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    <title>DEV Community: li Alex</title>
    <description>The latest articles on DEV Community by li Alex (@li_alex_1ea2dbc2e3e338609).</description>
    <link>https://dev.to/li_alex_1ea2dbc2e3e338609</link>
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      <title>DEV Community: li Alex</title>
      <link>https://dev.to/li_alex_1ea2dbc2e3e338609</link>
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      <title>Jev is now open to everyone: what a "System One" model costs, and how to start with $5 in free credit</title>
      <dc:creator>li Alex</dc:creator>
      <pubDate>Tue, 22 Sep 2026 09:01:30 +0000</pubDate>
      <link>https://dev.to/li_alex_1ea2dbc2e3e338609/jev-is-now-open-to-everyone-what-a-system-one-model-costs-and-how-to-start-with-5-in-free-4jal</link>
      <guid>https://dev.to/li_alex_1ea2dbc2e3e338609/jev-is-now-open-to-everyone-what-a-system-one-model-costs-and-how-to-start-with-5-in-free-4jal</guid>
      <description>&lt;p&gt;Intro: Jev launched Sep 15 and drew a 140k waitlist in days. On Sep 20 TypeSafe removed the waitlist entirely — open registration with $5 in free credit (~120M tokens). This post covers what Jev actually is, what it costs, and the fastest way to start.&lt;/p&gt;

&lt;p&gt;Section 1 — What Jev is: Not a text generator. Returns typed decisions — Choice (up to 255 options), Score, Noul (yes/no probability) — each with calibrated confidence. 64K context, read-only. "Zero hallucination" = schema guarantee, not correctness guarantee — understand this distinction before building.&lt;/p&gt;

&lt;p&gt;Section 2 — The cost model: $0.042/MTok input, output free, ~$0.000081 per decision. $5 credit ≈ 120M tokens ≈ enough to prototype seriously. Worked example: 1,018 papers classified for $0.08. Comparison table vs LLM-based classification. Caveat: vendor says it can't prove the price isn't subsidized — treat it as today's price.&lt;/p&gt;

&lt;p&gt;Section 3 — Access paths (with the correction): Direct console (open now, $5 credit) / Vercel AI Gateway (typesafe-ai/jev) / Cloudflare Workers AI (typesafe/jev, 32K context). Note: launch-week posts claimed OpenRouter listed Jev — it doesn't. Verify against a provider's own model list.&lt;/p&gt;

&lt;p&gt;Section 4 — What to build first: three starter workflows — ticket triage, lead scoring, RAG filtering — each with the decision boundary explained (classification not prediction, atomic questions not compound ones).&lt;/p&gt;

&lt;p&gt;Section 5 — When NOT to use it: anything generative, prediction, compound reasoning. Hybrid architecture: LLM generates → Jev decides.&lt;/p&gt;

&lt;p&gt;Ending: "I maintain an independent tracker at &lt;a href="https://jev-ai.live/" rel="noopener noreferrer"&gt;JEV&lt;/a&gt;  snapshots, daily news, a cost calculator, and a ranked directory of the community projects built on Jev."&lt;/p&gt;

</description>
      <category>ai</category>
      <category>llm</category>
      <category>startup</category>
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    <item>
      <title>[Boost]</title>
      <dc:creator>li Alex</dc:creator>
      <pubDate>Tue, 22 Sep 2026 08:13:16 +0000</pubDate>
      <link>https://dev.to/li_alex_1ea2dbc2e3e338609/-1mb</link>
      <guid>https://dev.to/li_alex_1ea2dbc2e3e338609/-1mb</guid>
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  &lt;a href="https://dev.to/robertadam987_/your-ai-coding-agent-can-be-attacked-by-the-repository-it-opens-ie4" class="crayons-story__hidden-navigation-link"&gt;Your AI Coding Agent Can Be Attacked by the Repository It Opens&lt;/a&gt;


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