{"id":9545,"date":"2025-02-21T13:03:25","date_gmt":"2025-02-21T13:03:25","guid":{"rendered":"https:\/\/dev.sparxitsolutions.com\/blog\/?p=9545"},"modified":"2026-04-20T13:05:21","modified_gmt":"2026-04-20T13:05:21","slug":"test","status":"publish","type":"post","link":"https:\/\/dev.sparxitsolutions.com\/blog\/test\/","title":{"rendered":"test"},"content":{"rendered":"<style>\n.paiW{all:revert;display:block;box-sizing:border-box;font-family:-apple-system,BlinkMacSystemFont,\"Segoe UI\",Roboto,Arial,sans-serif;font-size:14px;line-height:1.5;color:#111827;background:#fff;border:1px solid #e2e8f0;border-radius:14px;padding:24px;max-width:720px;margin:0 auto 24px;}\n.paiW *{all:revert;box-sizing:border-box;font-family:inherit;}\n.paiW p,.paiW span,.paiW div,.paiW label{display:revert;margin:0;padding:0;}\n\n.paiHint{display:block!important;font-size:13px!important;color:#6b7280!important;margin-bottom:20px!important;}\n\n.paiSeqWrap{text-align:center!important;display:block!important;margin-bottom:4px!important;}\n.paiSeqLbl{display:block!important;font-size:10px!important;font-weight:700!important;letter-spacing:.12em!important;text-transform:uppercase!important;color:#94a3b8!important;margin-bottom:10px!important;}\n\n.paiToks{display:flex!important;flex-wrap:wrap!important;align-items:center!important;justify-content:center!important;gap:8px!important;margin-bottom:8px!important;}\n\n.paiTok{\n  all:unset!important;\n  display:inline-flex!important;align-items:center!important;justify-content:center!important;\n  min-width:58px!important;height:40px!important;padding:0 14px!important;\n  border-radius:8px!important;font-size:13.5px!important;font-weight:500!important;\n  cursor:pointer!important;\n  background:#EEEDFE!important;color:#3C3489!important;\n  border:1.5px solid #a5b4fc!important;\n  transition:transform .15s,box-shadow .15s!important;\n  user-select:none!important;-webkit-user-select:none!important;\n  box-sizing:border-box!important;\n}\n.paiTok:hover{transform:translateY(-2px)!important;box-shadow:0 4px 10px rgba(83,74,183,.2)!important;}\n.paiTok.on{background:#FEF3C7!important;color:#92400e!important;border:2px solid #F59E0B!important;}\n\n.paiArrow{font-size:20px!important;color:#9ca3af!important;display:inline-flex!important;align-items:center!important;padding:0 4px!important;line-height:1!important;}\n\n.paiMBox{\n  all:unset!important;\n  display:inline-flex!important;flex-direction:column!important;align-items:center!important;justify-content:center!important;\n  background:#d1fae5!important;border:1.5px solid #6ee7b7!important;border-radius:10px!important;\n  padding:6px 18px!important;min-width:120px!important;height:48px!important;\n  box-sizing:border-box!important;\n}\n.paiMBox s1{display:block!important;font-size:13px!important;font-weight:600!important;color:#065f46!important;}\n.paiMBox s2{display:block!important;font-size:11px!important;color:#059669!important;}\n\n.paiMeta{display:block!important;text-align:center!important;font-size:11px!important;color:#9ca3af!important;margin:8px 0 14px!important;}\n.paiDivider{display:block!important;height:1px!important;background:#e5e7eb!important;margin:0 0 16px!important;}\n\n.paiFormulaWrap{display:block!important;text-align:center!important;margin-bottom:20px!important;}\n.paiFormulaLbl{display:block!important;font-size:10px!important;font-weight:700!important;letter-spacing:.12em!important;text-transform:uppercase!important;color:#94a3b8!important;margin-bottom:6px!important;}\n.paiFormulaVal{position: static !important;display:block!important;font-size:13px!important;color:#1e293b!important;font-family:ui-monospace,\"Courier 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0!important;}\n.paiLogW{font-size:12.5px!important;font-weight:600!important;color:#1e293b!important;}\n.paiLogZ{font-size:11.5px!important;color:#64748b!important;font-family:ui-monospace,monospace!important;}\n\n.paiBarRow{display:flex!important;align-items:center!important;gap:8px!important;margin:5px 0!important;}\n.paiBarLbl{min-width:36px!important;font-size:12px!important;font-weight:600!important;color:#1e293b!important;}\n.paiBarTrack{flex:1!important;height:13px!important;background:#e2e8f0!important;border-radius:4px!important;overflow:hidden!important;display:block!important;}\n.paiBarFill{height:100%!important;border-radius:4px!important;display:block!important;transition:width .35s cubic-bezier(.4,0,.2,1)!important;}\n.paiBarVal{min-width:36px!important;text-align:right!important;font-size:11px!important;color:#64748b!important;}\n\n.paiEmpty{display:block!important;font-size:12px!important;color:#94a3b8!important;font-style:italic!important;}\n\n.paiTempLbl{display:block!important;font-size:10px!important;font-weight:700!important;letter-spacing:.1em!important;text-transform:uppercase!important;color:#94a3b8!important;margin-bottom:12px!important;}\n.paiTempRow{display:flex!important;align-items:center!important;gap:12px!important;margin-bottom:12px!important;}\n.paiTempRow label{all:unset!important;font-size:13px!important;color:#374151!important;white-space:nowrap!important;min-width:90px!important;display:inline!important;}\n.paiTempRow input[type=range]{all:unset!important;-webkit-appearance:auto!important;appearance:auto!important;flex:1!important;height:4px!important;cursor:pointer!important;accent-color:#6366f1!important;display:inline-block!important;vertical-align:middle!important;}\n.paiTval{position: static !important;font-size:14px!important;font-weight:700!important;color:#1e293b!important;min-width:30px!important;text-align:right!important;}\n\n.paiSampleRow{display:flex!important;align-items:center!important;gap:8px!important;flex-wrap:wrap!important;font-size:13px!important;color:#374151!important;}\n.paiPill{position: static !important;display:inline-block!important;padding:3px 14px!important;border-radius:20px!important;font-size:12px!important;font-weight:600!important;background:#eff6ff!important;color:#1d4ed8!important;border:1px solid #bfdbfe!important;}\n.paiHintTxt{position: static !important;font-size:11px!important;color:#94a3b8!important;font-style:italic!important;}\n<\/style>\n\n<div class=\"paiW\">\n\n  <span class=\"paiHint\">Click a token below to see how the model assigns probabilities to each possible next word.<\/span>\n\n  <div class=\"paiSeqWrap\">\n    <span class=\"paiSeqLbl\">Input Sequence<\/span>\n    <div class=\"paiToks\">\n      <span class=\"paiTok\" id=\"pt-the\"  onclick=\"pS('the')\">the<\/span>\n      <span class=\"paiTok\" id=\"pt-cat\"  onclick=\"pS('cat')\">cat<\/span>\n      <span class=\"paiTok\" id=\"pt-sat\"  onclick=\"pS('sat')\">sat<\/span>\n      <span class=\"paiTok\" id=\"pt-on\"   onclick=\"pS('on')\">on<\/span>\n      <span class=\"paiTok on\" id=\"pt-the2\" onclick=\"pS('the2')\">the<\/span>\n      <span class=\"paiArrow\">\u2192<\/span>\n      <div class=\"paiMBox\">\n        <s1>Model layers<\/s1>\n        <s2>P(next | context)<\/s2>\n      <\/div>\n    <\/div>\n    <span class=\"paiMeta\">Amber = query token &nbsp;\u00b7&nbsp; Purple = context<\/span>\n  <\/div>\n\n  <span class=\"paiDivider\"><\/span>\n\n  <div class=\"paiFormulaWrap\">\n    <span class=\"paiFormulaLbl\">What formula is active?<\/span>\n    <span class=\"paiFormulaVal\" id=\"pFormula\">P(w\u209c | w\u2081,\u2026,w\u209c\u208b\u2081) \u2014 select a token above<\/span>\n  <\/div>\n\n  <div class=\"paiGrid\">\n    <div class=\"paiCard\">\n      <span class=\"paiCardLbl\">Logits (raw scores)<\/span>\n      <div id=\"pLogits\"><span class=\"paiEmpty\">Select a token to see scores<\/span><\/div>\n    <\/div>\n    <div class=\"paiCard\">\n      <span class=\"paiCardLbl\">Softmax \u2192 Probabilities<\/span>\n      <div id=\"pBars\"><span class=\"paiEmpty\">Select a token to see distribution<\/span><\/div>\n    <\/div>\n  <\/div>\n\n  <div class=\"paiCard\">\n    <span class=\"paiTempLbl\">Temperature &amp; Sampling<\/span>\n    <div class=\"paiTempRow\">\n      <label>Temperature<\/label>\n      <input type=\"range\" min=\"1\" max=\"20\" value=\"7\" step=\"1\" id=\"pSlider\" oninput=\"pTF(this.value)\">\n      <span class=\"paiTval\" id=\"pTval\">0.7<\/span>\n    <\/div>\n    <div class=\"paiSampleRow\">\n      <span>Sampled token:<\/span>\n      <span class=\"paiPill\" id=\"pOut\">\u2014<\/span>\n      <span class=\"paiHintTxt\" id=\"pHint\"><\/span>\n    <\/div>\n  <\/div>\n\n<\/div>\n\n<script>\n(function(){\nvar D={\n  the:{f:'P(w\u2082 | \"the\") \u2014 predicting after first token',l:[{w:'cat',z:3.1},{w:'dog',z:2.4},{w:'man',z:1.8},{w:'old',z:0.9},{w:'big',z:0.2}]},\n  cat:{f:'P(w\u2083 | \"the cat\") \u2014 predicting after two tokens',l:[{w:'sat',z:4.2},{w:'is',z:2.1},{w:'ran',z:1.4},{w:'and',z:0.6},{w:'had',z:0.1}]},\n  sat:{f:'P(w\u2084 | \"the cat sat\") \u2014 three tokens of context',l:[{w:'on',z:4.8},{w:'down',z:2.3},{w:'by',z:1.1},{w:'near',z:0.5},{w:'here',z:0.1}]},\n  on:{f:'P(w\u2085 | \"the cat sat on\") \u2014 four tokens',l:[{w:'the',z:5.1},{w:'a',z:3.2},{w:'my',z:1.6},{w:'its',z:0.7},{w:'her',z:0.3}]},\n  the2:{f:'P(w\u2086 | \"the cat sat on the\") \u2014 full context',l:[{w:'mat',z:5.8},{w:'floor',z:3.1},{w:'chair',z:1.9},{w:'roof',z:0.8},{w:'table',z:0.4}]}\n};\nvar BC=['#6366f1','#10b981','#f59e0b','#94a3b8','#cbd5e1'];\nvar cur=null,temp=0.7;\nfunction sm(ls,t){var s=ls.map(function(z){return z\/t;}),mx=Math.max.apply(null,s),ex=s.map(function(z){return Math.exp(z-mx);}),su=ex.reduce(function(a,b){return a+b;},0);return ex.map(function(e){return e\/su;});}\nfunction sp(ws,ps){var r=Math.random(),c=0;for(var i=0;i<ps.length;i++){c+=ps[i];if(r<=c)return ws[i];}return ws[ws.length-1];}\nfunction rb(){\n  if(!cur)return;\n  var ps=sm(cur.map(function(l){return l.z;}),temp);\n  document.getElementById('pBars').innerHTML=cur.map(function(l,i){\n    var p=(ps[i]*100).toFixed(1);\n    return '<div class=\"paiBarRow\"><span class=\"paiBarLbl\">'+l.w+'<\/span><div class=\"paiBarTrack\"><div class=\"paiBarFill\" style=\"width:'+p+'%;background:'+BC[i]+';\"><\/div><\/div><span class=\"paiBarVal\">'+p+'%<\/span><\/div>';\n  }).join('');\n  document.getElementById('pOut').textContent=sp(cur.map(function(l){return l.w;}),ps);\n}\nwindow.pS=function(id){\n  var d=D[id];if(!d)return;\n  cur=d.l;\n  document.getElementById('pFormula').textContent=d.f;\n  document.getElementById('pLogits').innerHTML=d.l.map(function(l){\n    return '<div class=\"paiLogRow\"><span class=\"paiLogW\">'+l.w+'<\/span><span class=\"paiLogZ\">z = '+l.z.toFixed(1)+'<\/span><\/div>';\n  }).join('');\n  rb();\n  ['the','cat','sat','on','the2'].forEach(function(t){\n    var e=document.getElementById('pt-'+t);\n    if(e){t===id?e.classList.add('on'):e.classList.remove('on');}\n  });\n};\nwindow.pTF=function(v){\n  temp=parseFloat(v)\/10;\n  document.getElementById('pTval').textContent=temp.toFixed(1);\n  document.getElementById('pHint').textContent=temp<0.5?'Deterministic \u2014 top token almost certain':temp>1.2?'Creative \u2014 flat distribution':'Balanced';\n  rb();\n};\npS('the2');\n})();\n<\/script>\n<p>The Internet of Things (IoT) is revolutionizing the automotive industry by enhancing connectivity, safety, and efficiency through cloud-based application development. This technology enables real-time data exchanges that improve traffic management and reduce congestion. Also, integrating smart sensors and devices can allow vehicle-to-vehicle communication. IoT in automotive facilitates advanced driver-assistance systems (ADAS), enhancing safety features such as collision avoidance and lane-keeping assistance.<\/p>\n<p>Here are some key areas of impact.<\/p>\n<p>IoT Automotive Applications in Manufacturing: From assembly line robotics to smart quality control, IoT is streamlining manufacturing processes, improving quality, and reducing production times.<br \/>\nPredictive Maintenance: By continuously monitoring vehicle health and performance, IoT can predict when maintenance is needed, reducing the risk of breakdowns and extending the lifespan of vehicles. This proactive approach can lead to significant cost savings for manufacturers and consumers.<br \/>\nVehicle Monitoring: Vehicle sensors monitor engine health, tire pressure, and battery status to alert drivers to potential issues before they escalate.<br \/>\nFleet Management: Fleet operators use IoT to monitor vehicle location, performance, driver behavior, and fuel consumption in real time, optimizing routes and improving operational efficiency.<\/p>\n<p>By implementing IoT, the automotive industry has created smarter, safer, and more efficient vehicles that can adapt to user needs and environmental changes.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The Internet of Things (IoT) is revolutionizing the automotive industry by enhancing connectivity, safety, and efficiency through cloud-based application development. This technology enables real-time data exchanges that improve traffic management and reduce congestion. Also, integrating smart sensors and devices can allow vehicle-to-vehicle communication. IoT in automotive facilitates advanced driver-assistance systems (ADAS), enhancing safety features such [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/dev.sparxitsolutions.com\/blog\/wp-json\/wp\/v2\/posts\/9545"}],"collection":[{"href":"https:\/\/dev.sparxitsolutions.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dev.sparxitsolutions.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dev.sparxitsolutions.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/dev.sparxitsolutions.com\/blog\/wp-json\/wp\/v2\/comments?post=9545"}],"version-history":[{"count":10,"href":"https:\/\/dev.sparxitsolutions.com\/blog\/wp-json\/wp\/v2\/posts\/9545\/revisions"}],"predecessor-version":[{"id":9585,"href":"https:\/\/dev.sparxitsolutions.com\/blog\/wp-json\/wp\/v2\/posts\/9545\/revisions\/9585"}],"wp:attachment":[{"href":"https:\/\/dev.sparxitsolutions.com\/blog\/wp-json\/wp\/v2\/media?parent=9545"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dev.sparxitsolutions.com\/blog\/wp-json\/wp\/v2\/categories?post=9545"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dev.sparxitsolutions.com\/blog\/wp-json\/wp\/v2\/tags?post=9545"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}