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README.md
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<p align="center" style="margin:18px 0 8px;font-size:13px;line-height:1.6;"><a href="https://prysai.com/" style="color:#
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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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<td width="18%" valign="top" style="padding:20px 16px;background:#0d1118;border-right:4px solid #2563eb;"><img src="https://raw.githubusercontent.com/Prysai/Prysai-LLM-Playbook/main/assets/branding/prysai-lab-mark-white-96.png" alt="Prysai Lab mark" width="52" height="52" style="display:block;max-width:100%;height:auto;" /><p style="margin:22px 0 0;color:#93c5fd;font-size:10px;line-height:1.35;letter-spacing:.12em;"><strong>PRYSAI<br />LAB</strong></p></td>
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<td width="50%" valign="top" style="padding:28px 22px 26px;border-bottom:1px solid #cbd5e1;"><p style="margin:0 0 13px;color:#2563eb;font-size:10px;letter-spacing:.15em;"><strong>INDEPENDENT AI SYSTEMS STUDIO</strong></p><p style="margin:0;color:#0d1118!important;font-size:34px;font-weight:700;line-height:1.03;letter-spacing:-.045em;">Build what<br />can be checked.</p><p style="margin:16px 0 0;color:#334155!important;font-size:14px;line-height:1.55;">Practical AI model work, publishing systems, and technical documentation with visible boundaries.</p></td>
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<td width="32%" valign="top" style="padding:22px 16px;background:#172554;color:#f8fafc;border-bottom:1px solid #172554;"><p style="margin:0;color:#93c5fd;font-size:10px;letter-spacing:.14em;"><strong>FIELD NOTE 03</strong><br />PRYSAI / 2026</p><p style="margin:34px 0 0;color:#f8fafc;font-size:32px;line-height:.9;"><strong>P</strong><br /><span style="font-size:11px;letter-spacing:.12em;color:#bfdbfe;">PUBLIC SYSTEMS</span></p><p style="margin:18px 0 0;color:#dbeafe;font-size:11px;line-height:1.5;">Study<br />Shape<br />Publish<br />Review</p></td>
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<tr><td width="25%" style="padding:12px;font-size:10px;line-height:1.35;border-right:1px solid #60a5fa;"><strong>01 / STUDY</strong><br /><span style="color:#dbeafe;">Models</span></td><td width="25%" style="padding:12px;font-size:10px;line-height:1.35;border-right:1px solid #60a5fa;"><strong>02 / SHAPE</strong><br /><span style="color:#dbeafe;">Workflows</span></td><td width="25%" style="padding:12px;font-size:10px;line-height:1.35;border-right:1px solid #60a5fa;"><strong>03 / PUBLISH</strong><br /><span style="color:#dbeafe;">Docs</span></td><td width="25%" style="padding:12px;font-size:10px;line-height:1.35;"><strong>04 / CHECK</strong><br /><span style="color:#dbeafe;">Boundaries</span></td></tr>
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<div style="box-sizing:border-box;max-width:100%;margin-top:18px;padding:0 0 2px;background:#f8fafc;color:#0d1118;border-top:1px solid #cbd5e1;">
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<table width="100%" cellpadding="0" cellspacing="0" style="table-layout:fixed;border-collapse:collapse;"><tr><td width="10%" valign="top" style="padding:18px 10px 16px 0;color:#2563eb;font-size:22px;"><strong>01</strong></td><td width="90%" valign="top" style="padding:18px 0 16px;color:#0d1118!important;"><p style="margin:0 0 6px;font-size:20px;color:#0d1118!important;"><strong>One connected public record</strong></p><p style="margin:0;color:#475569!important;font-size:14px;line-height:1.55;">The studio moves from model work to usable public systems: source, documentation, release context, and an honest account of what has been checked.</p></td></tr></table>
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<table width="100%" cellpadding="0" cellspacing="0" style="table-layout:fixed;border-collapse:collapse;border:1px solid #cbd5e1;background:#fff;"><tr><td valign="top" style="padding:16px;border-top:4px solid #2563eb;"><p style="margin:0 0 7px;color:#2563eb;font-size:10px;letter-spacing:.14em;"><strong>FLAGSHIP PUBLIC SYSTEM</strong></p><p style="margin:0 0 7px;font-size:18px;"><a href="https://github.com/Prysai/Prysai-LLM-Playbook" style="color:#0d1118;text-decoration:none;"><strong>Prysai LLM Playbook</strong></a></p><p style="margin:0;color:#475569!important;font-size:13px;line-height:1.5;">A six-language learning and practice system for reliable work with LLMs, Codex, tools, Skills, and agent workflows. Concepts, labs, acceptance checks, and source boundaries stay together.</p><p style="margin:11px 0 0;font-size:12px;line-height:1.5;"><a href="https://docs.prysai.com/llm-playbook/" style="color:#0b3db8;">Open the Docs</a> 路 <a href="https://huggingface.co/spaces/Prysai/Prysai-LLM-Playbook" style="color:#0b3db8;">Open the Space</a> 路 <a href="https://github.com/Prysai/Prysai-LLM-Playbook" style="color:#0b3db8;">Inspect source</a></p></td></tr></table>
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<div style="box-sizing:border-box;max-width:100%;margin-top:4px;padding:0 0 2px;background:#f8fafc;color:#0d1118;border-top:1px solid #cbd5e1;"><table width="100%" cellpadding="0" cellspacing="0" style="table-layout:fixed;border-collapse:collapse;"><tr><td width="10%" valign="top" style="padding:18px 10px 16px 0;color:#2563eb;font-size:22px;"><strong>02</strong></td><td width="90%" valign="top" style="padding:18px 0 16px;color:#0d1118!important;"><p style="margin:0 0 8px;font-size:20px;color:#0d1118!important;"><strong>What the studio is working on</strong></p><table width="100%" cellpadding="0" cellspacing="0" style="table-layout:fixed;border-collapse:collapse;border:1px solid #cbd5e1;background:#fff;"><tr><td valign="top" style="padding:15px 14px;border-top:3px solid #2563eb;"><p style="margin:0 0 8px;color:#2563eb;font-size:10px;letter-spacing:.13em;"><strong>MODEL WORKFLOWS</strong></p><p style="margin:0 0 7px;color:#0d1118!important;font-size:16px;"><strong>Train, release, inspect</strong></p><p style="margin:0;color:#475569!important;font-size:13px;line-height:1.5;">Dataset preparation, iteration, evaluation, release notes, and distribution context for image-model work.</p><p style="margin:10px 0 0;font-size:12px;"><a href="https://prysai.com/model-workflows/" style="color:#0b3db8;">Workflow notes</a></p></td></tr><tr><td valign="top" style="padding:15px 14px;border-top:1px solid #cbd5e1;border-left:4px solid #172554;"><p style="margin:0 0 8px;color:#0b3db8;font-size:10px;letter-spacing:.13em;"><strong>PUBLISHING SYSTEMS</strong></p><p style="margin:0 0 7px;color:#0d1118!important;font-size:16px;"><strong>Make work findable</strong></p><p style="margin:0;color:#475569!important;font-size:13px;line-height:1.5;">Public surfaces for releases, references, policies, and documentation in a usable, searchable form.</p><p style="margin:10px 0 0;font-size:12px;"><a href="https://prysai.com/capabilities/" style="color:#0b3db8;">Capabilities</a></p></td></tr><tr><td valign="top" style="padding:15px 14px;border-top:1px solid #cbd5e1;border-left:4px solid #2563eb;"><p style="margin:0 0 8px;color:#2563eb;font-size:10px;letter-spacing:.13em;"><strong>TECHNICAL DOCUMENTATION</strong></p><p style="margin:0 0 7px;color:#0d1118!important;font-size:16px;"><strong>Keep the source visible</strong></p><p style="margin:0;color:#475569!important;font-size:13px;line-height:1.5;">Operational decisions turned into public materials with source links, stated limits, and correction paths.</p><p style="margin:10px 0 0;font-size:12px;"><a href="https://prysai.com/research/" style="color:#0b3db8;">Research record</a></p></td></tr></table></td></tr></table></div>
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<div style="box-sizing:border-box;max-width:100%;margin-top:4px;padding:18px;background:#172554;color:#f8fafc;"><table width="100%" cellpadding="0" cellspacing="0" style="table-layout:fixed;border-collapse:collapse;"><tr><td width="30%" valign="top" style="padding:0 16px 0 0;border-right:1px solid #3b82f6;"><p style="margin:0 0 9px;color:#93c5fd;font-size:10px;letter-spacing:.14em;"><strong>PROJECT STATUS</strong></p><p style="margin:0;color:#fff;font-size:24px;line-height:1.02;"><strong>candidate</strong></p><p style="margin:8px 0 0;color:#dbeafe;font-size:11px;line-height:1.45;">Structure and checks are inspectable.</p></td><td width="70%" valign="top" style="padding:0 0 0 16px;"><p style="margin:0 0 9px;color:#93c5fd;font-size:10px;letter-spacing:.14em;"><strong>EVIDENCE BOUNDARY</strong></p><p style="margin:0;color:#fff;font-size:17px;line-height:1.28;"><strong>Broader learner validation and independent review remain in progress.</strong></p><p style="margin:10px 0 0;color:#dbeafe;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></td></tr></table></div>
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<div style="box-sizing:border-box;max-width:100%;margin-top:18px;padding:0 0 2px;background:#f8fafc;color:#0d1118;border-top:1px solid #cbd5e1;"><table width="100%" cellpadding="0" cellspacing="0" style="table-layout:fixed;border-collapse:collapse;"><tr><td width="10%" valign="top" style="padding:18px 10px 16px 0;color:#2563eb;font-size:22px;"><strong>03</strong></td><td width="90%" valign="top" style="padding:18px 0 16px;color:#0d1118!important;"><p style="margin:0 0 8px;font-size:20px;color:#0d1118!important;"><strong>Open the public map</strong></p><p style="margin:0 0 14px;color:#475569!important;font-size:14px;line-height:1.5;">Four surfaces, one route back to the source of truth.</p><table width="100%" cellpadding="0" cellspacing="0" style="table-layout:fixed;border-collapse:collapse;border:1px solid #cbd5e1;background:#fff;"><tr><td valign="top" style="padding:13px 14px;border-top:3px solid #2563eb;border-bottom:1px solid #cbd5e1;"><a href="https://prysai.com/" style="color:#0d1118;text-decoration:none;"><strong>01 / Prysai website</strong></a><br /><span style="color:#475569;font-size:12px;line-height:1.4;">Studio context and public references.</span></td></tr><tr><td valign="top" style="padding:13px 14px;border-top:1px solid #cbd5e1;border-left:4px solid #172554;border-bottom:1px solid #cbd5e1;"><a href="https://docs.prysai.com/llm-playbook/" style="color:#0d1118;text-decoration:none;"><strong>02 / Playbook Docs</strong></a><br /><span style="color:#475569;font-size:12px;line-height:1.4;">The guided reading surface.</span></td></tr><tr><td valign="top" style="padding:13px 14px;border-top:1px solid #cbd5e1;border-bottom:1px solid #cbd5e1;"><a href="https://github.com/Prysai" style="color:#0d1118;text-decoration:none;"><strong>03 / GitHub organization</strong></a><br /><span style="color:#475569;font-size:12px;line-height:1.4;">Canonical project source.</span></td></tr><tr><td valign="top" style="padding:13px 14px;border-top:1px solid #cbd5e1;border-left:4px solid #2563eb;"><a href="https://huggingface.co/Prysai" style="color:#0d1118;text-decoration:none;"><strong>04 / Hugging Face</strong></a><br /><span style="color:#475569;font-size:12px;line-height:1.4;">Models, Spaces, and organization surface.</span></td></tr></table></td></tr></table></div>
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<div style="box-sizing:border-box;max-width:100%;margin-top:4px;padding:18px;background:#2563eb;color:#fff;"><p style="margin:0 0 8px;font-size:10px;letter-spacing:.14em;"><strong>THE OPERATING RULE</strong></p><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></div>
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<p align="center" style="margin:18px 0 8px;font-size:13px;line-height:1.6;"><a href="https://prysai.com/" style="color:#0b3db8;"><strong>Website</strong></a> 路 <a href="https://docs.prysai.com/llm-playbook/" style="color:#0b3db8;">Docs</a> 路 <a href="https://github.com/Prysai/Prysai-LLM-Playbook" style="color:#0b3db8;">GitHub</a> 路 <a href="https://huggingface.co/Prysai" style="color:#0b3db8;">Hugging Face</a></p>
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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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