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    <title>DEV Community: Jay Naik</title>
    <description>The latest articles on DEV Community by Jay Naik (@jaynaik2526).</description>
    <link>https://dev.to/jaynaik2526</link>
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      <title>DEV Community: Jay Naik</title>
      <link>https://dev.to/jaynaik2526</link>
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      <title>I built a free, offline replacement for TORA that explains every simplex step</title>
      <dc:creator>Jay Naik</dc:creator>
      <pubDate>Wed, 04 Nov 2026 19:16:03 +0000</pubDate>
      <link>https://dev.to/jaynaik2526/i-built-a-free-offline-replacement-for-tora-that-explains-every-simplex-step-4j0n</link>
      <guid>https://dev.to/jaynaik2526/i-built-a-free-offline-replacement-for-tora-that-explains-every-simplex-step-4j0n</guid>
      <description>&lt;p&gt;For our Operations Research course at NMIMS Shirpur, my teammates and I wanted a tool that shows why each simplex step happens, not only the final answer. So I built &lt;strong&gt;OR/Studio&lt;/strong&gt;: a free, open-source Operations Research workbench that runs in the browser and works offline.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fhd3gsrpqbtcg9py9mne6.gif" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fhd3gsrpqbtcg9py9mne6.gif" alt="A real solve, stepped through" width="800" height="430"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  What it does
&lt;/h2&gt;

&lt;p&gt;There are 13 solver modules: simplex (including Big-M, two-phase and dual), integer programming, nonlinear programming, transportation, assignment, network models, project planning, queuing, inventory, game theory, Markov chains, simulation and job sequencing.&lt;/p&gt;

&lt;p&gt;Every tableau and ratio test comes with a plain-language reason and the rule that was applied. In &lt;strong&gt;tutor mode&lt;/strong&gt; you pick the entering variable and leaving row yourself and get told what went wrong if you're off. In &lt;strong&gt;diff mode&lt;/strong&gt; you type your own working and it finds the first step where you diverged.&lt;/p&gt;

&lt;h2&gt;
  
  
  Exact arithmetic
&lt;/h2&gt;

&lt;p&gt;Fractions are exact, so the numbers in a tableau match what you'd get by hand. Big-M and prohibited routes use a symbolic M, never a large number.&lt;/p&gt;

&lt;h2&gt;
  
  
  How I tested it
&lt;/h2&gt;

&lt;p&gt;The solvers are pure TypeScript with no UI dependency, and I tested them against independent checks, not against themselves:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Linear programs against vertex enumeration and strong-duality checks on random instances.&lt;/li&gt;
&lt;li&gt;Integer programs and assignment against brute force.&lt;/li&gt;
&lt;li&gt;Transportation, max flow and games re-formulated as LPs and compared.&lt;/li&gt;
&lt;li&gt;Shortest-path and spanning-tree algorithms that must agree with each other.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The repo has 452 tests. The hardest part wasn't the algorithms. It was the edge cases: unbounded problems, cycling, degenerate pivots and negative cycles.&lt;/p&gt;

&lt;h2&gt;
  
  
  What it doesn't do yet
&lt;/h2&gt;

&lt;p&gt;Separable programming isn't implemented, "Save as PDF" goes through the browser's print dialog, and the nonlinear module works in floating point. I've opened these as issues.&lt;/p&gt;

&lt;h2&gt;
  
  
  Try it
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Live: &lt;a href="https://or-studio.antideploy.app" rel="noopener noreferrer"&gt;https://or-studio.antideploy.app&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Code (MIT): &lt;a href="https://github.com/Jay-Naik2526/or-studio" rel="noopener noreferrer"&gt;https://github.com/Jay-Naik2526/or-studio&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;I'd like feedback from anyone taking or teaching an OR course, especially bugs and missing methods.&lt;/p&gt;

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      <category>webdev</category>
      <category>react</category>
      <category>education</category>
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