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DEEPSEEK-V4-FL$0.20▼ 26.3%
DEEPSEEK-V4-PR$0.87▲ 4.6%
QWEN3.6-FLASH$1.13▼ 24.9%
NEMOTRON-3-SUP$0.45▼ 23.9%
LLAMA-4-MAVERI$0.60▼ 11.9%
LLAMA-4-SCOUT$0.30▲ 5.8%
GEMINI-3.1-FLA$1.50▼ 10.0%
GEMINI-2.5-FLA$0.40▼ 0.8%
MINIMAX-01$1.10▲ 8.0%
MIMO-V2.5$0.28▼ 5.8%
MIMO-V2.5-PRO$0.87▲ 2.6%
MINIMAX-M3$1.20▼ 6.1%
QWEN3.5-PLUS-2$1.80▼ 6.0%
NOVA-2-LITE-V1$2.50▼ 31.4%
GEMINI-2.5-FLA$2.50▼ 9.5%
GROK-4.3$2.50▼ 8.7%
QWEN3.6-PLUS$1.95▼ 31.6%
NEMOTRON-3-ULT$2.50▼ 25.9%
QWEN3.7-PLUS$1.60▼ 21.4%
MINIMAX-M1$2.20▲ 11.9%
PALMYRA-X5$6.00▼ 26.9%
QWEN3.7-MAX$3.75▼ 3.1%
GEMINI-3.5-FLA$9.00▼ 8.3%
GEMINI-2.5-PRO$10.00▲ 7.2%
GPT-5.4-NANO$1.25▲ 10.0%
NOVA-LITE-V1$0.24▼ 28.9%
KIMI-K2.5$1.90▲ 9.8%
MINISTRAL-14B-$0.20▼ 17.7%
DEEPSEEK-V4-FL$0.20▼ 26.3%
DEEPSEEK-V4-PR$0.87▲ 4.6%
QWEN3.6-FLASH$1.13▼ 24.9%
NEMOTRON-3-SUP$0.45▼ 23.9%
LLAMA-4-MAVERI$0.60▼ 11.9%
LLAMA-4-SCOUT$0.30▲ 5.8%
GEMINI-3.1-FLA$1.50▼ 10.0%
GEMINI-2.5-FLA$0.40▼ 0.8%
MINIMAX-01$1.10▲ 8.0%
MIMO-V2.5$0.28▼ 5.8%
MIMO-V2.5-PRO$0.87▲ 2.6%
MINIMAX-M3$1.20▼ 6.1%
QWEN3.5-PLUS-2$1.80▼ 6.0%
NOVA-2-LITE-V1$2.50▼ 31.4%
GEMINI-2.5-FLA$2.50▼ 9.5%
GROK-4.3$2.50▼ 8.7%
QWEN3.6-PLUS$1.95▼ 31.6%
NEMOTRON-3-ULT$2.50▼ 25.9%
QWEN3.7-PLUS$1.60▼ 21.4%
MINIMAX-M1$2.20▲ 11.9%
PALMYRA-X5$6.00▼ 26.9%
QWEN3.7-MAX$3.75▼ 3.1%
GEMINI-3.5-FLA$9.00▼ 8.3%
GEMINI-2.5-PRO$10.00▲ 7.2%
GPT-5.4-NANO$1.25▲ 10.0%
NOVA-LITE-V1$0.24▼ 28.9%
KIMI-K2.5$1.90▲ 9.8%
MINISTRAL-14B-$0.20▼ 17.7%
Model Launches· Berkeley AI (BAIR)· Jan 10, 2026· 5 months ago· 1 min read

Information-Driven Design of Imaging Systems

An encoder (optical system) maps objects to noiseless images, which noise corrupts into measurements. Our information estimator uses only these noisy measurements and a noise model to quantify how well measurements dist…

Why it matters

New models reset the capability and price-performance frontier. Teams re-evaluate what to build on whenever a launch shifts what's possible per dollar.

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Summaries are aggregated for information only — follow the source link for the full story. Demo entries are illustrative.

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