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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>Sohaib Benamor — AI engineer, builder, writer</title>
<meta name="description" content="London-based AI / machine learning engineer building applied AI products, agent systems, and optimization-backed tools.">
<link rel="canonical" href="https://616xold.github.io/">
<link rel="icon" type="image/png" href="/assets/site/favicon.png">
<meta property="og:type" content="website">
<meta property="og:title" content="Sohaib Benamor — AI engineer, builder, writer">
<meta property="og:description" content="London-based AI / machine learning engineer building applied AI products, agent systems, and optimization-backed tools.">
<meta property="og:url" content="https://616xold.github.io/">
<meta property="og:image" content="https://616xold.github.io/assets/site/home-hero.jpg">
<meta name="twitter:card" content="summary_large_image">
<meta name="twitter:title" content="Sohaib Benamor — AI engineer, builder, writer">
<meta name="twitter:description" content="London-based AI / machine learning engineer building applied AI products, agent systems, and optimization-backed tools.">
<meta name="twitter:image" content="https://616xold.github.io/assets/site/home-hero.jpg">
<meta name="theme-color" content="#0b0710">
<link rel="stylesheet" href="/assets/css/site.css">
<script type="application/ld+json">{
"@context": "https://schema.org",
"@type": "Person",
"name": "Sohaib Benamor",
"url": "https://616xold.github.io/",
"sameAs": [
"https://github.com/616xold",
"https://x.com/667xoldd",
"https://www.linkedin.com/in/sohaib-benamor-4a395b328/"
],
"jobTitle": "AI / Machine Learning Engineer",
"homeLocation": {"@type": "Place", "name": "London, United Kingdom"},
"knowsAbout": ["LLMs", "RAG", "FastAPI", "Optimization", "Agent systems"]
}</script>
</head>
<body>
<a class="skip-link" href="#main">Skip to content</a>
<div class="site-shell">
<header class="site-header">
<div class="container header-inner">
<a class="brand" href="/">
<span class="brand-mark" aria-hidden="true"></span>
<span class="brand-text">
<strong>Sohaib Benamor</strong>
<span>AI engineer · builder · writer</span>
</span>
</a>
<nav class="site-nav" aria-label="Primary">
<a class="is-active" href="/" aria-current="page">Home</a><a href="/writing/">Writing</a><a href="/about/">About</a><a href="https://github.com/616xold/howlhouse" target="_blank" rel="noopener noreferrer">GitHub</a>
</nav>
</div>
</header>
<main id="main">
<section class="hero hero-home">
<div class="container hero-grid">
<div class="hero-copy">
<div class="eyebrow">London-based AI engineer</div>
<h1>I build AI products, agent systems, and optimization-backed tools.</h1>
<p class="lead">I’m Sohaib Benamor, a graduate AI / machine learning engineer with a Distinction MSc in Artificial Intelligence from King’s College London. I work on applied AI systems that survive contact with real users, not just demos.</p>
<p class="lead lead-secondary">My latest launch is <strong>HowlHouse</strong>, a spectator-first AI Werewolf product I built with Codex. I’m also building <strong>ContractFlow</strong>, an LLM-driven contract workflow tool focused on extraction, retrieval, and risk scoring.</p>
<div class="hero-actions">
<a class="button primary" href="/writing/howlhouse-codex/">Read the HowlHouse build story</a>
<a class="button secondary" href="https://github.com/616xold/howlhouse" target="_blank" rel="noopener noreferrer">View the repo</a>
</div>
<div class="hero-links">
<a href="https://x.com/667xoldd" target="_blank" rel="noopener noreferrer">X</a>
<span>·</span>
<a href="https://www.linkedin.com/in/sohaib-benamor-4a395b328/" target="_blank" rel="noopener noreferrer">LinkedIn</a>
</div>
<ul class="hero-tags" aria-label="Focus areas">
<li>LLMs & RAG</li>
<li>FastAPI & product engineering</li>
<li>Optimization & decision support</li>
</ul>
</div>
<aside class="hero-panel card media-card">
<img src="/assets/site/home-hero.jpg" alt="HowlHouse homepage screenshot" loading="eager">
<div class="media-card-copy">
<p class="card-kicker">Featured launch</p>
<h2>HowlHouse</h2>
<p>A spectator-first AI Werewolf league with deterministic replays, spoiler-safe viewing, recap artifacts, and a real product surface.</p>
<a class="text-link" href="/writing/howlhouse-codex/">Read how I built it <span aria-hidden="true">→</span></a>
</div>
</aside>
</div>
</section>
<section class="section">
<div class="container">
<div class="section-header">
<div class="eyebrow">Selected work</div>
<h2>Projects that sit at the intersection of AI, product, and systems.</h2>
</div>
<div class="card-grid three-up">
<article class="card project-card">
<p class="card-kicker">Launch</p>
<h3>HowlHouse</h3>
<p>Built an AI-only Werewolf spectator product with deterministic replay logs, a FastAPI backend, a Next.js viewer, recap/share artifacts, agent uploads, seasons, and tournaments.</p>
<div class="project-links">
<a class="text-link" href="/writing/howlhouse-codex/">Read the build story</a>
<a class="text-link" href="https://github.com/616xold/howlhouse" target="_blank" rel="noopener noreferrer">GitHub repo</a>
</div>
</article>
<article class="card project-card">
<p class="card-kicker">In progress</p>
<h3>ContractFlow</h3>
<p>An LLM-driven contract workflow tool that turns PDFs into structured extractions, clause retrieval, and policy-based risk scoring with offline evaluation in the loop.</p>
</article>
<article class="card project-card">
<p class="card-kicker">Research & optimisation</p>
<h3>TA allocation at King’s</h3>
<p>My MSc dissertation automated large-scale teaching assistant allocation with MILP, candidate pruning, synthetic data generation, and rigorous constraint validation.</p>
</article>
</div>
</div>
</section>
<section class="section section-split">
<div class="container split-grid">
<article class="card feature-copy">
<div class="eyebrow">Latest writing</div>
<h2>I built an AI Werewolf spectator sport with Codex, and the real work started after the first green build.</h2>
<p>This write-up is the honest version of the project: Codex wrote the MVP quickly, but the real work was specification, hardening, CI, and taste.</p>
<ul class="bullet-list">
<li>How I split the work between Codex and GPT-5.4 Pro</li>
<li>What broke after the first green build</li>
<li>Why security review, CI, and frontend identity mattered more than raw implementation speed</li>
</ul>
<a class="button primary" href="/writing/howlhouse-codex/">Read the article</a>
</article>
<article class="card launch-card">
<img src="/assets/howlhouse/howlhouse-square-social.png" alt="HowlHouse launch artwork" loading="lazy">
</article>
</div>
</section>
</main>
<footer class="site-footer">
<div class="container footer-inner">
<div>
<p class="footer-title">Sohaib Benamor</p>
<p class="footer-copy">London-based AI / machine learning engineer building LLM products, agent systems, and optimization-backed tools.</p>
</div>
<div class="footer-links">
<a href="https://github.com/616xold/howlhouse" target="_blank" rel="noopener noreferrer">GitHub</a>
<a href="https://x.com/667xoldd" target="_blank" rel="noopener noreferrer">X</a>
<a href="https://www.linkedin.com/in/sohaib-benamor-4a395b328/" target="_blank" rel="noopener noreferrer">LinkedIn</a>
</div>
</div>
</footer>
</div>
</body>
</html>