<div dir="auto">I couldn’t read all of it.  The combination of X3D, schema and Python is H3D or X3DPSAIL.  If X3D is a schema, then X3DPSAIL is an ORM.</div><div dir="auto"><br></div><div dir="auto">John</div><div><br><div class="gmail_quote gmail_quote_container"><div dir="ltr" class="gmail_attr">On Wed, May 6, 2026 at 7:39 AM Len Bullard via x3d-public <<a href="mailto:x3d-public@web3d.org">x3d-public@web3d.org</a>> wrote:<br></div><blockquote class="gmail_quote" style="margin:0 0 0 .8ex;border-left:1px #ccc solid;padding-left:1ex">Lessons learned.  How sparsity and shallow domains affect LLM <br>
effectiveness beyond hallucinations. Why systems engineering skills <br>
matter to using AI<br>
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<a href="https://aiartistinprocess.blogspot.com/2026/05/domain-awareness-trust-but-verify.html" rel="noreferrer" target="_blank">https://aiartistinprocess.blogspot.com/2026/05/domain-awareness-trust-but-verify.html</a><br>
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