomejev.app/blog/production-checklist/</guid>
      <pubDate>Sun, 20 Sep 2026 00:00:00 GMT</pubDate>
      <category>Reliability</category>
      <description>Use this Jev production checklist to define retries, version pinning, observability, calibration, fallbacks, and launch drills before release.</description>
    </item>
    <item>
      <title>Jev Accuracy: Why Typed Output Is Not Correct Output</title>
      <link>https://www.awesomejev.app/blog/frontier-models-launch-analysis/</link>
      <guid isPermaLink="true">https://www.awesomejev.app/blog/frontier-models-launch-analysis/</guid>
      <pubDate>Sun, 20 Sep 2026 00:00:00 GMT</pubDate>
      <category>Reliability</category>
      <description>Assess Jev accuracy claims by separating typed-output guarantees from semantic correctness, vendor benchmarks, calibration, and independent measurement.</description>
    </item>
    <item>
      <title>Jev Integration Patterns for Ordinary Application Code</title>
      <link>https://www.awesomejev.app/blog/jev-inside-ordinary-software/</link>
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      <pubDate>Sun, 20 Sep 2026 00:00:00 GMT</pubDate>
      <category>Perspectives</category>
      <description>See where Jev fits in ordinary application architecture: bounded questions, reversible branches, probability thresholds, and policy kept in code.</description>
    </item>
    <item>
      <title>What the Jev Doom Demo Shows About Fast Decision Loops</title>
      <link>https://www.awesomejev.app/blog/register-jev-doom/</link>
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      <pubDate>Sun, 20 Sep 2026 00:00:00 GMT</pubDate>
      <category>Perspectives</category>
      <description>Explore what the Jev Doom demo reveals about low-latency typed decisions, control loops, economics, and safeguards for real software workflows.</description>
    </item>
    <item>
      <title>Safer Jev Workflows: Tests, Limits, and Guardrails</title>
      <link>https://www.awesomejev.app/blog/elma-real-world-tests/</link>
      <guid isPermaLink="true">https://www.awesomejev.app/blog/elma-real-world-tests/</guid>
      <pubDate>Sun, 20 Sep 2026 00:00:00 GMT</pubDate>
      <category>Perspectives</category>
      <description>Build safer Jev workflows with honest answer spaces, deterministic evidence, adversarial tests, calibrated thresholds, and permission boundaries.</description>
    </item>
    <item>
      <title>What Is Jev AI? A Guide for Application Developers</title>
      <link>https://www.awesomejev.app/blog/vercel-what-is-jev/</link>
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      <pubDate>Sun, 20 Sep 2026 00:00:00 GMT</pubDate>
      <category>Perspectives</category>
      <description>Learn what Jev AI is, how TypeSafe’s System One model returns typed probabilistic decisions, and where it fits—or does not fit—in application code.</description>
    </item>
    <item>
      <title>How to Use Jev Through Vercel AI Gateway</title>
      <link>https://www.awesomejev.app/blog/vercel-ai-gateway/</link>
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      <pubDate>Sun, 20 Sep 2026 00:00:00 GMT</pubDate>
      <category>Ecosystem</category>
      <description>Integrate Jev through Vercel AI Gateway and AI SDK with versioned questions, calibrated branches, data controls, observability, and a provider-neutral adapter.</description>
    </item>
    <item>
      <title>How to Test Jev Routing with Vercel AI SDK</title>
      <link>https://www.awesomejev.app/blog/vercel-ai-sdk-tutorial/</link>
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      <pubDate>Sun, 20 Sep 2026 00:00:00 GMT</pubDate>
      <category>Ecosystem</category>
      <description>Build and test Jev routing with Vercel AI SDK using a release-risk adapter, typed questions, explicit fallbacks, mocked provider calls, and shadow evaluation.</description>
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