Redesign organization card as public systems index
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README.md
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title: Prysai Lab
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<tr>
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</div>
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<p align="center" style="margin:18px 0 8px;font-size:
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<a href="https://prysai.com/"><strong>Website</strong></a> ·
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<a href="https://docs.prysai.com/llm-playbook/">
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<a href="https://github.com/Prysai">GitHub</a> ·
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<a href="https://huggingface.co/Prysai">Hugging Face</a>
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</p>
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<p align="center"><sub>Public
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---
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title: Prysai Lab
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emoji: "🧭"
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colorFrom: red
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<div style="box-sizing:border-box;max-width:100%;overflow:hidden;border:1px solid #d5d1c7;background:#f5f3ed;color:#171717;font-family:Arial,Helvetica,sans-serif;">
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<td width="68%" valign="top" style="padding:28px 22px 26px;border-bottom:4px solid #d94335;">
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<p style="margin:0 0 14px;color:#d94335;font-size:10px;letter-spacing:.16em;"><strong>PRYSAI LAB</strong> / PUBLIC SYSTEMS INDEX</p>
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<p style="margin:0;color:#171717!important;font-size:36px;font-weight:700;line-height:1.01;letter-spacing:-.045em;">Build what<br />can be checked.</p>
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<p style="margin:18px 0 0;color:#3f3d39!important;font-size:14px;line-height:1.55;">An independent studio for practical AI model work, publishing systems, and technical documentation.</p>
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</td>
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<td width="32%" valign="top" style="padding:20px 16px;background:#171717;color:#f5f3ed;">
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<p style="margin:0 0 42px;color:#d94335;font-size:10px;letter-spacing:.14em;"><strong>FIELD NOTE 01</strong><br />PRYSAI / 2026</p>
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<p style="margin:0;color:#f5f3ed;font-size:34px;line-height:.88;"><strong>P</strong><br /><span style="font-size:11px;letter-spacing:.12em;">LAB SYSTEMS</span></p>
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<p style="margin:18px 0 0;color:#d5d1c7;font-size:11px;line-height:1.5;">Research<br />Publish<br />Review</p>
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<table width="100%" cellpadding="0" cellspacing="0" style="table-layout:fixed;border-collapse:collapse;background:#d94335;color:#fff;">
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<td width="25%" style="padding:12px 12px;border-right:1px solid rgba(255,255,255,.36);font-size:10px;line-height:1.35;"><strong>01 / STUDY</strong><br />Models</td>
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<td width="25%" style="padding:12px 12px;border-right:1px solid rgba(255,255,255,.36);font-size:10px;line-height:1.35;"><strong>02 / SHAPE</strong><br />Workflows</td>
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<td width="25%" style="padding:12px 12px;border-right:1px solid rgba(255,255,255,.36);font-size:10px;line-height:1.35;"><strong>03 / PUBLISH</strong><br />Docs</td>
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<td width="25%" style="padding:12px 12px;font-size:10px;line-height:1.35;"><strong>04 / CHECK</strong><br />Boundaries</td>
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</table>
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<table width="100%" cellpadding="0" cellspacing="0" style="table-layout:fixed;border-collapse:collapse;margin-top:16px;border-top:1px solid #d5d1c7;">
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<td width="10%" valign="top" style="padding:18px 10px 16px 0;color:#d94335;font-size:22px;"><strong>01</strong></td>
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<td width="90%" valign="top" style="padding:18px 0 16px;border-bottom:1px solid #d5d1c7;color:#171717!important;">
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<p style="margin:0 0 6px;color:#171717!important;font-size:19px;"><strong>One public learning system</strong></p>
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<p style="margin:0;color:#4c4943!important;font-size:14px;line-height:1.52;"><a href="https://github.com/Prysai/Prysai-LLM-Playbook"><strong>Prysai LLM Playbook</strong></a> is a six-language learning and practice system for reliable work with LLMs, Codex, tools, Skills, and agent workflows. The project pairs concepts with observable labs, acceptance checks, and source boundaries.</p>
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<p style="margin:12px 0 0;font-size:12px;line-height:1.5;"><a href="https://docs.prysai.com/llm-playbook/">Open the Docs</a> · <a href="https://huggingface.co/spaces/Prysai/Prysai-LLM-Playbook">Open the Space</a> · <a href="https://github.com/Prysai/Prysai-LLM-Playbook">Inspect the source</a></p>
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<td width="33.33%" valign="top" style="padding:18px 14px 16px 0;border-right:1px solid #d5d1c7;">
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<p style="margin:0 0 8px;color:#d94335;font-size:10px;letter-spacing:.13em;"><strong>STUDIO FOCUS / 01</strong></p>
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<p style="margin:0 0 6px;color:#171717!important;font-size:16px;"><strong>Model workflows</strong></p>
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<p style="margin:0;color:#57534b!important;font-size:13px;line-height:1.5;">Dataset preparation, iteration, evaluation, release notes, and distribution context for image-model work.</p>
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<p style="margin:10px 0 0;font-size:12px;"><a href="https://prysai.com/model-workflows/">Read the workflow notes ↗</a></p>
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<td width="33.33%" valign="top" style="padding:18px 14px 16px;border-right:1px solid #d5d1c7;">
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<p style="margin:0 0 8px;color:#d94335;font-size:10px;letter-spacing:.13em;"><strong>STUDIO FOCUS / 02</strong></p>
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<p style="margin:0 0 6px;color:#171717!important;font-size:16px;"><strong>Publishing systems</strong></p>
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<p style="margin:0;color:#57534b!important;font-size:13px;line-height:1.5;">Public surfaces that present releases, references, policies, and documentation in a usable, searchable form.</p>
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<p style="margin:10px 0 0;font-size:12px;"><a href="https://prysai.com/capabilities/">See capabilities ↗</a></p>
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<td width="33.33%" valign="top" style="padding:18px 0 16px 14px;">
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<p style="margin:0 0 8px;color:#d94335;font-size:10px;letter-spacing:.13em;"><strong>STUDIO FOCUS / 03</strong></p>
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<p style="margin:0 0 6px;color:#171717!important;font-size:16px;"><strong>Technical documentation</strong></p>
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<p style="margin:0;color:#57534b!important;font-size:13px;line-height:1.5;">Operational decisions turned into public materials with source links, stated limits, and correction paths.</p>
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<p style="margin:10px 0 0;font-size:12px;"><a href="https://prysai.com/research/">Read the research record ↗</a></p>
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<table width="100%" cellpadding="0" cellspacing="0" style="table-layout:fixed;border-collapse:collapse;">
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<td width="27%" valign="top" style="padding:0 14px 0 0;border-right:1px solid #4b4944;">
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<p style="margin:0 0 9px;color:#d94335;font-size:10px;letter-spacing:.14em;"><strong>STATUS</strong></p>
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<p style="margin:0;color:#f5f3ed;font-size:22px;line-height:1.05;"><strong>candidate</strong></p>
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<p style="margin:8px 0 0;color:#bcb8ae;font-size:11px;line-height:1.45;">Structure and checks are inspectable.</p>
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<td width="73%" valign="top" style="padding:0 0 0 16px;">
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<p style="margin:0 0 9px;color:#d5d1c7;font-size:10px;letter-spacing:.14em;"><strong>EVIDENCE BOUNDARY</strong></p>
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<p style="margin:0;color:#f5f3ed;font-size:17px;line-height:1.28;"><strong>Broader learner validation and independent review remain in progress.</strong></p>
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<p style="margin:10px 0 0;color:#bcb8ae;font-size:12px;line-height:1.45;">The public record separates what is built from what has been measured. Read the source before treating a project status as an outcome claim.</p>
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<table width="100%" cellpadding="0" cellspacing="0" style="table-layout:fixed;border-collapse:collapse;margin-top:16px;border-top:1px solid #d5d1c7;">
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<td width="10%" valign="top" style="padding:18px 10px 16px 0;color:#d94335;font-size:22px;"><strong>02</strong></td>
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<td width="90%" valign="top" style="padding:18px 0 16px;color:#171717!important;">
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<p style="margin:0 0 8px;color:#171717!important;font-size:19px;"><strong>Follow one connected public record</strong></p>
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<p style="margin:0 0 14px;color:#57534b!important;font-size:14px;line-height:1.5;">The same work appears across these surfaces. Start with the site, inspect the source, then read the evidence boundary.</p>
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<td width="50%" valign="top" style="padding:11px 12px 11px 0;border-top:1px solid #d5d1c7;"><a href="https://prysai.com/"><strong>01 / Prysai website</strong></a><br /><span style="color:#57534b;font-size:12px;line-height:1.4;">Studio context and public references.</span></td>
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<td width="50%" valign="top" style="padding:11px 0 11px 12px;border-top:1px solid #d5d1c7;border-left:1px solid #d5d1c7;"><a href="https://docs.prysai.com/llm-playbook/"><strong>02 / Playbook Docs</strong></a><br /><span style="color:#57534b;font-size:12px;line-height:1.4;">The guided reading surface.</span></td>
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<td width="50%" valign="top" style="padding:11px 12px 11px 0;border-top:1px solid #d5d1c7;"><a href="https://github.com/Prysai"><strong>03 / GitHub organization</strong></a><br /><span style="color:#57534b;font-size:12px;line-height:1.4;">Canonical project source.</span></td>
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<td width="50%" valign="top" style="padding:11px 0 11px 12px;border-top:1px solid #d5d1c7;border-left:1px solid #d5d1c7;"><a href="https://huggingface.co/Prysai"><strong>04 / Hugging Face</strong></a><br /><span style="color:#57534b;font-size:12px;line-height:1.4;">Models, Spaces, and organization surface.</span></td>
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<p style="margin:0 0 8px;font-size:10px;letter-spacing:.14em;"><strong>THE OPERATING RULE</strong></p>
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<p style="margin:0;font-size:20px;line-height:1.18;"><strong>Make the scope visible.<br />Check the source.<br />Keep the next step reversible.</strong></p>
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<p align="center" style="margin:18px 0 8px;font-size:13px;line-height:1.6;">
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<a href="https://prysai.com/"><strong>Website</strong></a> ·
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<a href="https://docs.prysai.com/llm-playbook/">Docs</a> ·
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<a href="https://github.com/Prysai/Prysai-LLM-Playbook">GitHub</a> ·
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<a href="https://huggingface.co/Prysai">Hugging Face</a>
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<p align="center"><sub>Public references, explicit limits, and a path back to the source.</sub></p>
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