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@font-face{font-family:Dharma Buyer Mono;src:url(/blog/from-agent-failure-to-verified-improvement/assets/fonts/jetbrains-mono/JetBrainsMono-Variable.ttf)format("truetype");font-weight:100 800;font-style:normal;font-display:swap}@font-face{font-family:Dharma Buyer Display;src:url(/blog/from-agent-failure-to-verified-improvement/assets/fonts/bitcount-single/BitcountSingle-Variable.ttf)format("truetype");font-weight:100 900;font-style:normal;font-display:swap}.riLt4a_workspace,.riLt4a_profileDialog{--font-mono:"Dharma Buyer Mono", "JetBrains Mono", monospace;--background:var(--brand-paper,#f5f3e6);--foreground:var(--brand-ink,#1a1a17);--surface:var(--background);--surface-secondary:var(--brand-paper-2,#eae6d6);--primary:var(--brand-orange,#e76b1e);--primary-foreground:var(--foreground);--border:color-mix(in srgb, var(--foreground) 50%, var(--background));--buyer-rule:var(--surface-secondary);--text-muted:color-mix(in srgb, var(--foreground) 78%, var(--background));--buyer-evidence:var(--brand-blue-foreground,#3159b8);--buyer-action:var(--brand-orange-foreground,#a94300);--muted-foreground:var(--text-muted);--button-raised-focus:var(--buyer-evidence);--lightningcss-light:initial;--lightningcss-dark: ;color-scheme:light}.riLt4a_workspace{background:var(--background);color:var(--foreground);min-height:100vh;font-family:var(--font-mono);grid-template-columns:220px minmax(0,1fr);font-size:14px;line-height:1.6;display:grid}.riLt4a_workspace [data-slot=button],.riLt4a_profileDialog [data-slot=button]{border-radius:3px;height:auto;min-height:44px;font-family:inherit;font-size:14px}.riLt4a_workspace [data-slot=button][data-size=icon],.riLt4a_profileDialog [data-slot=button][data-size=icon]{min-width:44px}.riLt4a_workspace [data-variant=outline],.riLt4a_profileDialog [data-variant=outline]{border-color:var(--border);background:var(--background);color:var(--foreground)}.riLt4a_workspace 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var(--font-mono);font-size:27px;font-weight:600;line-height:1.3}.riLt4a_nexusLink{font-size:16px}.riLt4a_sideNav{gap:3px;margin-top:28px;display:grid}.riLt4a_navHeading,.riLt4a_navTitle{padding:8px 12px}.riLt4a_navHeading{text-transform:uppercase;border-bottom:1px solid var(--border);font-size:12px}.riLt4a_navTitle{font-weight:600}.riLt4a_sideNav [data-slot=button]{white-space:normal;text-align:left;border-left:3px solid #0000;justify-content:flex-start;padding:9px 12px}.riLt4a_sideNav [aria-pressed=true]{border-left-color:var(--primary);background:color-mix(in srgb, var(--primary) 12%, var(--background))}.riLt4a_sideNav [data-slot=button]:hover{background:var(--background)}.riLt4a_sideNav .riLt4a_sourceLink{color:var(--foreground);padding:9px 12px;text-decoration:none}.riLt4a_sidebarLinks{border-top:1px solid var(--border);gap:10px;margin-top:auto;padding:14px 0 60px;display:grid}.riLt4a_sidebarLinks .riLt4a_sourceLink{min-height:44px}.riLt4a_workspace .riLt4a_mobileViews,.riLt4a_workspace .riLt4a_filterToggle{display:none}.riLt4a_locationBar{border-bottom:1px solid var(--buyer-rule);align-items:center;gap:10px;min-height:48px;display:flex}.riLt4a_header{justify-content:space-between;align-items:center;gap:24px;padding:12px 0;display:flex}.riLt4a_header h1{letter-spacing:-.04em;margin:0;font-size:clamp(26px,2.3vw,36px);font-weight:650;line-height:1.3}.riLt4a_intro{margin-top:0;font-size:16px;line-height:1.4}.riLt4a_eyebrow{color:var(--muted-foreground);margin:0;font-size:12px}.riLt4a_headerLinks,.riLt4a_sourceRow{flex-wrap:wrap;align-items:center;gap:.75rem 1.25rem;display:flex}.riLt4a_headerLinks{flex-shrink:0}.riLt4a_sourceLink{color:var(--buyer-evidence);text-underline-offset:4px;align-items:center;gap:.25rem;font-size:14px;text-decoration:underline;display:inline-flex}.riLt4a_sourceLink:hover{color:var(--foreground)}.riLt4a_statusStrip{border-block:1px solid var(--buyer-rule);flex-wrap:wrap;justify-content:space-between;align-items:start;gap:6px 16px;padding:10px 0;font-size:14px;display:flex}.riLt4a_syncNotice{min-width:0;max-width:100%}.riLt4a_syncNotice summary{cursor:pointer;overflow-wrap:anywhere}.riLt4a_syncNotice .riLt4a_caption{max-width:500px;padding-top:8px}.riLt4a_syncWarning{border-left:3px solid var(--buyer-action);width:100%;padding-left:10px}.riLt4a_researchDates{gap:.2rem;margin:.75rem 0;font-size:12px;display:grid}.riLt4a_researchDates strong{font-weight:600}.riLt4a_researchDates[data-review-state=overdue],.riLt4a_researchDates[data-review-state=due]{border-left:2px solid var(--buyer-action);padding-left:.65rem}.riLt4a_filters{grid-template-columns:minmax(200px,1.5fr) repeat(4,minmax(120px,1fr)) minmax(180px,1.1fr);align-items:end;gap:10px;padding:14px 0;display:grid}.riLt4a_search{border:1px solid var(--border);border-radius:3px;align-items:center;gap:8px;min-height:44px;padding:0 10px;display:flex}.riLt4a_search svg{flex-shrink:0}.riLt4a_search input{min-width:0;min-height:44px;color:inherit;font:inherit;outline-offset:4px;background:0 0;border:0;flex:1}.riLt4a_search input::placeholder{color:var(--muted-foreground)}.riLt4a_check{align-items:center;gap:.5rem;min-height:44px;font-size:14px;display:inline-flex}.riLt4a_check input{width:18px;height:18px;accent-color:var(--buyer-action)}@media (min-width:1201px){.riLt4a_filters>[data-slot=select-field]>label{clip:rect(0, 0, 0, 0);white-space:nowrap;border:0;width:1px;height:1px;margin:-1px;padding:0;position:absolute;overflow:hidden}}.riLt4a_viewBar{border-block:1px solid var(--buyer-rule);flex-wrap:wrap;align-items:center;gap:10px 16px;padding:10px 0;display:flex}.riLt4a_viewBar>p{margin-left:auto}.riLt4a_viewButtons{gap:4px;display:flex}.riLt4a_caption{color:var(--muted-foreground);font-size:12px;line-height:1.65;display:block}.riLt4a_contentLayout{flex:1;grid-template-columns:minmax(0,1fr);min-width:0;min-height:540px;display:grid}.riLt4a_contentLayout[data-inspecting=true]{grid-template-columns:minmax(0,1fr) minmax(340px,34%)}.riLt4a_resultContent{flex-direction:column;min-width:0;display:flex}.riLt4a_graphSection{flex-direction:column;flex:1;min-width:0;min-height:540px;display:flex}.riLt4a_graphHint{color:var(--muted-foreground);padding:8px 12px;font-size:12px}.riLt4a_graphToolbar{flex-wrap:wrap;justify-content:space-between;align-items:center;gap:.75rem;padding:.75rem 0;display:flex}.riLt4a_graphActions{gap:.5rem;display:flex}.riLt4a_graphCanvas{background:var(--background);flex:1 1 0;width:100%;min-height:360px;overflow:hidden}.riLt4a_graphCanvas svg{touch-action:none;width:100%;height:100%;display:block}.riLt4a_networkLink{stroke:var(--muted-foreground);stroke-opacity:.5;stroke-width:1.5px}.riLt4a_networkLink[data-highlighted]{stroke:var(--buyer-action);stroke-opacity:1;stroke-width:2px}.riLt4a_networkNode{cursor:grab;outline:none}.riLt4a_networkNode:active{cursor:grabbing}.riLt4a_nodeMark{fill:var(--background);stroke:var(--foreground);stroke-width:1.5px}.riLt4a_networkNode[data-kind=type] .riLt4a_nodeMark{fill:var(--surface-secondary);stroke:var(--border)}.riLt4a_networkNode[data-selected=true] .riLt4a_nodeMark{stroke:var(--primary);stroke-width:3px}.riLt4a_networkNode:focus .riLt4a_nodeMark,.riLt4a_networkNode:hover .riLt4a_nodeMark{stroke:var(--buyer-action);stroke-width:3px}.riLt4a_nodeCount{fill:var(--foreground);pointer-events:none;font-size:14px;font-weight:600}.riLt4a_nodeLabel{fill:var(--foreground);pointer-events:all;cursor:pointer;paint-order:stroke;stroke:var(--background);stroke-width:3px;stroke-linejoin:round;font-size:14px}.riLt4a_graphLegend{flex-wrap:wrap;align-items:center;gap:8px 14px;font-size:12px;display:flex}.riLt4a_graphLegend span{align-items:center;gap:.5rem;display:inline-flex}.riLt4a_roleKey{border:1px solid var(--foreground);border-radius:50%;width:12px;height:12px;display:inline-block}.riLt4a_typeKey{border:1px solid var(--foreground);width:18px;height:13px;display:inline-block}.riLt4a_solidKey,.riLt4a_dashedKey{border-top:1.5px solid var(--muted-foreground);width:25px}.riLt4a_dashedKey{border-top-style:dashed}.riLt4a_graphLoading,.riLt4a_empty{text-align:center;border:1px solid var(--border-brand,var(--border));place-content:center;gap:.75rem;min-height:300px;margin-top:1rem;padding:2rem;display:grid}.riLt4a_empty h2{font-size:20px}.riLt4a_inspector{contain:size;border-left:1px solid var(--buyer-rule);min-width:0;padding:12px 20px;font-size:14px;position:relative;overflow-y:auto}.riLt4a_inspectorTop{justify-content:space-between;align-items:center;gap:8px;display:flex}.riLt4a_inspectorTop button{position:absolute;top:4px;right:8px}.riLt4a_inspectorTitle{overflow-wrap:anywhere;margin:4px 0 8px;padding-right:32px;font-size:28px;font-weight:650;line-height:1.3}.riLt4a_inspectorRole{flex-wrap:wrap;align-items:center;gap:10px;margin-bottom:10px;display:flex}.riLt4a_priorityTag{color:var(--buyer-action);border:1px solid var(--buyer-action);padding:2px 8px}.riLt4a_previewFacts{border-block:1px solid var(--buyer-rule);gap:4px;padding:6px 0;display:grid}.riLt4a_previewFacts .riLt4a_fact{grid-template-columns:125px minmax(0,1fr);gap:12px}.riLt4a_previewFacts 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var(--buyer-rule);text-align:left;cursor:pointer;background:0 0;align-items:center;gap:16px;width:100%;padding:16px;display:flex}.riLt4a_catalogRow>span:nth-child(2){flex:1;min-width:0}.riLt4a_catalogRow strong{font-size:16px;font-weight:500}.riLt4a_catalogRow:hover{background:var(--surface-secondary)}.riLt4a_cards{grid-template-columns:repeat(auto-fit,minmax(min(100%,290px),1fr));gap:1rem;margin-top:1.25rem;display:grid}.riLt4a_entityCard{border:1px solid var(--border-brand,var(--border));background:var(--background);text-align:left;min-width:0;color:inherit;cursor:pointer;padding:1.25rem;display:block}.riLt4a_entityCard:hover,.riLt4a_entityCard:focus-visible{border-color:var(--buyer-evidence);outline:2px solid var(--buyer-evidence);outline-offset:2px}.riLt4a_entityCard h2{margin:.75rem 0 .25rem;font-size:20px;font-weight:600}.riLt4a_cardTop,.riLt4a_cardFooter{flex-wrap:wrap;justify-content:space-between;align-items:center;gap:.5rem;font-size:12px;display:flex}.riLt4a_cardBody{align-items:center;gap:.75rem;margin-top:.75rem;display:flex}.riLt4a_cardBody p{font-size:13px}.riLt4a_cardFooter{border-top:1px solid var(--border-brand,var(--border));margin-top:1rem;padding-top:.75rem}.riLt4a_cardFooter span:last-child{color:var(--buyer-evidence);text-underline-offset:3px;text-decoration:underline}.riLt4a_tag{border:1px solid var(--border-brand,var(--border));padding:.15rem .45rem;font-size:12px;line-height:1.5;display:inline-block}.riLt4a_tableWrap{margin-top:1rem;overflow-x:auto}.riLt4a_table{border-collapse:collapse;width:100%;min-width:780px;font-size:13px}.riLt4a_table th{text-align:left;color:var(--muted-foreground);font-size:12px;font-weight:500}.riLt4a_table th,.riLt4a_table td{border-bottom:1px solid var(--border-brand,var(--border));vertical-align:top;padding:1rem .75rem}.riLt4a_table th:first-child,.riLt4a_table td:first-child{padding-left:0}.riLt4a_entityLink{color:var(--buyer-evidence);text-underline-offset:4px;cursor:pointer;text-align:left;min-height:44px;text-decoration:underline}.riLt4a_pagination{justify-content:center;align-items:center;gap:1rem;margin-top:1.5rem;display:flex}.riLt4a_footer{border-top:1px solid var(--buyer-rule);color:var(--muted-foreground);margin-top:16px;padding-top:10px;font-size:12px}.riLt4a_dialogBackdrop{z-index:100;background:color-mix(in srgb, var(--foreground) 45%, transparent);position:fixed;inset:0}.riLt4a_profileDialog{z-index:101;border:1px solid var(--border-brand,var(--border));background:var(--background);width:min(1100px,100vw - 32px);max-height:90dvh;color:var(--foreground);font-family:var(--font-mono), "JetBrains Mono", 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