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    <title>DEV Community: Harry Xu</title>
    <description>The latest articles on DEV Community by Harry Xu (@harry_xu_74d04f7a971995d5).</description>
    <link>https://dev.to/harry_xu_74d04f7a971995d5</link>
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      <title>DEV Community: Harry Xu</title>
      <link>https://dev.to/harry_xu_74d04f7a971995d5</link>
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    <item>
      <title>binquery: scene-sequence and rushes intents (local shortlist, not Premiere)</title>
      <dc:creator>Harry Xu</dc:creator>
      <pubDate>Wed, 19 Aug 2026 05:15:46 +0000</pubDate>
      <link>https://dev.to/harry_xu_74d04f7a971995d5/binquery-scene-sequence-and-rushes-intents-local-shortlist-not-premiere-3cih</link>
      <guid>https://dev.to/harry_xu_74d04f7a971995d5/binquery-scene-sequence-and-rushes-intents-local-shortlist-not-premiere-3cih</guid>
      <description>&lt;p&gt;Two public editor asks map onto a local shortlist CLI. That is a mapping, not a claim we ran their bins.&lt;/p&gt;

&lt;p&gt;You have a pile of separately-cut scenes and you lose the original order when they hit a Premiere master. &lt;a href="https://www.reddit.com/r/VideoEditing/comments/1vppcap/how_can_i_paste_a_lot_of_scenes_in_the_master/" rel="noopener noreferrer"&gt;One r/VideoEditing thread&lt;/a&gt; is about pasting a lot of scenes into a master. binquery does not paste into Premiere, restore NLE markers, or read original sequence from the files. It takes &lt;strong&gt;one visual-intent sentence per scene&lt;/strong&gt; and returns 8–15 clips (&lt;code&gt;path&lt;/code&gt;, &lt;code&gt;score&lt;/code&gt;, &lt;code&gt;gate&lt;/code&gt;, &lt;code&gt;reasons&lt;/code&gt;). You keep the &lt;strong&gt;query order&lt;/strong&gt; as your sequence memory. People still watch.&lt;/p&gt;

&lt;p&gt;Trailer work often starts from rushes / dailies, not a locked master. &lt;a href="https://www.reddit.com/r/editors/comments/1vq6rbv/do_trailer_editors_typically_work_from_raw_rushes/" rel="noopener noreferrer"&gt;One r/editors thread&lt;/a&gt; asks whether trailer editors work from raw rushes. Index &lt;strong&gt;your own&lt;/strong&gt; folder, then one trailer-intent sentence → the same shortlist. It is not an auto-cut trailer.&lt;/p&gt;

&lt;p&gt;These are unmatched pictorial queries. Unknown sentences still run. You do not have to edit &lt;code&gt;src/intents.py&lt;/code&gt;. We have not run this against a real ~500-clip bin. CI only builds 3 lavfi clips and runs &lt;code&gt;index&lt;/code&gt; → &lt;code&gt;doctor&lt;/code&gt;. A real demo needs your own folder.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nb"&gt;export &lt;/span&gt;&lt;span class="nv"&gt;BINQUERY_INDEX&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;./my-box
./binquery index &lt;span class="nt"&gt;--input&lt;/span&gt; ./my-videos &lt;span class="nt"&gt;--index&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="nv"&gt;$BINQUERY_INDEX&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;
./binquery doctor &lt;span class="nt"&gt;--index&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="nv"&gt;$BINQUERY_INDEX&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;
&lt;span class="c"&gt;# scene-sequence: one sentence per scene, keep this order yourself&lt;/span&gt;
./binquery query &lt;span class="nt"&gt;--index&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="nv"&gt;$BINQUERY_INDEX&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt; &lt;span class="s2"&gt;"scene 2 empty hallway lock-off"&lt;/span&gt;
&lt;span class="c"&gt;# rushes / trailer intent: one sentence against your own rushes box&lt;/span&gt;
./binquery query &lt;span class="nt"&gt;--index&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="nv"&gt;$BINQUERY_INDEX&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt; &lt;span class="s2"&gt;"cold open wide empty night"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Skill install is instructions only. It does not install the Python package:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npx &lt;span class="nt"&gt;-y&lt;/span&gt; skills add jennifferweslowski-design/binquery
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Repo: &lt;a href="https://github.com/jennifferweslowski-design/binquery" rel="noopener noreferrer"&gt;https://github.com/jennifferweslowski-design/binquery&lt;/a&gt;&lt;/p&gt;

</description>
      <category>opensource</category>
      <category>python</category>
      <category>cli</category>
      <category>video</category>
    </item>
    <item>
      <title>binquery: a local CLI shortlist, now also an agent skill</title>
      <dc:creator>Harry Xu</dc:creator>
      <pubDate>Wed, 19 Aug 2026 04:53:30 +0000</pubDate>
      <link>https://dev.to/harry_xu_74d04f7a971995d5/binquery-a-local-cli-shortlist-now-also-an-agent-skill-2pl1</link>
      <guid>https://dev.to/harry_xu_74d04f7a971995d5/binquery-a-local-cli-shortlist-now-also-an-agent-skill-2pl1</guid>
      <description>&lt;p&gt;I cut from a local footage box. I wanted 8–15 candidates from one sentence, not a full-library skim and not an auto-edit.&lt;/p&gt;

&lt;p&gt;binquery is a local Python CLI. You index your own folder with ffmpeg + OpenCLIP. query encodes only the sentence and prints a shortlist: path, score, gate, reasons. Limit is 8–15. People still watch.&lt;/p&gt;

&lt;p&gt;It is not a browser. It is not on PyPI. Clone, then:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;python3 &lt;span class="nt"&gt;-m&lt;/span&gt; venv .venv
.venv/bin/pip &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-e&lt;/span&gt; &lt;span class="nb"&gt;.&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Needs ffmpeg / ffprobe on the machine.&lt;/p&gt;

&lt;p&gt;Agents can install the instructions as a skill (this does not install the Python package):&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npx &lt;span class="nt"&gt;-y&lt;/span&gt; skills add jennifferweslowski-design/binquery
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Or copy &lt;code&gt;skills/binquery/&lt;/code&gt; into &lt;code&gt;.agents/skills/binquery&lt;/code&gt; or &lt;code&gt;.claude/skills/binquery&lt;/code&gt;.&lt;/p&gt;

&lt;p&gt;Repo: &lt;a href="https://github.com/jennifferweslowski-design/binquery" rel="noopener noreferrer"&gt;https://github.com/jennifferweslowski-design/binquery&lt;/a&gt;&lt;/p&gt;

</description>
      <category>opensource</category>
      <category>python</category>
      <category>cli</category>
      <category>video</category>
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