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<meta name="description" content="RESMP.DEV builds evidence-first model systems for real hardware.">
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<title>RESMP.DEV — Evidence-first model systems</title>
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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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<strong>RESMP.DEV</strong>
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<a href="https://huggingface.co/RESMP-DEV/models"
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<a href="https://huggingface.co/RESMP-DEV/datasets"
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<a href="benchmark.html">
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<a href="https://github.com/RESMP-DEV" target="_blank" rel="noreferrer">Source</a>
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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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<span class="nameboard-kicker">RESEARCH SYSTEMS</span>
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<strong>MODEL<br>PROBING</strong>
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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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<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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<p class="label">SYSTEMS</p>
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<p>CUDA, Apple Silicon,<br>native inference paths</p>
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<
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<a href="https://huggingface.co/RESMP-DEV/models" target="_top">VIEW ALL →</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 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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<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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<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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<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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<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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<title>RESMP.DEV — Evidence-first model systems</title>
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<body style="margin:0;background:#101012;color:#f1f0e9;font-family:Inter,-apple-system,BlinkMacSystemFont,'Segoe UI',sans-serif;">
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<div style="overflow:hidden;border-bottom:1px solid #35323a;padding:10px 18px;color:#aaa6b0;font-family:ui-monospace,SFMono-Regular,Menlo,monospace;font-size:9px;font-weight:700;letter-spacing:.1em;word-spacing:18px;">
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CALIBRATED COMPRESSION <span style="color:#b6f238;">■</span> REAL HARDWARE <span style="color:#b6f238;">■</span> REPRODUCIBLE RECEIPTS <span style="color:#b6f238;">■</span> AGENTIC SYSTEMS
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<div style="max-width:1200px;margin:0 auto;border-left:1px solid #35323a;border-right:1px solid #35323a;">
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<div style="display:flex;flex-wrap:wrap;align-items:center;gap:20px;min-height:66px;padding:0 26px;border-bottom:1px solid #35323a;">
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<a href="https://huggingface.co/RESMP-DEV" style="display:flex;align-items:center;gap:10px;color:#f1f0e9;text-decoration:none;font-size:14px;font-weight:800;">
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<span style="display:inline-block;padding:7px;background:#6f36d9;color:#b6f238;font-family:ui-monospace,monospace;font-size:10px;">R/</span> RESMP.DEV
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<div style="display:flex;flex-wrap:wrap;gap:18px;margin-left:auto;font-size:11px;">
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<a href="https://huggingface.co/RESMP-DEV/models" style="color:#d6d2da;text-decoration:none;">MODELS</a>
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<a href="https://huggingface.co/RESMP-DEV/datasets" style="color:#d6d2da;text-decoration:none;">DATASETS</a>
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<a href="https://resmp-dev-readme.static.hf.space/benchmark.html" style="color:#b6f238;text-decoration:none;">BENCHMARKS ↗</a>
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<div style="display:grid;grid-template-columns:repeat(auto-fit,minmax(320px,1fr));background:#f1f0e9;color:#101012;">
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<section style="padding:54px 38px;border-right:1px solid #d3d0d7;">
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<p style="margin:0 0 26px;color:#716d77;font-family:ui-monospace,monospace;font-size:9px;font-weight:700;letter-spacing:.12em;"><span style="color:#6f36d9;">■</span> INDEPENDENT APPLIED RESEARCH</p>
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<div style="max-width:500px;margin:0 8px 38px 0;border:1px solid #333038;border-left:8px solid #e2382f;background:#111013;color:#f4f2ec;box-shadow:8px 8px 0 #6f36d9;">
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<div style="padding:18px 20px 14px;">
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<span style="display:block;margin-bottom:8px;color:#aaa5b0;font-family:ui-monospace,monospace;font-size:8px;font-weight:700;letter-spacing:.18em;">RESMP / RESEARCH SYSTEMS</span>
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<strong style="font-size:30px;line-height:.88;letter-spacing:-.04em;">MODEL<br>PROBING</strong>
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<div style="display:flex;flex-wrap:wrap;gap:7px;border-top:1px solid #3a3740;padding:8px 20px;font-family:ui-monospace,monospace;font-size:7px;font-weight:700;letter-spacing:.12em;">
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<span style="border:1px solid #4d4953;padding:4px 6px;">FIELD LAB</span>
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<span style="border:1px solid #4d4953;padding:4px 6px;">REAL HW</span>
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<span style="margin-left:auto;border:1px solid #b6f238;padding:4px 6px;color:#b6f238;">ACTIVE</span>
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<h1 style="margin:0 0 20px;font-family:Georgia,'Times New Roman',serif;font-size:clamp(44px,7vw,76px);font-weight:400;line-height:.94;letter-spacing:-.055em;"><em style="color:#6f36d9;font-weight:400;">Evidence-first</em><br>model systems.</h1>
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<p style="max-width:650px;margin:0 0 34px;color:#68646d;font-size:15px;line-height:1.6;">Capable models made measurable, reproducible, and useful across heterogeneous hardware.</p>
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<div style="display:grid;grid-template-columns:repeat(auto-fit,minmax(130px,1fr));gap:0;max-width:700px;border-top:1px solid #cbc8cf;padding-top:20px;">
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<div style="padding:0 16px 16px 0;"><b style="color:#6f36d9;font-family:ui-monospace,monospace;font-size:8px;letter-spacing:.12em;">PRECISION</b><p style="margin:8px 0 0;font-size:10px;font-weight:650;line-height:1.55;">NVFP4, FP8, MXFP4/8,<br>GPTQ, mixed precision</p></div>
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<div style="padding:0 16px 16px;border-left:1px solid #cbc8cf;"><b style="color:#6f36d9;font-family:ui-monospace,monospace;font-size:8px;letter-spacing:.12em;">SYSTEMS</b><p style="margin:8px 0 0;font-size:10px;font-weight:650;line-height:1.55;">CUDA, Apple Silicon,<br>native inference paths</p></div>
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<div style="padding:0 0 16px 16px;border-left:1px solid #cbc8cf;"><b style="color:#6f36d9;font-family:ui-monospace,monospace;font-size:8px;letter-spacing:.12em;">EVIDENCE</b><p style="margin:8px 0 0;font-size:10px;font-weight:650;line-height:1.55;">Controls, hashes,<br>manifests, limitations</p></div>
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<div style="display:flex;flex-wrap:wrap;gap:9px;margin-top:18px;">
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<a href="https://huggingface.co/RESMP-DEV/models" style="border:1px solid #6f36d9;border-radius:999px;background:#6f36d9;padding:11px 16px;color:white;text-decoration:none;font-size:10px;font-weight:700;">BROWSE MODELS ↗</a>
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<a href="https://huggingface.co/RESMP-DEV/datasets" style="border:1px solid #6f36d9;border-radius:999px;padding:11px 16px;color:#6f36d9;text-decoration:none;font-size:10px;font-weight:700;">INSPECT DATASETS</a>
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<aside style="border-left:1px solid #d3d0d7;">
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<div style="display:flex;justify-content:space-between;padding:20px 22px;border-bottom:1px solid #d3d0d7;color:#77737c;font-family:ui-monospace,monospace;font-size:8px;font-weight:700;letter-spacing:.1em;"><span><b style="color:#6f36d9;">■</b> SELECTED RELEASES</span><a href="https://huggingface.co/RESMP-DEV/models" style="color:#77737c;text-decoration:none;">VIEW ALL →</a></div>
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<a href="https://huggingface.co/RESMP-DEV/Qwen3-Next-80B-A3B-Instruct-NVFP4" style="display:block;min-height:90px;padding:25px 22px;border-bottom:1px solid #d3d0d7;color:#101012;text-decoration:none;"><span style="color:#8b8790;font-family:ui-monospace,monospace;font-size:8px;">01</span><strong style="display:block;margin:12px 0 7px;font-family:Georgia,serif;font-size:17px;font-weight:400;">Qwen3-Next 80B-A3B ↗</strong><small style="color:#6f36d9;font-family:ui-monospace,monospace;font-size:8px;font-weight:700;letter-spacing:.08em;">INSTRUCT · NVFP4</small></a>
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<a href="https://huggingface.co/RESMP-DEV/GLM-4.7-Flash-Trellis-MM" style="display:block;min-height:90px;padding:25px 22px;border-bottom:1px solid #d3d0d7;color:#101012;text-decoration:none;"><span style="color:#8b8790;font-family:ui-monospace,monospace;font-size:8px;">02</span><strong style="display:block;margin:12px 0 7px;font-family:Georgia,serif;font-size:17px;font-weight:400;">GLM-4.7 Flash ↗</strong><small style="color:#6f36d9;font-family:ui-monospace,monospace;font-size:8px;font-weight:700;letter-spacing:.08em;">TRELLIS · MIXED PRECISION</small></a>
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<a href="https://huggingface.co/RESMP-DEV/jina-code-embeddings-1.5b-mxfp4-block-gptq" style="display:block;min-height:90px;padding:25px 22px;border-bottom:1px solid #d3d0d7;color:#101012;text-decoration:none;"><span style="color:#8b8790;font-family:ui-monospace,monospace;font-size:8px;">03</span><strong style="display:block;margin:12px 0 7px;font-family:Georgia,serif;font-size:17px;font-weight:400;">Jina Code Embeddings 1.5B ↗</strong><small style="color:#6f36d9;font-family:ui-monospace,monospace;font-size:8px;font-weight:700;letter-spacing:.08em;">CALIBRATED MXFP4 · MLX</small></a>
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<a href="https://huggingface.co/datasets/RESMP-DEV/Fable-GPT-5.5-Distillation-Traces" style="display:block;min-height:90px;padding:25px 22px;color:#101012;text-decoration:none;"><span style="color:#8b8790;font-family:ui-monospace,monospace;font-size:8px;">04</span><strong style="display:block;margin:12px 0 7px;font-family:Georgia,serif;font-size:17px;font-weight:400;">Fable Distillation Traces ↗</strong><small style="color:#6f36d9;font-family:ui-monospace,monospace;font-size:8px;font-weight:700;letter-spacing:.08em;">REASONING · CODE · SCIENCE</small></a>
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<section style="display:grid;grid-template-columns:repeat(auto-fit,minmax(250px,1fr));gap:28px;align-items:center;padding:38px;background:#101012;border-top:8px solid #e2382f;color:#f1f0e9;">
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<div><p style="margin:0 0 20px;color:#aaa5b0;font-family:ui-monospace,monospace;font-size:8px;font-weight:700;letter-spacing:.12em;"><span style="color:#b6f238;">■</span> BENCHMARK INSTRUMENT</p><h2 style="margin:0;font-family:Georgia,serif;font-size:32px;font-weight:400;line-height:1;">One visual system.<br>Any evaluation matrix.</h2></div>
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<p style="margin:0;color:#aaa5b0;font-size:12px;line-height:1.65;">Data-driven small multiples with fixed series order, direct labels, negative-score support, SVG export, and print output.</p>
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<a href="https://resmp-dev-readme.static.hf.space/benchmark.html" style="justify-self:start;border:1px solid #b6f238;background:#b6f238;padding:11px 16px;color:#101012;text-decoration:none;font-size:9px;font-weight:800;letter-spacing:.06em;">OPEN CHART SYSTEM ↗</a>
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</section>
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<section style="padding:42px 38px;background:linear-gradient(115deg,#20102f,#421a85 55%,#6f36d9);color:white;">
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<p style="margin:0 0 25px;color:#d9ccef;font-family:ui-monospace,monospace;font-size:8px;font-weight:700;letter-spacing:.12em;">HOW WE PUBLISH / MEASURED · REPRODUCIBLE · HONEST</p>
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<div style="display:grid;grid-template-columns:repeat(auto-fit,minmax(260px,1fr));gap:34px;align-items:end;">
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<h2 style="margin:0;font-family:Georgia,serif;font-size:38px;font-weight:400;line-height:1;">The artifact is only half the release.</h2>
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<p style="margin:0;color:#e1d9eb;font-size:12px;line-height:1.7;">We publish boundary conditions too: pinned revisions, licenses, matched controls, runtime constraints, held-out evaluations, machine-readable receipts, and negative results.</p>
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<section style="display:grid;grid-template-columns:repeat(auto-fit,minmax(190px,1fr));background:#f1f0e9;color:#101012;">
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<div style="padding:27px;border-right:1px solid #d3d0d7;border-bottom:1px solid #d3d0d7;"><span style="color:#6f36d9;font-family:ui-monospace,monospace;font-size:8px;font-weight:800;">01</span><h3 style="margin:28px 0 10px;font-family:Georgia,serif;font-size:18px;font-weight:400;">Inference engineering</h3><p style="margin:0;color:#68646d;font-size:11px;line-height:1.6;">Architecture-aware compression and native runtimes for real hardware.</p></div>
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<div style="padding:27px;border-right:1px solid #d3d0d7;border-bottom:1px solid #d3d0d7;"><span style="color:#6f36d9;font-family:ui-monospace,monospace;font-size:8px;font-weight:800;">02</span><h3 style="margin:28px 0 10px;font-family:Georgia,serif;font-size:18px;font-weight:400;">Code intelligence</h3><p style="margin:0;color:#68646d;font-size:11px;line-height:1.6;">Multilingual retrieval encoders, calibrated quantization, and local serving.</p></div>
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<div style="padding:27px;border-right:1px solid #d3d0d7;border-bottom:1px solid #d3d0d7;"><span style="color:#6f36d9;font-family:ui-monospace,monospace;font-size:8px;font-weight:800;">03</span><h3 style="margin:28px 0 10px;font-family:Georgia,serif;font-size:18px;font-weight:400;">Agentic systems</h3><p style="margin:0;color:#68646d;font-size:11px;line-height:1.6;">Reasoning traces, continuous distillation, mutation, and adversarial workloads.</p></div>
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<div style="padding:27px;border-bottom:1px solid #d3d0d7;"><span style="color:#6f36d9;font-family:ui-monospace,monospace;font-size:8px;font-weight:800;">04</span><h3 style="margin:28px 0 10px;font-family:Georgia,serif;font-size:18px;font-weight:400;">Accessible computing</h3><p style="margin:0;color:#68646d;font-size:11px;line-height:1.6;">Speech and language systems built around accessibility-centered tasks.</p></div>
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<strong style="color:#f1f0e9;">RESMP.DEV</strong><span>EXPERIMENTAL MEANS EXPERIMENTAL / READ THE MODEL CARD</span><a href="https://github.com/RESMP-DEV" style="color:#b6f238;text-decoration:none;">SOURCE ↗</a>
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