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    <title>localgpt.rs - md</title>
    <subtitle>Building LocalGPT in Rust, in public: engineering notes from LocalGPT, Gen, Verse, and MD.</subtitle>
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    <updated>2026-09-22T00:00:00+00:00</updated>
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    <entry xml:lang="en">
        <title>mistral.rs 0.8’s generate_structured hangs on GGUF, so I parse the JSON myself</title>
        <published>2026-09-22T00:00:00+00:00</published>
        <updated>2026-09-22T00:00:00+00:00</updated>
        
        <author>
          <name>
            Yi
          </name>
        </author>
        
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        <content type="html" xml:base="https://localgpt.rs/mistralrs-generate-structured-gguf/">&lt;p&gt;&lt;a rel=&quot;external&quot; href=&quot;https:&#x2F;&#x2F;verse.localgpt.app&#x2F;&quot;&gt;LocalGPT Verse&lt;&#x2F;a&gt; builds a 3D world for every song in your music folder. Signal analysis does most of the work: it measures the tempo, the sections, the energy curve, and a mood, and the mood picks the base world. On top of that there’s an optional LLM tier. A local 8B model reads what the analysis measured and writes one JSON object, a &lt;code&gt;WorldRecipe&lt;&#x2F;code&gt;, that restyles the world within that mood: biomes, landmarks, fog, particles, and what changes at the chorus. The model never hears the song and never sees the scene. Text goes in, JSON comes out.&lt;&#x2F;p&gt;
&lt;p&gt;Getting a JSON object out of a model sounds like a job for grammar-constrained decoding, and &lt;a rel=&quot;external&quot; href=&quot;https:&#x2F;&#x2F;github.com&#x2F;EricLBuehler&#x2F;mistral.rs&quot;&gt;mistral.rs&lt;&#x2F;a&gt; has it built in: derive &lt;code&gt;JsonSchema&lt;&#x2F;code&gt; on a type, call &lt;code&gt;generate_structured&lt;&#x2F;code&gt;, and the sampler can only produce tokens that fit the schema. On my setup it never produced anything.&lt;&#x2F;p&gt;
&lt;h2 id=&quot;the-setup&quot;&gt;The setup &lt;a class=&quot;anchor&quot; href=&quot;#the-setup&quot; aria-label=&quot;Link to this section&quot;&gt;#&lt;&#x2F;a&gt;
&lt;&#x2F;h2&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Model:&lt;&#x2F;strong&gt; Bonsai-8B, a Qwen3-architecture 8B chat model from prism-ml (Apache-2.0), as a Q4_K_M GGUF of about 5 GB&lt;&#x2F;li&gt;
&lt;li&gt;&lt;strong&gt;Runtime:&lt;&#x2F;strong&gt; mistral.rs 0.8, built with Verse’s &lt;code&gt;llm-metal&lt;&#x2F;code&gt; feature so the model runs on the GPU&lt;&#x2F;li&gt;
&lt;li&gt;&lt;strong&gt;Machine:&lt;&#x2F;strong&gt; an M2 Max with 32 GB, with the Bevy renderer running at the same time&lt;&#x2F;li&gt;
&lt;&#x2F;ul&gt;
&lt;h2 id=&quot;what-i-saw&quot;&gt;What I saw &lt;a class=&quot;anchor&quot; href=&quot;#what-i-saw&quot; aria-label=&quot;Link to this section&quot;&gt;#&lt;&#x2F;a&gt;
&lt;&#x2F;h2&gt;
&lt;p&gt;The full recipe schema never completed. Neither did a two-field schema. With the model loaded, plain chat ran at about 25 tokens per second. &lt;code&gt;generate_structured&lt;&#x2F;code&gt; on the same loaded model produced roughly zero tokens in three minutes. No error, no output.&lt;&#x2F;p&gt;
&lt;h2 id=&quot;a-probe-test-that-documents-the-bug&quot;&gt;A probe test that documents the bug &lt;a class=&quot;anchor&quot; href=&quot;#a-probe-test-that-documents-the-bug&quot; aria-label=&quot;Link to this section&quot;&gt;#&lt;&#x2F;a&gt;
&lt;&#x2F;h2&gt;
&lt;p&gt;To make sure the hang was in the grammar path, and not in model loading or the GPU setup, I wrote a test that runs three phases against the real model:&lt;&#x2F;p&gt;
&lt;ol&gt;
&lt;li&gt;Plain chat with no grammar, to check the model and the device.&lt;&#x2F;li&gt;
&lt;li&gt;&lt;code&gt;generate_structured&lt;&#x2F;code&gt; with a two-field schema, capped at 60 seconds. This is the bug.&lt;&#x2F;li&gt;
&lt;li&gt;The real recipe path that ships instead.&lt;&#x2F;li&gt;
&lt;&#x2F;ol&gt;
&lt;p&gt;Phase 2 treats failure as the expected result:&lt;&#x2F;p&gt;
&lt;pre class=&quot;giallo&quot; style=&quot;color-scheme: light dark; color: light-dark(#24292E, #E1E4E8); background-color: light-dark(#FFFFFF, #24292E);&quot;&gt;&lt;code data-lang=&quot;rust&quot;&gt;&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;#&lt;&#x2F;span&gt;&lt;span&gt;[&lt;&#x2F;span&gt;&lt;span&gt;derive&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span&gt;serde&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;::&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;Deserialize&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span&gt; schemars&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;::&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;JsonSchema&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;]&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;struct&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt; Tiny&lt;&#x2F;span&gt;&lt;span&gt; {&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;    name&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt; String&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;    warmth&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt; f32&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;}&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;let&lt;&#x2F;span&gt;&lt;span&gt; tiny&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt; Result&lt;&#x2F;span&gt;&lt;span&gt;&amp;lt;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;Tiny&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt; String&lt;&#x2F;span&gt;&lt;span&gt;&amp;gt;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; =&lt;&#x2F;span&gt;&lt;span&gt; rt&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;block_on&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;async&lt;&#x2F;span&gt;&lt;span&gt; {&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;    match&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt; tokio&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;::&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;time&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;::&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;timeout&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;        std&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;::&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;time&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;::&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;Duration&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;::&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;from_secs&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;60&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;        recipe_model&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;            .&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;model_mut&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;            .&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;generate_structured&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;TextMessages&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;::&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;new&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;add_message&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;                TextMessageRole&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;::&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;User&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;                &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;Describe a desert at dusk as JSON with a `name` (string) and \&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;             `warmth` (number 0..1).&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;            )&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;    )&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;    .&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;await&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;    {&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;        Ok&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span&gt;result&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; =&amp;gt;&lt;&#x2F;span&gt;&lt;span&gt; result&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;map_err&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;|&lt;&#x2F;span&gt;&lt;span&gt;e&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;|&lt;&#x2F;span&gt;&lt;span&gt; e&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;to_string&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;        Err&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span&gt;_&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; =&amp;gt;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt; Err&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;timed out after 60s&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;into&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;    }&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;}&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;&lt;&#x2F;code&gt;&lt;&#x2F;pre&gt;
&lt;p&gt;If a future mistral.rs fixes the hang, the test prints &lt;code&gt;a mistral.rs bump fixed the grammar hang!&lt;&#x2F;code&gt; instead of the timeout. It loads a 5 GB model, so it’s marked &lt;code&gt;#[ignore]&lt;&#x2F;code&gt; and only runs when asked. I rerun it on every mistral.rs upgrade:&lt;&#x2F;p&gt;
&lt;pre class=&quot;giallo&quot; style=&quot;color-scheme: light dark; color: light-dark(#24292E, #E1E4E8); background-color: light-dark(#FFFFFF, #24292E);&quot;&gt;&lt;code data-lang=&quot;shellscript&quot;&gt;&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;cargo&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt; test&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; -&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;-features&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt; llm-metal&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; -&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;-&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; -&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;-ignored&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; -&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;-nocapture&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt; llm_generation_probe&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;&lt;&#x2F;code&gt;&lt;&#x2F;pre&gt;&lt;h2 id=&quot;what-ships-instead&quot;&gt;What ships instead &lt;a class=&quot;anchor&quot; href=&quot;#what-ships-instead&quot; aria-label=&quot;Link to this section&quot;&gt;#&lt;&#x2F;a&gt;
&lt;&#x2F;h2&gt;
&lt;h3 id=&quot;1-ask-for-json-in-plain-words&quot;&gt;1. Ask for JSON in plain words &lt;a class=&quot;anchor&quot; href=&quot;#1-ask-for-json-in-plain-words&quot; aria-label=&quot;Link to this section&quot;&gt;#&lt;&#x2F;a&gt;
&lt;&#x2F;h3&gt;
&lt;p&gt;The system prompt lists every field with its type, allowed values, and range, and asks for a single object. An excerpt:&lt;&#x2F;p&gt;
&lt;pre class=&quot;giallo&quot; style=&quot;color-scheme: light dark; color: light-dark(#24292E, #E1E4E8); background-color: light-dark(#FFFFFF, #24292E);&quot;&gt;&lt;code data-lang=&quot;plain&quot;&gt;&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;You design immersive 3D worlds for a music visualizer. Given a song&amp;#39;s&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;analysis, reply with ONE JSON object (no prose, no code fences)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;describing how to dress the world, with exactly these fields: …&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;biomes (array of {mood: 0-3, layout: &amp;quot;spiral&amp;quot;|&amp;quot;grid&amp;quot;|&amp;quot;rings&amp;quot;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;density: 0..1, tint: [r,g,b]}), … motion_speed (0.25..2.5),&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;density (0.3..2.0). Modulate WITHIN the given mood …&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;&lt;&#x2F;code&gt;&lt;&#x2F;pre&gt;
&lt;p&gt;The user message carries only what the analysis measured:&lt;&#x2F;p&gt;
&lt;pre class=&quot;giallo&quot; style=&quot;color-scheme: light dark; color: light-dark(#24292E, #E1E4E8); background-color: light-dark(#FFFFFF, #24292E);&quot;&gt;&lt;code data-lang=&quot;plain&quot;&gt;&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;Mood: {mood_name} (the primary biome&amp;#39;s mood index must be {idx}).&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;Tempo: {bpm} BPM. Mean energy: {energy_band} ({mean_energy:.2}). Sections: {sections}.&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;Reply with only the JSON object.&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;&lt;&#x2F;code&gt;&lt;&#x2F;pre&gt;&lt;h3 id=&quot;2-take-the-first-balanced-object&quot;&gt;2. Take the first balanced object &lt;a class=&quot;anchor&quot; href=&quot;#2-take-the-first-balanced-object&quot; aria-label=&quot;Link to this section&quot;&gt;#&lt;&#x2F;a&gt;
&lt;&#x2F;h3&gt;
&lt;p&gt;The parser doesn’t rely on the “no code fences” instruction. It finds the first &lt;code&gt;{&lt;&#x2F;code&gt;, tracks nesting depth, ignores braces inside strings (escaped quotes included), and returns the first complete object. If the reply stops partway through an object, it returns &lt;code&gt;None&lt;&#x2F;code&gt; rather than a partial one. This is the whole parser:&lt;&#x2F;p&gt;
&lt;pre class=&quot;giallo&quot; style=&quot;color-scheme: light dark; color: light-dark(#24292E, #E1E4E8); background-color: light-dark(#FFFFFF, #24292E);&quot;&gt;&lt;code data-lang=&quot;rust&quot;&gt;&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6A737D, #6A737D);&quot;&gt;&#x2F;&#x2F;&#x2F;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6A737D, #6A737D);&quot;&gt; Pull the first balanced JSON object out of an LLM reply — tolerating code&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6A737D, #6A737D);&quot;&gt;&#x2F;&#x2F;&#x2F;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6A737D, #6A737D);&quot;&gt; fences and surrounding prose. Returns the object text (without fences) or&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6A737D, #6A737D);&quot;&gt;&#x2F;&#x2F;&#x2F;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6A737D, #6A737D);&quot;&gt; `None` when no complete `{...}` is present (e.g. the reply was truncated&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6A737D, #6A737D);&quot;&gt;&#x2F;&#x2F;&#x2F;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6A737D, #6A737D);&quot;&gt; mid-object; the caller keeps the rule recipe).&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;fn&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt; extract_json_object&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span&gt;text&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; &amp;amp;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;str&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; -&amp;gt;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt; Option&lt;&#x2F;span&gt;&lt;span&gt;&amp;lt;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;String&lt;&#x2F;span&gt;&lt;span&gt;&amp;gt;&lt;&#x2F;span&gt;&lt;span&gt; {&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;    let&lt;&#x2F;span&gt;&lt;span&gt; start&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; =&lt;&#x2F;span&gt;&lt;span&gt; text&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;find&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;{&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;?&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;    let&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; mut&lt;&#x2F;span&gt;&lt;span&gt; depth&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; =&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 0&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;usize&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;    let&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; mut&lt;&#x2F;span&gt;&lt;span&gt; in_string&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; =&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; false&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;    let&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; mut&lt;&#x2F;span&gt;&lt;span&gt; escaped&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; =&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; false&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;    for&lt;&#x2F;span&gt;&lt;span&gt; (&lt;&#x2F;span&gt;&lt;span&gt;i&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span&gt; c&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; in&lt;&#x2F;span&gt;&lt;span&gt; text&lt;&#x2F;span&gt;&lt;span&gt;[&lt;&#x2F;span&gt;&lt;span&gt;start&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;..&lt;&#x2F;span&gt;&lt;span&gt;]&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;char_indices&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt; {&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;        if&lt;&#x2F;span&gt;&lt;span&gt; in_string&lt;&#x2F;span&gt;&lt;span&gt; {&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;            if&lt;&#x2F;span&gt;&lt;span&gt; escaped&lt;&#x2F;span&gt;&lt;span&gt; {&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;                escaped&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; =&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; false&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;            }&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; else&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; if&lt;&#x2F;span&gt;&lt;span&gt; c&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; ==&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt; &amp;#39;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span&gt; {&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;                escaped&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; =&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; true&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;            }&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; else&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; if&lt;&#x2F;span&gt;&lt;span&gt; c&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; ==&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt; &amp;#39;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span&gt; {&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;                in_string&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; =&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; false&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;            }&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;            continue&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;        }&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;        match&lt;&#x2F;span&gt;&lt;span&gt; c&lt;&#x2F;span&gt;&lt;span&gt; {&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;            &amp;#39;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; =&amp;gt;&lt;&#x2F;span&gt;&lt;span&gt; in_string&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; =&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; true&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;            &amp;#39;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;{&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; =&amp;gt;&lt;&#x2F;span&gt;&lt;span&gt; depth&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; +=&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 1&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;            &amp;#39;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;}&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; =&amp;gt;&lt;&#x2F;span&gt;&lt;span&gt; {&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;                depth&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; -=&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 1&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;                if&lt;&#x2F;span&gt;&lt;span&gt; depth&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; ==&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 0&lt;&#x2F;span&gt;&lt;span&gt; {&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;                    return&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt; Some&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span&gt;text&lt;&#x2F;span&gt;&lt;span&gt;[&lt;&#x2F;span&gt;&lt;span&gt;start&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;..&lt;&#x2F;span&gt;&lt;span&gt;start&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; +&lt;&#x2F;span&gt;&lt;span&gt; i&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; +&lt;&#x2F;span&gt;&lt;span&gt; c&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;len_utf8&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;]&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;to_string&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;                }&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;            }&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;            _&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; =&amp;gt;&lt;&#x2F;span&gt;&lt;span&gt; {&lt;&#x2F;span&gt;&lt;span&gt;}&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;        }&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;    }&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;    None&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6A737D, #6A737D);&quot;&gt; &#x2F;&#x2F;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6A737D, #6A737D);&quot;&gt; unbalanced (truncated) — no usable object&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;}&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;&lt;&#x2F;code&gt;&lt;&#x2F;pre&gt;
&lt;p&gt;The tests cover code fences with prose around them, a &lt;code&gt;}&lt;&#x2F;code&gt; inside a string, a truncated reply, and a model that keeps talking after the object:&lt;&#x2F;p&gt;
&lt;pre class=&quot;giallo&quot; style=&quot;color-scheme: light dark; color: light-dark(#24292E, #E1E4E8); background-color: light-dark(#FFFFFF, #24292E);&quot;&gt;&lt;code data-lang=&quot;rust&quot;&gt;&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;#&lt;&#x2F;span&gt;&lt;span&gt;[&lt;&#x2F;span&gt;&lt;span&gt;test&lt;&#x2F;span&gt;&lt;span&gt;]&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;fn&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt; extract_json_handles_fences_and_prose&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt; {&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;    assert_eq!&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;        extract_json_object&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;Sure! ```json&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;n&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;{&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;a&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;: 1}&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;n&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;``` hope that helps&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;        Some&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;{&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;a&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;: 1}&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;to_string&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;    )&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;    assert_eq!&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;        extract_json_object&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;{&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;outer&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;: {&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;inner&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;: &lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;}&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;}, &lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;tail&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;: 2}&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;        Some&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;{&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;outer&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;: {&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;inner&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;: &lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;}&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;}, &lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;tail&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;: 2}&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;to_string&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;    )&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;    assert_eq!&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;extract_json_object&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;no object here&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt; None&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6A737D, #6A737D);&quot;&gt;    &#x2F;&#x2F;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6A737D, #6A737D);&quot;&gt; Truncated mid-object (a blown token budget) → None, not a partial.&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;    assert_eq!&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;extract_json_object&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;{&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;a&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;: {&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;b&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;: 1&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt; None&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6A737D, #6A737D);&quot;&gt;    &#x2F;&#x2F;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6A737D, #6A737D);&quot;&gt; First object wins when the model rambles after answering.&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;    assert_eq!&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;        extract_json_object&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;{&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;a&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;: 1} and then I said {&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;b&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;: 2}&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;        Some&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;{&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;a&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;\&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;: 1}&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;to_string&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;    )&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;}&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;&lt;&#x2F;code&gt;&lt;&#x2F;pre&gt;&lt;h3 id=&quot;3-keep-safety-out-of-the-decoder&quot;&gt;3. Keep safety out of the decoder &lt;a class=&quot;anchor&quot; href=&quot;#3-keep-safety-out-of-the-decoder&quot; aria-label=&quot;Link to this section&quot;&gt;#&lt;&#x2F;a&gt;
&lt;&#x2F;h3&gt;
&lt;p&gt;A grammar would only have guaranteed the shape of the reply. What keeps the app safe works the same no matter how the JSON is produced:&lt;&#x2F;p&gt;
&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;Every recipe struct is &lt;code&gt;#[serde(default)]&lt;&#x2F;code&gt;, so a reply with missing fields still deserializes and the gaps get defaults.&lt;&#x2F;p&gt;
&lt;&#x2F;li&gt;
&lt;li&gt;
&lt;p&gt;&lt;code&gt;WorldRecipe::clamped()&lt;&#x2F;code&gt; runs on every parsed recipe and bounds every number before anything reaches the renderer:&lt;&#x2F;p&gt;
&lt;pre class=&quot;giallo&quot; style=&quot;color-scheme: light dark; color: light-dark(#24292E, #E1E4E8); background-color: light-dark(#FFFFFF, #24292E);&quot;&gt;&lt;code data-lang=&quot;rust&quot;&gt;&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;pub&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; fn&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt; clamped&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;mut&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; self&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; -&amp;gt;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; Self&lt;&#x2F;span&gt;&lt;span&gt; {&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;    self&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span&gt;motion_speed &lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;=&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; self&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span&gt;motion_speed&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;clamp&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;0&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;25&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 2&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;5&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;    self&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span&gt;density &lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;=&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; self&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span&gt;density&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;clamp&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;0&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;3&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 2&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;0&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;    for&lt;&#x2F;span&gt;&lt;span&gt; b&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; in&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; &amp;amp;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;mut&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; self&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span&gt;biomes &lt;&#x2F;span&gt;&lt;span&gt;{&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;        b&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span&gt;mood &lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;%=&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 4&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;        b&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span&gt;density &lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;=&lt;&#x2F;span&gt;&lt;span&gt; b&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span&gt;density&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;clamp&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;0&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;0&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 1&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;0&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;        for&lt;&#x2F;span&gt;&lt;span&gt; c&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; in&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; &amp;amp;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;mut&lt;&#x2F;span&gt;&lt;span&gt; b&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span&gt;tint &lt;&#x2F;span&gt;&lt;span&gt;{&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;            *&lt;&#x2F;span&gt;&lt;span&gt;c&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt; =&lt;&#x2F;span&gt;&lt;span&gt; (&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;*&lt;&#x2F;span&gt;&lt;span&gt;c&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#D73A49, #F97583);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6F42C1, #B392F0);&quot;&gt;clamp&lt;&#x2F;span&gt;&lt;span&gt;(&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;0&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;0&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 1&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;.&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;0&lt;&#x2F;span&gt;&lt;span&gt;)&lt;&#x2F;span&gt;&lt;span&gt;;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;        }&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;    }&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#6A737D, #6A737D);&quot;&gt;    &#x2F;&#x2F;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#6A737D, #6A737D);&quot;&gt; …the same for landmarks, atmosphere, choreography, and particles&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;    self&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;}&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;&lt;&#x2F;code&gt;&lt;&#x2F;pre&gt;&lt;&#x2F;li&gt;
&lt;li&gt;
&lt;p&gt;Each generation has a 180-second timeout, well above the 20 to 80 seconds a recipe actually takes, for when the machine slows down from thermal throttling or swapping.&lt;&#x2F;p&gt;
&lt;&#x2F;li&gt;
&lt;li&gt;
&lt;p&gt;A timeout, an error, or a reply with no usable object all return &lt;code&gt;None&lt;&#x2F;code&gt;, and the world keeps the recipe that the rules derived from the analysis.&lt;&#x2F;p&gt;
&lt;&#x2F;li&gt;
&lt;&#x2F;ul&gt;
&lt;p&gt;So with no model, or a misbehaving one, you get the same world as a build without the LLM feature.&lt;&#x2F;p&gt;
&lt;h2 id=&quot;results&quot;&gt;Results &lt;a class=&quot;anchor&quot; href=&quot;#results&quot; aria-label=&quot;Link to this section&quot;&gt;#&lt;&#x2F;a&gt;
&lt;&#x2F;h2&gt;
&lt;p&gt;A full recipe takes 20 to 80 seconds per track. It’s cached in a per-track sidecar file keyed by a BLAKE3 hash of the track, so each song is only generated once. In the first live run, all four imported tracks got a recipe. Here’s one the model wrote, trimmed:&lt;&#x2F;p&gt;
&lt;pre class=&quot;giallo&quot; style=&quot;color-scheme: light dark; color: light-dark(#24292E, #E1E4E8); background-color: light-dark(#FFFFFF, #24292E);&quot;&gt;&lt;code data-lang=&quot;json&quot;&gt;&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;{&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;  &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;world_name&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;Tide Gardens&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;  &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;biomes&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span&gt; [&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;    {&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;mood&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 2&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;layout&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;spiral&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;density&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 0.7&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;tint&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span&gt; [&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;1&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 1&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 1&lt;&#x2F;span&gt;&lt;span&gt;]&lt;&#x2F;span&gt;&lt;span&gt; }&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;  ]&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;  &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;landmarks&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span&gt; [&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;    {&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;kind&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;spire&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;at&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;center&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;scale&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 1.5&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;emissive&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 0.7&lt;&#x2F;span&gt;&lt;span&gt; }&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;  ]&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;  &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;atmosphere&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span&gt; {&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;fog_density&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 0.4&lt;&#x2F;span&gt;&lt;span&gt; }&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;  &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;section_choreography&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span&gt; [&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;    {&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;at_role&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;chorus&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;energy_shift&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 0.3&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;motion&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;active&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt; }&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;  ]&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;  &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;particles&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span&gt; {&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;kind&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;spark&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#032F62, #9ECBFF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;rate&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 0.6&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;drift&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 1.2&lt;&#x2F;span&gt;&lt;span&gt; }&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;  &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;motion_speed&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 1.5&lt;&#x2F;span&gt;&lt;span&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;  &amp;quot;&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;density&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span&gt;:&lt;&#x2F;span&gt;&lt;span style=&quot;color: light-dark(#005CC5, #79B8FF);&quot;&gt; 0.8&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;}&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;&lt;&#x2F;code&gt;&lt;&#x2F;pre&gt;
&lt;p&gt;The weak spot is &lt;code&gt;world_name&lt;&#x2F;code&gt;: the model repeated the mood’s name, Tide Gardens, instead of inventing one. That was a prompt problem, not a parsing problem. The prompt now asks for a name of the model’s own and gives an example: for Tide Gardens, “Kelp Cathedral at Blue Hour”.&lt;&#x2F;p&gt;
&lt;h2 id=&quot;localgpt-md-reuses-it&quot;&gt;LocalGPT MD reuses it &lt;a class=&quot;anchor&quot; href=&quot;#localgpt-md-reuses-it&quot; aria-label=&quot;Link to this section&quot;&gt;#&lt;&#x2F;a&gt;
&lt;&#x2F;h2&gt;
&lt;p&gt;&lt;a rel=&quot;external&quot; href=&quot;https:&#x2F;&#x2F;md.localgpt.app&#x2F;&quot;&gt;LocalGPT MD&lt;&#x2F;a&gt; turns a Markdown file into a walkable world, and it runs the same model to restyle each section from its prose. It ported the whole approach from Verse: plain instructed JSON, the same balanced-object parser (in &lt;code&gt;RegionRecipe::from_llm_text&lt;&#x2F;code&gt;), serde defaults, clamping, and a fallback to the rule-based draft when anything goes wrong.&lt;&#x2F;p&gt;
&lt;h2 id=&quot;two-more-findings-from-the-same-run&quot;&gt;Two more findings from the same run &lt;a class=&quot;anchor&quot; href=&quot;#two-more-findings-from-the-same-run&quot; aria-label=&quot;Link to this section&quot;&gt;#&lt;&#x2F;a&gt;
&lt;&#x2F;h2&gt;
&lt;ul&gt;
&lt;li&gt;The 1-bit Q1_0 quant doesn’t parse in mistral.rs 0.8, so Verse’s fetch script downloads the Q4_K_M instead.&lt;&#x2F;li&gt;
&lt;li&gt;The 5 GB Q4_K_M didn’t fit mistral.rs’s CPU device map next to the renderer, which left about 7.6 GB free. Running it on the GPU fixed that: with unified memory the model fits comfortably, and generation got about an order of magnitude faster.&lt;&#x2F;li&gt;
&lt;&#x2F;ul&gt;
&lt;p&gt;If you know why the grammar path stalls on GGUF, or a newer mistral.rs has fixed it, I’d like to hear about it: &lt;a rel=&quot;external&quot; href=&quot;https:&#x2F;&#x2F;github.com&#x2F;localgpt-app&#x2F;localgpt-verse&#x2F;issues&quot;&gt;open an issue on Verse&lt;&#x2F;a&gt;.&lt;&#x2F;p&gt;
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