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README.md
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<table width="100%" cellpadding="0" cellspacing="0" role="presentation" style="width:100%!important;max-width:100%;display:table!important;overflow:visible!important;table-layout:fixed;border-collapse:collapse;border:1px solid #cbd5e1;border-radius:0!important;background:#f7f8fa;color:#0b0d10;font-family:Arial,Helvetica,sans-serif;line-height:1.45;word-break:normal;overflow-wrap:anywhere;">
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<tr><td colspan="2" style="padding:10px 18px 0;background:#f7f8fa;color:#0b0d10;word-break:break-word;"><div style="padding:15px 16px 16px;border:1px solid #cbd5e1;border-left:4px solid #0b0d10;background:#ffffff;color:#0b0d10;"><p style="margin:0 0 8px;color:#002fa7;font-size:10px;line-height:1.35;letter-spacing:.13em;"><strong>PUBLISHING SYSTEMS</strong></p><p style="margin:0 0 7px;color:#0b0d10;font-size:16px;line-height:1.35;"><strong>Make work findable</strong></p><p style="margin:0;color:#475569;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:#002fa7;text-decoration:underline;">Capabilities</a></p></div></td></tr>
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<tr><td colspan="2" style="padding:10px 18px 18px;background:#f7f8fa;color:#0b0d10;word-break:break-word;"><div style="padding:15px 16px 16px;border:1px solid #cbd5e1;border-left:4px solid #002fa7;background:#ffffff;color:#0b0d10;"><p style="margin:0 0 8px;color:#002fa7;font-size:10px;line-height:1.35;letter-spacing:.13em;"><strong>TECHNICAL DOCUMENTATION</strong></p><p style="margin:0 0 7px;color:#0b0d10;font-size:16px;line-height:1.35;"><strong>Keep the source visible</strong></p><p style="margin:0;color:#475569;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:#002fa7;text-decoration:underline;">Research record</a></p></div></td></tr>
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<tr><td colspan="2" style="padding:18px;background:#0b0d10;color:#f7f8fa;border-top:6px solid #002fa7;word-break:break-word;"><p style="margin:0 0 8px;color:#b8c3d4;font-size:10px;line-height:1.35;letter-spacing:.14em;"><strong>PROJECT STATUS</strong></p><p style="margin:0;color:#ffffff;font-size:25px;line-height:1.05;"><strong>candidate</strong></p><p style="margin:8px 0 0;color:#d7dee9;font-size:11px;line-height:1.45;">Structure and checks are inspectable.</p><p style="margin:16px 0 0;padding-top:14px;border-top:1px solid #64748b;color:#b8c3d4;font-size:10px;line-height:1.35;letter-spacing:.14em;"><strong>EVIDENCE BOUNDARY</strong></p><p style="margin:8px 0 0;color:#ffffff;font-size:17px;line-height:1.3;"><strong>Broader learner validation and independent review remain in progress.</strong></p><p style="margin:10px 0 0;color:#d7dee9;font-size:12px;line-height:1.5;">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>
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<tr><td width="11%" valign="top" style="width:11%;padding:20px 10px 15px 14px;border-top:1px solid #cbd5e1;background:#f7f8fa;color:#002fa7;font-size:22px;line-height:1;"><strong>03</strong></td><td width="89%" valign="top" style="width:89%;padding:19px 18px 15px 0;border-top:1px solid #cbd5e1;background:#f7f8fa;color:#0b0d10;word-break:break-word;"><p style="margin:0 0 6px;color:#0b0d10;font-size:20px;line-height:1.25;"><strong>Open the public map</strong></p><p style="margin:0;color:#475569;font-size:14px;line-height:1.5;">Four surfaces, one route back to the source of truth.</p></td></tr>
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<tr><td colspan="2" style="padding:0 18px;background:#f7f8fa;color:#0b0d10;word-break:break-word;"><div style="padding:13px 14px;border:1px solid #cbd5e1;border-top:4px solid #002fa7;background:#ffffff;color:#0b0d10;"><a href="https://prysai.com/" style="color:#0b0d10;text-decoration:none;"><strong>01 / Prysai website</strong></a><br /><span style="color:#475569;font-size:12px;line-height:1.45;">Studio context and public references.</span></div></td></tr>
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<tr><td colspan="2" style="padding:10px 18px 0;background:#f7f8fa;color:#0b0d10;word-break:break-word;"><div style="padding:13px 14px;border:1px solid #cbd5e1;border-left:4px solid #0b0d10;background:#ffffff;color:#0b0d10;"><a href="https://docs.prysai.com/llm-playbook/" style="color:#0b0d10;text-decoration:none;"><strong>02 / Playbook Docs</strong></a><br /><span style="color:#475569;font-size:12px;line-height:1.45;">The guided reading surface.</span></div></td></tr>
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<tr><td colspan="2" style="padding:10px 18px 0;background:#f7f8fa;color:#0b0d10;word-break:break-word;"><div style="padding:13px 14px;border:1px solid #cbd5e1;border-left:4px solid #002fa7;background:#ffffff;color:#0b0d10;"><a href="https://github.com/Prysai" style="color:#0b0d10;text-decoration:none;"><strong>03 / GitHub organization</strong></a><br /><span style="color:#475569;font-size:12px;line-height:1.45;">Canonical project source.</span></div></td></tr>
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<tr><td colspan="2" style="padding:10px 18px 18px;background:#f7f8fa;color:#0b0d10;word-break:break-word;"><div style="padding:13px 14px;border:1px solid #cbd5e1;border-left:4px solid #0b0d10;background:#ffffff;color:#0b0d10;"><a href="https://huggingface.co/Prysai" style="color:#0b0d10;text-decoration:none;"><strong>04 / Hugging Face</strong></a><br /><span style="color:#475569;font-size:12px;line-height:1.45;">Models, Spaces, and organization surface.</span></div></td></tr>
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<tr><td colspan="2" style="padding:18px;background:#002fa7;color:#ffffff;word-break:break-word;"><p style="margin:0 0 8px;color:#d9e3ff;font-size:10px;line-height:1.35;letter-spacing:.14em;"><strong>THE OPERATING RULE</strong></p><p style="margin:0;color:#ffffff;font-size:20px;line-height:1.18;"><strong>Make the scope visible.<br />Check the source.<br />Keep the next step reversible.</strong></p></td></tr>
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<tr><td colspan="2" style="padding:16px 18px 18px;background:#f7f8fa;color:#0b0d10;text-align:center;word-break:break-word;"><p style="margin:0 0 7px;font-size:13px;line-height:1.6;"><a href="https://prysai.com/" style="color:#002fa7;text-decoration:underline;"><strong>Website</strong></a> 路 <a href="https://docs.prysai.com/llm-playbook/" style="color:#002fa7;text-decoration:underline;">Docs</a> 路 <a href="https://github.com/Prysai/Prysai-LLM-Playbook" style="color:#002fa7;text-decoration:underline;">GitHub</a> 路 <a href="https://huggingface.co/Prysai" style="color:#002fa7;text-decoration:underline;">Hugging Face</a></p><p style="margin:0;color:#64748b;font-size:11px;line-height:1.45;">Public references, explicit limits, and a path back to the source.</p></td></tr>
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<table width="100%" cellpadding="0" cellspacing="0" role="presentation" style="width:100%!important;max-width:100%;display:table!important;overflow:visible!important;table-layout:fixed;border-collapse:collapse;border:1px solid #cbd5e1;border-radius:0!important;background:#f7f8fa;color:#0b0d10;font-family:Arial,Helvetica,sans-serif;line-height:1.45;word-break:normal;overflow-wrap:anywhere;">
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<tr><td style="padding:16px 18px 15px;background:#0b0d10;color:#f7f8fa;border-bottom:6px solid #002fa7;word-break:break-word;"><p style="margin:0;color:#f7f8fa;font-size:16px;line-height:1.2;"><img src="https://raw.githubusercontent.com/Prysai/Prysai-LLM-Playbook/main/assets/branding/prysai-lab-mark-white-96.png" alt="Prysai Lab mark" width="44" height="44" style="display:inline-block;vertical-align:middle;width:44px;height:44px;max-width:44px;margin:0 12px 0 0;" /><span style="display:inline-block;vertical-align:middle;"><span style="color:#f7f8fa;letter-spacing:.08em;font-weight:700;">PRYSAI LAB</span><br /><span style="color:#b8c3d4;font-size:10px;letter-spacing:.14em;">INDEPENDENT AI SYSTEMS STUDIO</span></span></p></td></tr>
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<tr><td style="padding:26px 18px 24px;background:#ffffff;color:#0b0d10;word-break:break-word;"><p style="margin:0 0 12px;color:#002fa7;font-size:10px;line-height:1.35;letter-spacing:.15em;"><span style="color:#002fa7;font-weight:700;">FIELD NOTE 03 / PRYSAI / 2026</span></p><p style="margin:0;color:#0b0d10;font-size:31px;font-weight:700;line-height:1.04;letter-spacing:-.045em;">Build what<br />can be checked.</p><p style="margin:15px 0 0;color:#334155;font-size:14px;line-height:1.55;">Practical AI model work, publishing systems, and technical documentation with visible boundaries.</p></td></tr>
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<tr><td style="padding:12px 18px 13px;background:#002fa7;color:#ffffff;word-break:break-word;"><p style="margin:0 0 5px;color:#ffffff;font-size:10px;line-height:1.45;letter-spacing:.1em;"><span style="color:#ffffff;font-weight:700;">01 / STUDY 02 / SHAPE 03 / PUBLISH 04 / CHECK</span></p><p style="margin:0;color:#d9e3ff;font-size:12px;line-height:1.45;">Models 路 Workflows 路 Docs 路 Boundaries</p></td></tr>
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<tr><td style="padding:20px 18px 6px;background:#f7f8fa;color:#002fa7;word-break:break-word;"><span style="color:#002fa7;font-size:12px;line-height:1;font-weight:700;letter-spacing:.08em;">01</span><br /><span style="display:block;margin-top:7px;color:#0b0d10;font-size:20px;line-height:1.25;font-weight:700;">One connected public record</span><span style="display:block;margin-top:6px;color:#475569;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.</span></td></tr>
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<tr><td style="padding:0 18px 18px;background:#f7f8fa;color:#0b0d10;word-break:break-word;"><div style="padding:15px 16px 16px;border:1px solid #cbd5e1;border-top:4px solid #002fa7;background:#ffffff;color:#0b0d10;"><p style="margin:0 0 7px;color:#002fa7;font-size:10px;line-height:1.35;letter-spacing:.14em;"><span style="color:#002fa7;font-weight:700;">FLAGSHIP PUBLIC SYSTEM</span></p><p style="margin:0 0 7px;color:#0b0d10;font-size:18px;line-height:1.35;"><a href="https://github.com/Prysai/Prysai-LLM-Playbook" style="color:#0b0d10;text-decoration:none;"><span style="color:#0b0d10;font-weight:700;">Prysai LLM Playbook</span></a></p><p style="margin:0;color:#475569;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:1.6;"><a href="https://docs.prysai.com/llm-playbook/" style="color:#002fa7;text-decoration:underline;">Open the Docs</a> 路 <a href="https://huggingface.co/spaces/Prysai/Prysai-LLM-Playbook" style="color:#002fa7;text-decoration:underline;">Open the Space</a> 路 <a href="https://github.com/Prysai/Prysai-LLM-Playbook" style="color:#002fa7;text-decoration:underline;">Inspect source</a></p></div></td></tr>
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<tr><td style="padding:20px 18px 6px;border-top:1px solid #cbd5e1;background:#f7f8fa;color:#002fa7;word-break:break-word;"><span style="color:#002fa7;font-size:12px;line-height:1;font-weight:700;letter-spacing:.08em;">02</span><br /><span style="display:block;margin-top:7px;color:#0b0d10;font-size:20px;line-height:1.25;font-weight:700;">What the studio is working on</span></td></tr>
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<tr><td style="padding:0 18px;background:#f7f8fa;color:#0b0d10;word-break:break-word;"><div style="padding:15px 16px 16px;border:1px solid #cbd5e1;border-top:4px solid #002fa7;background:#ffffff;color:#0b0d10;"><p style="margin:0 0 8px;color:#002fa7;font-size:10px;line-height:1.35;letter-spacing:.13em;"><span style="color:#002fa7;font-weight:700;">MODEL WORKFLOWS</span></p><p style="margin:0 0 7px;color:#0b0d10;font-size:16px;line-height:1.35;"><span style="color:#0b0d10;font-weight:700;">Train, release, inspect</span></p><p style="margin:0;color:#475569;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:#002fa7;text-decoration:underline;">Workflow notes</a></p></div></td></tr>
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<tr><td style="padding:10px 18px 0;background:#f7f8fa;color:#0b0d10;word-break:break-word;"><div style="padding:15px 16px 16px;border:1px solid #cbd5e1;border-left:4px solid #0b0d10;background:#ffffff;color:#0b0d10;"><p style="margin:0 0 8px;color:#002fa7;font-size:10px;line-height:1.35;letter-spacing:.13em;"><span style="color:#002fa7;font-weight:700;">PUBLISHING SYSTEMS</span></p><p style="margin:0 0 7px;color:#0b0d10;font-size:16px;line-height:1.35;"><span style="color:#0b0d10;font-weight:700;">Make work findable</span></p><p style="margin:0;color:#475569;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:#002fa7;text-decoration:underline;">Capabilities</a></p></div></td></tr>
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<tr><td style="padding:10px 18px 18px;background:#f7f8fa;color:#0b0d10;word-break:break-word;"><div style="padding:15px 16px 16px;border:1px solid #cbd5e1;border-left:4px solid #002fa7;background:#ffffff;color:#0b0d10;"><p style="margin:0 0 8px;color:#002fa7;font-size:10px;line-height:1.35;letter-spacing:.13em;"><span style="color:#002fa7;font-weight:700;">TECHNICAL DOCUMENTATION</span></p><p style="margin:0 0 7px;color:#0b0d10;font-size:16px;line-height:1.35;"><span style="color:#0b0d10;font-weight:700;">Keep the source visible</span></p><p style="margin:0;color:#475569;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:#002fa7;text-decoration:underline;">Research record</a></p></div></td></tr>
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<tr><td style="padding:18px;background:#0b0d10;color:#f7f8fa;border-top:6px solid #002fa7;word-break:break-word;"><p style="margin:0 0 8px;color:#b8c3d4;font-size:10px;line-height:1.35;letter-spacing:.14em;"><span style="color:#b8c3d4;font-weight:700;">PROJECT STATUS</span></p><p style="margin:0;color:#ffffff;font-size:25px;line-height:1.05;"><span style="color:#ffffff;font-weight:700;">candidate</span></p><p style="margin:8px 0 0;color:#d7dee9;font-size:11px;line-height:1.45;">Structure and checks are inspectable.</p><p style="margin:16px 0 0;padding-top:14px;border-top:1px solid #64748b;color:#b8c3d4;font-size:10px;line-height:1.35;letter-spacing:.14em;"><span style="color:#b8c3d4;font-weight:700;">EVIDENCE BOUNDARY</span></p><p style="margin:8px 0 0;color:#ffffff;font-size:17px;line-height:1.3;"><span style="color:#ffffff;font-weight:700;">Broader learner validation and independent review remain in progress.</span></p><p style="margin:10px 0 0;color:#d7dee9;font-size:12px;line-height:1.5;">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>
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<tr><td style="padding:20px 18px 6px;border-top:1px solid #cbd5e1;background:#f7f8fa;color:#002fa7;word-break:break-word;"><span style="color:#002fa7;font-size:12px;line-height:1;font-weight:700;letter-spacing:.08em;">03</span><br /><span style="display:block;margin-top:7px;color:#0b0d10;font-size:20px;line-height:1.25;font-weight:700;">Open the public map</span><span style="display:block;margin-top:6px;color:#475569;font-size:14px;line-height:1.5;">Four surfaces, one route back to the source of truth.</span></td></tr>
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<tr><td style="padding:0 18px;background:#f7f8fa;color:#0b0d10;word-break:break-word;"><div style="padding:13px 14px;border:1px solid #cbd5e1;border-top:4px solid #002fa7;background:#ffffff;color:#0b0d10;"><a href="https://prysai.com/" style="color:#0b0d10;text-decoration:none;"><span style="color:#0b0d10;font-weight:700;">01 / Prysai website</span></a><br /><span style="color:#475569;font-size:12px;line-height:1.45;">Studio context and public references.</span></div></td></tr>
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<tr><td style="padding:10px 18px 0;background:#f7f8fa;color:#0b0d10;word-break:break-word;"><div style="padding:13px 14px;border:1px solid #cbd5e1;border-left:4px solid #0b0d10;background:#ffffff;color:#0b0d10;"><a href="https://docs.prysai.com/llm-playbook/" style="color:#0b0d10;text-decoration:none;"><span style="color:#0b0d10;font-weight:700;">02 / Playbook Docs</span></a><br /><span style="color:#475569;font-size:12px;line-height:1.45;">The guided reading surface.</span></div></td></tr>
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<tr><td style="padding:10px 18px 0;background:#f7f8fa;color:#0b0d10;word-break:break-word;"><div style="padding:13px 14px;border:1px solid #cbd5e1;border-left:4px solid #002fa7;background:#ffffff;color:#0b0d10;"><a href="https://github.com/Prysai" style="color:#0b0d10;text-decoration:none;"><span style="color:#0b0d10;font-weight:700;">03 / GitHub organization</span></a><br /><span style="color:#475569;font-size:12px;line-height:1.45;">Canonical project source.</span></div></td></tr>
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<tr><td style="padding:10px 18px 18px;background:#f7f8fa;color:#0b0d10;word-break:break-word;"><div style="padding:13px 14px;border:1px solid #cbd5e1;border-left:4px solid #0b0d10;background:#ffffff;color:#0b0d10;"><a href="https://huggingface.co/Prysai" style="color:#0b0d10;text-decoration:none;"><span style="color:#0b0d10;font-weight:700;">04 / Hugging Face</span></a><br /><span style="color:#475569;font-size:12px;line-height:1.45;">Models, Spaces, and organization surface.</span></div></td></tr>
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<tr><td style="padding:18px;background:#002fa7;color:#ffffff;word-break:break-word;"><p style="margin:0 0 8px;color:#d9e3ff;font-size:10px;line-height:1.35;letter-spacing:.14em;"><span style="color:#d9e3ff;font-weight:700;">THE OPERATING RULE</span></p><p style="margin:0;color:#ffffff;font-size:20px;line-height:1.18;"><span style="color:#ffffff;font-weight:700;">Make the scope visible.<br />Check the source.<br />Keep the next step reversible.</span></p></td></tr>
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<tr><td style="padding:16px 18px 18px;background:#f7f8fa;color:#0b0d10;text-align:center;word-break:break-word;"><p style="margin:0 0 7px;font-size:13px;line-height:1.6;"><a href="https://prysai.com/" style="color:#002fa7;text-decoration:underline;"><span style="color:#002fa7;font-weight:700;">Website</span></a> 路 <a href="https://docs.prysai.com/llm-playbook/" style="color:#002fa7;text-decoration:underline;">Docs</a> 路 <a href="https://github.com/Prysai/Prysai-LLM-Playbook" style="color:#002fa7;text-decoration:underline;">GitHub</a> 路 <a href="https://huggingface.co/Prysai" style="color:#002fa7;text-decoration:underline;">Hugging Face</a></p><p style="margin:0;color:#64748b;font-size:11px;line-height:1.45;">Public references, explicit limits, and a path back to the source.</p></td></tr>
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