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    <title>DEV Community: Zeenathul Surfa Sahthi</title>
    <description>The latest articles on DEV Community by Zeenathul Surfa Sahthi (@surfasahthi).</description>
    <link>https://dev.to/surfasahthi</link>
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      <title>DEV Community: Zeenathul Surfa Sahthi</title>
      <link>https://dev.to/surfasahthi</link>
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    <item>
      <title>SÉANCE-OS : Ghost in the Machine An Open-Source AI Paranormal Runtime, Haunted Terminal, &amp; Día de los Muertos Sanctuary</title>
      <dc:creator>Zeenathul Surfa Sahthi</dc:creator>
      <pubDate>Sat, 31 Oct 2026 02:07:13 +0000</pubDate>
      <link>https://dev.to/surfasahthi/seance-os-ghost-in-the-machine-an-open-source-ai-paranormal-runtime-haunted-terminal-dia-de-1gb9</link>
      <guid>https://dev.to/surfasahthi/seance-os-ghost-in-the-machine-an-open-source-ai-paranormal-runtime-haunted-terminal-dia-de-1gb9</guid>
      <description>&lt;p&gt;&lt;em&gt;This is a submission for the &lt;a href="https://dev.to/challenges/hacktoberfest-week4-2026-10-26"&gt;Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Demo
&lt;/h2&gt;

&lt;h2&gt;
  
  
  Code
&lt;/h2&gt;


&lt;div class="ltag-github-readme-tag"&gt;
  &lt;div class="readme-overview"&gt;
    &lt;h2&gt;
      &lt;img src="https://assets.dev.to/assets/github-logo-5a155e1f9a670af7944dd5e12375bc76ed542ea80224905ecaf878b9157cdefc.svg" alt="GitHub logo"&gt;
      &lt;a href="https://github.com/Surfa6968" rel="noopener noreferrer"&gt;
        Surfa6968
      &lt;/a&gt; / &lt;a href="https://github.com/Surfa6968/seance-os" rel="noopener noreferrer"&gt;
        seance-os
      &lt;/a&gt;
    &lt;/h2&gt;
    &lt;h3&gt;
      
    &lt;/h3&gt;
  &lt;/div&gt;
  &lt;div class="ltag-github-body"&gt;
    
&lt;div id="readme" class="md"&gt;&lt;div class="markdown-heading"&gt;
&lt;h1 class="heading-element"&gt;💀 SÉANCE-OS : Ghost in the Machine&lt;/h1&gt;
&lt;/div&gt;
&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;An atmospheric, offline, open-source AI paranormal runtime, haunted shell, and Día de los Muertos digital sanctuary.&lt;/strong&gt;&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;&lt;a href="https://github.com/Surfa6968/seance-os#open-source-ai-at-its-core" rel="noopener noreferrer"&gt;&lt;img src="https://camo.githubusercontent.com/a5fb214ac63e920863f9506a0b001a64700c21ae6c58dc31c4703896b986095d/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4149253230436f72652d4f6c6c616d612532302537432532304c6f63616c41492532302537432532304f66666c696e65253230537065637472616c2d3030666636362e737667" alt="Open-Source AI"&gt;&lt;/a&gt;
&lt;a href="https://github.com/Surfa6968/seance-os#the-theme" rel="noopener noreferrer"&gt;&lt;img src="https://camo.githubusercontent.com/6214975336182337b0d5456e37389025b0517d0994df46adc856191dc109e2bd/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f5468656d652d47686f7374253230696e2532307468652532304d616368696e652d6666373531382e737667" alt="Theme"&gt;&lt;/a&gt;
&lt;a href="https://github.com/Surfa6968/seance-os#chamber-ii-el-altar-de-las-%C3%A1nimas-d%C3%ADa-de-los-muertos" rel="noopener noreferrer"&gt;&lt;img src="https://camo.githubusercontent.com/06ecf81de957cd73632bff46bfef43ff38d688bbf3ed07bc80884f8a9fcd0f00/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f43756c747572616c2d442543332541446125323064652532306c6f732532304d756572746f732d6666623330302e737667" alt="Día de los Muertos"&gt;&lt;/a&gt;
&lt;a href="https://github.com/Surfa6968/seance-os/LICENSE" rel="noopener noreferrer"&gt;&lt;img src="https://camo.githubusercontent.com/08cef40a9105b6526ca22088bc514fbfdbc9aac1ddbf8d4e6c750e3a88a44dca/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c6963656e73652d4d49542d626c75652e737667" alt="License"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;div class="markdown-heading"&gt;
&lt;h2 class="heading-element"&gt;🌺 The Inspiration&lt;/h2&gt;
&lt;/div&gt;
&lt;p&gt;Between &lt;strong&gt;October 31 (Halloween)&lt;/strong&gt; and &lt;strong&gt;November 1–2 (Día de los Muertos)&lt;/strong&gt;, the stretch of the calendar thins the line between the past and present, between silicon and spirit.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;SÉANCE-OS&lt;/strong&gt; captures both sides of this veil:&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;The Spooky ("Ghost in the Machine")&lt;/strong&gt;: A haunted terminal where an autonomous Null Pointer Daemon whispers back eerie commentary on every command you run, a nocturnal sensor log weaver that transforms 3:00 AM smart-home IoT logs into spine-chilling ghost stories, and a procedural Web Audio EVP spirit box.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;The Sacred ("Día de los Muertos")&lt;/strong&gt;: In Mexican tradition, death is not an end—a person only dies when they are forgotten. SÉANCE-OS features &lt;em&gt;El Altar de las Ánimas&lt;/em&gt;, a candlelit, marigold-strewn digital ofrenda that composes traditional &lt;em&gt;calaveritas&lt;/em&gt;…&lt;/li&gt;
&lt;/ol&gt;&lt;/div&gt;
  &lt;/div&gt;
  &lt;div class="gh-btn-container"&gt;&lt;a class="gh-btn" href="https://github.com/Surfa6968/seance-os" rel="noopener noreferrer"&gt;View on GitHub&lt;/a&gt;&lt;/div&gt;
&lt;/div&gt;


&lt;h2&gt;
  
  
  How I Built It
&lt;/h2&gt;

&lt;h1&gt;
  
  
  💀 SÉANCE-OS : Ghost in the Machine
&lt;/h1&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;An atmospheric, offline, open-source AI paranormal runtime, haunted shell, and Día de los Muertos digital sanctuary.&lt;/strong&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimg.shields.io%2Fbadge%2FAI%2520Core-Ollama%2520%257C%2520LocalAI%2520%257C%2520Offline%2520Spectral-00ff66.svg" alt="Open-Source AI" width="250" height="20"&gt;&lt;br&gt;
&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimg.shields.io%2Fbadge%2FTheme-Ghost%2520in%2520the%2520Machine-ff7518.svg" alt="Theme" width="174" height="20"&gt;&lt;br&gt;
&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimg.shields.io%2Fbadge%2FCultural-D%25C3%25ADa%2520de%2520los%2520Muertos-ffb300.svg" alt="Día de los Muertos" width="166" height="20"&gt;&lt;br&gt;
&lt;a href="LICENSE"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimg.shields.io%2Fbadge%2FLicense-MIT-blue.svg" alt="License" width="82" height="20"&gt;&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  The Inspiration
&lt;/h2&gt;

&lt;p&gt;Between &lt;strong&gt;October 31 (Halloween)&lt;/strong&gt; and &lt;strong&gt;November 1–2 (Día de los Muertos)&lt;/strong&gt;, the stretch of the calendar thins the line between the past and present, between silicon and spirit. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;SÉANCE-OS&lt;/strong&gt; captures both sides of this veil:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;The Spooky ("Ghost in the Machine")&lt;/strong&gt;: A haunted terminal where an autonomous Null Pointer Daemon whispers back eerie commentary on every command you run, a nocturnal sensor log weaver that transforms 3:00 AM smart-home IoT logs into spine-chilling ghost stories, and a procedural Web Audio EVP spirit box.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;The Sacred ("Día de los Muertos")&lt;/strong&gt;: In Mexican tradition, death is not an end—a person only dies when they are forgotten. SÉANCE-OS features &lt;em&gt;El Altar de las Ánimas&lt;/em&gt;, a candlelit, marigold-strewn digital ofrenda that composes traditional &lt;em&gt;calaveritas literarias&lt;/em&gt; (lyrical poetic epitaphs in verse) and archives sacred family stories 100% locally on your machine—never sent to corporate clouds.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;The NecroLang Séance&lt;/strong&gt;: Commune across the veil of computing history with the departed souls of pioneers: &lt;strong&gt;Ada Lovelace&lt;/strong&gt;, &lt;strong&gt;Grace Hopper&lt;/strong&gt;, &lt;strong&gt;Dennis Ritchie&lt;/strong&gt;, &lt;strong&gt;John McCarthy&lt;/strong&gt;, and the nostalgic ghost of &lt;strong&gt;Macromedia/Adobe Flash (ActionScript)&lt;/strong&gt;.&lt;/li&gt;
&lt;/ol&gt;




&lt;h2&gt;
  
  
  The 5 Chambers
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Chamber I: The Haunted Terminal (&lt;code&gt;ghost-sh&lt;/code&gt;)
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Full CRT retro terminal emulator with scanlines, amber/green phosphors, and command history.&lt;/li&gt;
&lt;li&gt;Run real commands (&lt;code&gt;ls&lt;/code&gt;, &lt;code&gt;whoami&lt;/code&gt;, &lt;code&gt;ps&lt;/code&gt;, &lt;code&gt;cat&lt;/code&gt;, &lt;code&gt;git status&lt;/code&gt;).&lt;/li&gt;
&lt;li&gt;The &lt;strong&gt;Null Pointer Daemon&lt;/strong&gt; lurks beneath stdout, intercepting operations and delivering chilling commentary on memory leaks, doomed processes, and magnetic ghosts.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  2. Chamber II: El Altar de las Ánimas (Día de los Muertos)
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Multi-tiered glowing altar featuring animated candle flames (&lt;em&gt;veladoras&lt;/em&gt;), falling orange marigolds (&lt;em&gt;cempasúchil&lt;/em&gt;), and offerings (&lt;em&gt;pan de muerto&lt;/em&gt;, &lt;em&gt;copal&lt;/em&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Calaverita Literaria Bard&lt;/strong&gt;: Automatically composes authentic, rhyming 4-stanza Mexican memorial verses honoring ancestors or tech visionaries.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Local Vector Memory Store&lt;/strong&gt;: Offline TF-IDF and Cosine Similarity search over personal memories and family lore with 100% data sovereignty.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  3. Chamber III: The NecroLang Séance
&lt;/h3&gt;

&lt;p&gt;Commune directly with computing's departed minds:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Ada Lovelace (1815–1852)&lt;/strong&gt;: Victorian poetic science, Babbage's Analytical Engine, and Bernoulli numbers.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Grace Hopper (1906–1992)&lt;/strong&gt;: Mother of COBOL, debugging the first moth, and 11.8-inch nanosecond wires.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Dennis Ritchie (1941–2011)&lt;/strong&gt;: Pointers, Unix philosophy, Bell Labs simplicity, and &lt;code&gt;printf("Hello, world\n")&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;John McCarthy (1927–2011)&lt;/strong&gt;: The dawn of AI, garbage collection, and recursive LISP S-expressions &lt;code&gt;(car (cdr ...))&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;ActionScript Specter (1996–2020)&lt;/strong&gt;: Flash games, Newgrounds, preloaders, stick figures, and vector dreams.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  4. Chamber IV: NightWatch Nocturnal Sensor Weaver
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Ingests smart-home IoT logs (PIR motion detectors, sudden temperature plunges, acoustic decibels, unlatched deadbolts) or OS kernel zombie traces.&lt;/li&gt;
&lt;li&gt;Calculates a &lt;strong&gt;Spectral Resonance Index (0–100%)&lt;/strong&gt; and classifies the entity (Class IV Poltergeist, Inode Shade, Electronic Voice Phantasm).&lt;/li&gt;
&lt;li&gt;Crafts an atmospheric gothic cyber-horror story describing exactly what happened in your home while you were asleep.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  5. Chamber V: EVP Spirit Box &amp;amp; Spectral Oscilloscope
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Real-time procedural audio engine built on the &lt;strong&gt;Web Audio API&lt;/strong&gt; (zero audio file dependencies).&lt;/li&gt;
&lt;li&gt;Sweeps between 88.0 MHz and 108.0 MHz with resonant bandpass white noise.&lt;/li&gt;
&lt;li&gt;Generates 55 Hz / 110 Hz sub-bass carrier drones and spirit whisper pulses.&lt;/li&gt;
&lt;li&gt;Real-time canvas oscilloscope visualizing the spectral frequencies in phosphor green.&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Open-Source AI at its Core
&lt;/h2&gt;

&lt;p&gt;SÉANCE-OS is engineered around open AI models and frameworks:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Ollama Integration&lt;/strong&gt;: Connects seamlessly to locally running open-weight models (&lt;code&gt;llama3.2&lt;/code&gt;, &lt;code&gt;mistral&lt;/code&gt;, &lt;code&gt;gemma2&lt;/code&gt;, &lt;code&gt;qwen2.5&lt;/code&gt;, &lt;code&gt;phi3&lt;/code&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;OpenAI-Compatible Local Endpoints&lt;/strong&gt;: Works with &lt;strong&gt;LM Studio, LocalAI, vLLM, or text-generation-webui&lt;/strong&gt; (&lt;code&gt;http://127.0.0.1:1234/v1&lt;/code&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Built-in Offline Spectral Engine&lt;/strong&gt;: A zero-dependency autonomous semantic engine that guarantees the application runs anywhere—even on an airplane or an off-grid cabin in the woods—with instant zero-delay responses.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Local Scikit-Learn Vector Store&lt;/strong&gt;: TF-IDF and Cosine Similarity vector indexing running directly on disk (&lt;code&gt;data/memories/&lt;/code&gt;), preserving sacred family memories with zero cloud leakage.&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  Culture &amp;amp; Remembrance
&lt;/h2&gt;

&lt;blockquote&gt;
&lt;p&gt;"No hay olvido donde hay memoria." &lt;br&gt;
(There is no oblivion where there is memory.)&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;In Mexican culture, the Día de los Muertos ofrenda is a sacred bridge of marigold petals connecting the realm of the living with our ancestors. SÉANCE-OS honors this heritage with utmost reverence: family photos, cherished recipes, and private grief belong to the family alone. By anchoring this experience to open-source, on-device AI, we ensure that memories remain eternal, sacred, and private.&lt;/p&gt;

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