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| <title>RESMP.DEV — Evidence-first model systems</title> |
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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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| <a href="https://huggingface.co/RESMP-DEV" style="display:flex;align-items:center;color:#f1f0e9;text-decoration:none;font-size:14px;font-weight:800;letter-spacing:-.02em;"> |
| RESMP.DEV |
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| <a href="https://huggingface.co/RESMP-DEV/models" style="color:#d6d2da;text-decoration:none;">MODELS</a> |
| <a href="https://huggingface.co/RESMP-DEV/datasets" style="color:#d6d2da;text-decoration:none;">DATASETS</a> |
| <a href="https://resmp-dev-readme.static.hf.space/benchmark.html" style="color:#b6f238;text-decoration:none;">BENCHMARKS ↗</a> |
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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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| <img src="https://huggingface.co/spaces/RESMP-DEV/README/resolve/main/brand-composition-engine.png" alt="RESMP.DEV Composition Engine mark" style="display:block;width:112px;height:112px;object-fit:contain;"> |
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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 / COMPOSITION LAB</span> |
| <strong style="font-size:30px;font-weight:850;line-height:.88;letter-spacing:-.04em;">ARTIFACT<br>SYSTEMS</strong> |
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| <span style="border:1px solid #4d4953;padding:4px 6px;">FIELD LAB</span> |
| <span style="border:1px solid #4d4953;padding:4px 6px;">REAL HW</span> |
| <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(40px,5vw,62px);font-weight:400;line-height:.94;letter-spacing:-.055em;"><em style="color:#6f36d9;font-weight:400;">Evidence-first</em><br>model systems.</h1> |
| <p style="max-width:680px;margin:0 0 18px;color:#68646d;font-size:15px;line-height:1.6;">We work in the seams between models, quantizers, runtimes, datasets, agents, and hardware—combining strong artifacts into systems their individual parts did not imply.</p> |
| <p style="max-width:680px;margin:0 0 34px;color:#79757e;font-family:ui-monospace,monospace;font-size:9px;line-height:1.65;letter-spacing:.04em;">NOT A MODEL FACTORY / NOT A FINETUNE MILL / NOT A SINGLE-DISCIPLINE LAB</p> |
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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> |
| <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> |
| <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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| <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> |
| <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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| <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/LFM2.5-Encoder-350M-Code-MXFP4-GPTQ" style="display:block;min-height:112px;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 / MOST-DOWNLOADED RECENT LFM QUANT</span><strong style="display:block;margin:12px 0 7px;font-family:Georgia,serif;font-size:17px;font-weight:400;">LFM2.5 Code Encoder 350M ↗</strong><small style="color:#6f36d9;font-family:ui-monospace,monospace;font-size:8px;font-weight:700;letter-spacing:.08em;">CALIBRATED MXFP4 · GPTQ · MLX</small></a> |
| <a href="https://huggingface.co/datasets/RESMP-DEV/ptq-calibration-corpus" style="display:block;min-height:112px;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 / QUANTIZATION DATA</span><strong style="display:block;margin:12px 0 7px;font-family:Georgia,serif;font-size:17px;font-weight:400;">PTQ Calibration Corpus ↗</strong><small style="color:#6f36d9;font-family:ui-monospace,monospace;font-size:8px;font-weight:700;letter-spacing:.08em;">GPTQ · AWQ · IMATRIX · MIXED PRECISION</small></a> |
| <a href="https://huggingface.co/datasets/RESMP-DEV/Fable-GPT-5.5-Distillation-Traces" style="display:block;min-height:112px;padding:25px 22px;color:#101012;text-decoration:none;"><span style="color:#8b8790;font-family:ui-monospace,monospace;font-size:8px;">03 / DISTILLATION DATA</span><strong style="display:block;margin:12px 0 7px;font-family:Georgia,serif;font-size:17px;font-weight:400;">Fable GPT-5.5 Traces ↗</strong><small style="color:#6f36d9;font-family:ui-monospace,monospace;font-size:8px;font-weight:700;letter-spacing:.08em;">AGENTIC REASONING · CODE · MATH · SCIENCE</small></a> |
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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> |
| <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> |
| <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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| <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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| <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> |
| <p style="margin:0;color:#e1d9eb;font-size:12px;line-height:1.7;">The open ecosystem supplies extraordinary parts. Our work is composition: finding unexpected fit, proving the system, and publishing its boundary conditions—pinned revisions, licenses, controls, runtime constraints, evaluations, receipts, and negative results.</p> |
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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;">Artifact composition</h3><p style="margin:0;color:#68646d;font-size:11px;line-height:1.6;">Models, methods, data, and runtimes combined into systems with new capabilities.</p></div> |
| <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> |
| <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> |
| <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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