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</html>
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<!doctype html>
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<html lang="en">
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<head>
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<meta charset="utf-8">
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<meta name="viewport" content="width=device-width, initial-scale=1">
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<meta name="description" content="RESMP.DEV builds evidence-first model systems for real hardware.">
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<meta name="color-scheme" content="dark light">
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<title>RESMP.DEV — Evidence-first model systems</title>
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<link rel="stylesheet" href="style.css">
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</head>
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<body>
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<div class="signal" aria-label="Research focus">
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<div class="signal-track">
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<span>CALIBRATED COMPRESSION</span><i></i>
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<span>REAL HARDWARE</span><i></i>
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<span>REPRODUCIBLE RECEIPTS</span><i></i>
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<span>AGENTIC SYSTEMS</span><i></i>
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<span>ACCESSIBLE COMPUTING</span>
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</div>
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</div>
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<main class="shell">
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<nav class="nav" aria-label="Organization navigation">
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<a class="brand" href="https://huggingface.co/RESMP-DEV" target="_top" aria-label="RESMP.DEV home">
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<span class="mark" aria-hidden="true">R/</span>
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<strong>RESMP.DEV</strong>
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</a>
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<div class="nav-links">
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<a href="https://huggingface.co/RESMP-DEV/models" target="_top">Models</a>
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<a href="https://huggingface.co/RESMP-DEV/datasets" target="_top">Datasets</a>
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<a href="benchmark.html">Benchmarks</a>
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<a href="https://github.com/RESMP-DEV" target="_blank" rel="noreferrer">Source</a>
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</div>
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<a class="nav-cta" href="https://huggingface.co/RESMP-DEV/models" target="_top">Explore releases</a>
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</nav>
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<section class="hero">
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<div class="intro">
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<p class="eyebrow"><span></span> INDEPENDENT APPLIED RESEARCH</p>
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<div class="nameboard" aria-label="RESMP.DEV identity board">
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<div class="nameboard-code">RESMP / DEV</div>
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<div class="nameboard-main">
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<span class="nameboard-kicker">RESEARCH SYSTEMS</span>
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<strong>MODEL<br>PROBING</strong>
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</div>
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<div class="nameboard-meta">
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<span>UNIT 01</span><span>REAL HW</span><span class="live">ACTIVE</span>
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</div>
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</div>
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<h1><em>Evidence-first</em><br>model systems.</h1>
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<p class="lede">Capable models made measurable, reproducible, and useful across heterogeneous hardware.</p>
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<div class="proof-grid" aria-label="Research areas">
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<div>
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<p class="label">PRECISION</p>
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<p>NVFP4, FP8, MXFP4/8,<br>GPTQ, mixed precision</p>
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</div>
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<div>
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<p class="label">SYSTEMS</p>
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<p>CUDA, Apple Silicon,<br>native inference paths</p>
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</div>
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<div>
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<p class="label">EVIDENCE</p>
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<p>Matched controls, hashes,<br>manifests, limitations</p>
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</div>
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</div>
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<div class="actions">
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<a class="button primary" href="https://huggingface.co/RESMP-DEV/models" target="_top">Browse models <span>↗</span></a>
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<a class="button secondary" href="https://huggingface.co/datasets/RESMP-DEV" target="_top">Inspect datasets</a>
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</div>
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</div>
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<aside class="releases" aria-label="Selected releases">
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<div class="rail-head">
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<span><i></i> SELECTED RELEASES</span>
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<a href="https://huggingface.co/RESMP-DEV/models" target="_top">VIEW ALL →</a>
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</div>
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<a class="release" href="https://huggingface.co/RESMP-DEV/Qwen3-Next-80B-A3B-Instruct-NVFP4" target="_top">
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<span class="release-num">01</span>
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<span class="release-copy"><b>Qwen3-Next 80B-A3B</b><small>INSTRUCT · NVFP4</small></span>
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<span class="arrow">↗</span>
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</a>
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<a class="release" href="https://huggingface.co/RESMP-DEV/GLM-4.7-Flash-Trellis-MM" target="_top">
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<span class="release-num">02</span>
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<span class="release-copy"><b>GLM-4.7 Flash</b><small>TRELLIS · MIXED PRECISION</small></span>
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<span class="arrow">↗</span>
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</a>
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<a class="release" href="https://huggingface.co/RESMP-DEV/jina-code-embeddings-1.5b-mxfp4-block-gptq" target="_top">
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<span class="release-num">03</span>
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<span class="release-copy"><b>Jina Code Embeddings 1.5B</b><small>CALIBRATED MXFP4 · MLX</small></span>
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<span class="arrow">↗</span>
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</a>
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<a class="release" href="https://huggingface.co/datasets/RESMP-DEV/Fable-GPT-5.5-Distillation-Traces" target="_top">
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<span class="release-num">04</span>
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<span class="release-copy"><b>Fable Distillation Traces</b><small>REASONING · CODE · SCIENCE</small></span>
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<span class="arrow">↗</span>
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</a>
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</aside>
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</section>
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<section class="benchmark-callout">
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<div>
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<p class="eyebrow"><span></span> BENCHMARK INSTRUMENT</p>
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<h2>One visual system.<br>Any evaluation matrix.</h2>
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</div>
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<p>Reusable, data-driven small multiples with fixed series order, direct labels, negative-score support, SVG export, and a print-clean mode.</p>
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<a class="button acid" href="benchmark.html">Open chart system →</a>
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</section>
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<section class="manifesto">
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<div class="manifesto-top">
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<p class="eyebrow light"><span></span> HOW WE PUBLISH</p>
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<p class="date">MEASURED / REPRODUCIBLE / HONEST</p>
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</div>
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<div class="manifesto-body">
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<h2>The artifact is only half the release.</h2>
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<p>We publish the boundary conditions too: pinned revisions, derivative licenses, matched controls, runtime constraints, held-out evaluations, machine-readable receipts, and negative results.</p>
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</div>
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</section>
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<section class="areas" aria-label="Areas of work">
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<article><span>01</span><h3>Inference engineering</h3><p>Architecture-aware compression and native runtimes for hardware people actually use.</p></article>
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<article><span>02</span><h3>Code intelligence</h3><p>Multilingual retrieval encoders, calibrated quantization, and local serving.</p></article>
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<article><span>03</span><h3>Agentic systems</h3><p>Reasoning traces, continuous distillation, mutation, and adversarial workloads.</p></article>
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<article><span>04</span><h3>Accessible computing</h3><p>Speech and language systems built around accessibility-centered tasks.</p></article>
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</section>
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<footer>
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<strong>RESMP.DEV</strong>
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<p>EXPERIMENTAL MEANS EXPERIMENTAL / READ THE MODEL CARD</p>
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<a href="https://huggingface.co/RESMP-DEV" target="_top">HUGGING FACE ↗</a>
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</footer>
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</main>
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</body>
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</html>
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