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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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-            <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>
-            <strong style="font-size:30px;line-height:.88;letter-spacing:-.04em;">MODEL<br>PROBING</strong>
+            <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;line-height:.88;letter-spacing:-.04em;">ARTIFACT<br>SYSTEMS</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;">
             <span style="border:1px solid #4d4953;padding:4px 6px;">FIELD LAB</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>
-        <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>
+        <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>
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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>
       <div style="display:grid;grid-template-columns:repeat(auto-fit,minmax(260px,1fr));gap:34px;align-items:end;">
         <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;">We publish boundary conditions too: pinned revisions, licenses, matched controls, runtime constraints, held-out evaluations, machine-readable receipts, and negative results.</p>
+        <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>
       </div>
     </section>
 
     <section style="display:grid;grid-template-columns:repeat(auto-fit,minmax(190px,1fr));background:#f1f0e9;color:#101012;">
-      <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>
+      <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>