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@import url('https://fonts.googleapis.com/css2?family=Cinzel:wght@400;700;900&family=Raleway:wght@300;400;600;700&family=JetBrains+Mono:wght@400;700&display=swap'); /* Base Reset & Layout */ .mc-wrap{background:#081320;color:#cfe0f0;font-family:'Raleway',sans-serif;max-width:920px;margin:0 auto;padding:24px;border-radius:16px;box-sizing:border-box;position:relative;overflow:hidden; background-image: radial-gradient(ellipse at 20% 50%, rgba(41,128,185,0.10) 0%, transparent 50%), radial-gradient(ellipse at 80% 20%, rgba(243,156,18,0.08) 0%, transparent 50%), radial-gradient(ellipse at 50% 80%, rgba(231,76,60,0.06) 0%, transparent 50%)} .mc-wrap::before{content:'';position:absolute;top:0;left:0;right:0;bottom:0;background:url("data:image/svg+xml,%3Csvg width='60' height='60' viewBox='0 0 60 60' xmlns='http://www.w3.org/2000/svg'%3E%3Cg fill='none' fill-rule='evenodd'%3E%3Cg fill='%23e8503a' fill-opacity='0.03'%3E%3Cpath d='M36 34v-4h-2v4h-4v2h4v4h2v-4h4v-2h-4zm0-30V0h-2v4h-4v2h4v4h2V6h4V4h-4zM6 34v-4H4v4H0v2h4v4h2v-4h4v-2H6zM6 4V0H4v4H0v2h4v4h2V6h4V4H6z'/%3E%3C/g%3E%3C/g%3E%3C/svg%3E") repeat;pointer-events:none;z-index:0;opacity:0.5} .mc-wrap *{box-sizing:border-box;position:relative;z-index:1} .mc-wrap h1,.mc-wrap h2,.mc-wrap h3,.mc-wrap h4{color:#ffffff;border:none;font-family:'Cinzel',serif} .mc-wrap p{color:#b8cfe2;font-family:'Raleway',sans-serif;line-height:1.7} .mc-wrap strong{color:#e8503a;font-weight:600} .mc-wrap a{color:#f1948a;text-decoration:none;transition:all 0.3s;border-bottom:1px solid transparent} .mc-wrap a:hover{color:#e8503a;border-bottom-color:#e8503a} .mc-wrap ul{list-style:none;padding-left:0;margin:0} .mc-wrap li{color:#b8cfe2;margin-bottom:10px;padding-left:0;line-height:1.7} /* Code Blocks */ .mc-wrap code{background:rgba(232,80,58,0.10);color:#f1948a;padding:3px 10px;border-radius:4px;font-family:'JetBrains Mono',monospace;font-size:.85em;border:1px solid rgba(232,80,58,.25)}

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@import url('https://fonts.googleapis.com/css2?family=Cinzel:wght@400;700;900&family=Raleway:wght@300;400;600;700&family=JetBrains+Mono:wght@400;700&display=swap'); /* Base Reset & Layout */ .mc-wrap{background:#081320;color:#cfe0f0;font-family:'Raleway',sans-serif;max-width:920px;margin:0 auto;padding:24px;border-radius:16px;box-sizing:border-box;position:relative;overflow:hidden; background-image: radial-gradient(ellipse at 20% 50%, rgba(41,128,185,0.10) 0%, transparent 50%), radial-gradient(ellipse at 80% 20%, rgba(243,156,18,0.08) 0%, transparent 50%), radial-gradient(ellipse at 50% 80%, rgba(231,76,60,0.06) 0%, transparent 50%)} .mc-wrap::before{content:'';position:absolute;top:0;left:0;right:0;bottom:0;background:url("data:image/svg+xml,%3Csvg width='60' height='60' viewBox='0 0 60 60' xmlns='http://www.w3.org/2000/svg'%3E%3Cg fill='none' fill-rule='evenodd'%3E%3Cg fill='%23e8503a' fill-opacity='0.03'%3E%3Cpath d='M36 34v-4h-2v4h-4v2h4v4h2v-4h4v-2h-4zm0-30V0h-2v4h-4v2h4v4h2V6h4V4h-4zM6 34v-4H4v4H0v2h4v4h2v-4h4v-2H6zM6 4V0H4v4H0v2h4v4h2V6h4V4H6z'/%3E%3C/g%3E%3C/g%3E%3C/svg%3E") repeat;pointer-events:none;z-index:0;opacity:0.5} .mc-wrap *{box-sizing:border-box;position:relative;z-index:1} .mc-wrap h1,.mc-wrap h2,.mc-wrap h3,.mc-wrap h4{color:#ffffff;border:none;font-family:'Cinzel',serif} .mc-wrap p{color:#b8cfe2;font-family:'Raleway',sans-serif;line-height:1.7} .mc-wrap strong{color:#e8503a;font-weight:600} .mc-wrap a{color:#f1948a;text-decoration:none;transition:all 0.3s;border-bottom:1px solid transparent} .mc-wrap a:hover{color:#e8503a;border-bottom-color:#e8503a} .mc-wrap ul{list-style:none;padding-left:0;margin:0} .mc-wrap li{color:#b8cfe2;margin-bottom:10px;padding-left:0;line-height:1.7} /* Code Blocks */ .mc-wrap code{background:rgba(232,80,58,0.10);color:#f1948a;padding:3px 10px;border-radius:4px;font-family:'JetBrains Mono',monospace;font-size:.85em;border:1px solid rgba(232,80,58,.25)}

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/* Base Reset & Layout */ .mc-wrap{background:#050505;color:#e0e0e0;font-family:'Inter',sans-serif;max-width:920px;margin:0 auto;padding:24px;border-radius:16px;box-sizing:border-box;position:relative;overflow:hidden} .mc-wrap::before{content:'';position:absolute;top:-50%;left:-50%;width:200%;height:200%;background:radial-gradient(circle,rgba(255,42,109,0.03) 0%,transparent 70%);pointer-events:none;z-index:0} .mc-wrap *{box-sizing:border-box;position:relative;z-index:1} .mc-wrap h1,.mc-wrap h2,.mc-wrap h3,.mc-wrap h4{color:#ffffff;border:none} .mc-wrap p{color:#d1d1d1} .mc-wrap strong{color:#ff2a6d} .mc-wrap a{color:#ff2a6d;text-decoration:none;transition:color 0.3s} .mc-wrap a:hover{color:#ff6b9d} .mc-wrap ul{list-style:none;padding-left:0;margin:0} .mc-wrap li{color:#d1d1d1;margin-bottom:8px;padding-left:4px} /* Code Blocks */ .mc-wrap code{background:#1a1a1a;color:#ff2a6d;padding:2px 8px;border-radius:4px;font-family:'JetBrains Mono',monospace;font-size:.88em;border:1px solid rgba(255,42,109,.15)} /* Header Section */ .mc-hdr{text-align:center;padding:40px 32px;background:#0a0a0a;border:1px solid #333333;border-radius:24px;margin-bottom:20px;position:relative;overflow:hidden;box-shadow:0 0 30px rgba(255,42,109,0.1)} .mc-hdr::before{content:'';position:absolute;top:0;left:0;right:0;height:4px;background:linear-gradient(90deg,#ff2a6d,#d90429,#8d0801,#ff2a6d);background-size:200% 100%;animation:gradient-shift 3s ease infinite} .mc-name{font-family:'Space Grotesk',sans-serif;font-size:3em;font-weight:800;margin:0;letter-spacing:-.02em;background:linear-gradient(135deg,#ff2a6d,#ff6b9d,#ff2a6d);-webkit-background-clip:text;-webkit-text-fill-color:transparent;background-clip:text;line-height:1.2;text-shadow:0 0 20px rgba(255,42,109,0.3)} .mc-badge{display:inline-flex;align-items:center;gap:6px;background:rgba(255,42,109,.15);border:1px solid rgba(255,42,109,.5);padding:8px 20px;border-radius:100px;font-family:'JetBrains Mono',monospace;font-size:.9em;font-weight:700;color:#ff2a6d;margin-top:20px;box-shadow:0 0 15px rgba(255,42,109,0.2);animation:pulse-badge 2s infinite} .mc-sub{color:#8b8b8b;font-size:1.1em;margin-top:16px;font-weight:400;font-style:italic}

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--bg:#07090d; --panel:#0b1016; --ink:#edf1f4; --soft:#b0bac5; --dim:#7a8591; --faint:#59636f; --line:rgba(150,178,205,.14); --water:#6fc3d8; --water2:#4e95b5; --ember:#e2a24d; background:var(--bg); color:var(--ink); max-width:940px; margin:0 auto; font-family:system-ui,-apple-system,"Segoe UI",Roboto,Helvetica,Arial,sans-serif; font-size:16px; line-height:1.62; border:1px solid var(--line); overflow:hidden; } font-size:clamp(2.6rem,8.5vw,5.2rem); line-height:.92; text-transform:uppercase;} @supports not (-webkit-text-stroke:1px #fff){#scotoma2 .num2{color:var(--water);}} color:var(--soft); font-weight:400;} /* chart strip */ border-bottom:1px solid var(--line); background:var(--panel);} /* body */ font-weight:700; color:var(--ink);} font-family:ui-monospace,Menlo,monospace; font-size:.78rem; color:var(--water); letter-spacing:.05em; border:1px solid var(--line); padding:.15em .5em; border-radius:2px;} /* signs table */ color:var(--faint); font-weight:600; text-align:left; padding:8px 10px; border-bottom:1px solid var(--line);} font-family:ui-monospace,Menlo,monospace;} vertical-align:top;} white-space:nowrap; text-align:right;} /* presentation */ border-radius:2px; border-bottom:1px solid rgba(226,162,77,.55);} letter-spacing:.16em; text-transform:uppercase; color:var(--faint); margin-bottom:.7em;} padding:14px 18px 15px; margin:.55em 0; font-size:.92rem; line-height:1.68; color:var(--soft);} letter-spacing:.20em; text-transform:uppercase; color:var(--faint); margin-bottom:.55em;} border-radius:2px; border-bottom:1px solid rgba(226,162,77,.55); cursor:help;} font-size:.72rem; letter-spacing:.03em; display:flex; justify-content:space-between; gap:16px; flex-wrap:wrap;} @media (max-width:560px){#scotoma2 .chart{grid-template-columns:repeat(2,1fr);} #scotoma2 .cell:nth-child(2n){border-right:none;} #scotoma2 .masthead,#scotoma2 .body,#scotoma2 .foot{padding-left:22px;padding-right:22px;}} Base gemma-4-31B-it Method γ-fold + DPO Rounds 3 · 9.3k pairs Format thinking (channel) License Apache-2.0 Findings / what it does scotoma-2 is the successor to scotoma . It starts from the same idea, a bounded edit that loosens gemma‑4‑31B‑it’

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Cost analysis

Adjust monthly token usage to compare estimated API costs.

1 M = 1 million tokens · USD
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Uses collected, comparable USD-per-million-token rates. Snapshots exclude cache discounts, tiers, extra reasoning output and taxes. Check current source prices.

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How should API prices be compared?+

Separate input, output and cache rates, then estimate the same workload. Image, audio and video rates may use items, duration or resolution rather than tokens.

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Not necessarily. Check each version’s license, commercial restrictions and policies. Self-hosting also incurs compute and maintenance costs.

Is the top-ranked model the best for me?+

Rankings depend on tasks, versions and methods. Compare accuracy, latency, reliability and costs on your own workload.

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