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🧠 One RL to See Them All

MiniMax-AI представили Orsta-7B и Orsta-32B — мощные мультимодальные модели, обученные по новой методике V-Triune:

🔧 V-Triune объединяет:
• форматирование данных на уровне задач,
• расчет награды через кастомные верификаторы,
• мониторинг метрик по источникам.

💥 Результаты?
📈 Orsta-32B даёт **+14.1% прирост** на MEGA-Bench Core по сравнению с QwenVL-2.5!
От OCR и распознавания объектов до визуального рассуждения и математических задач — одна RL-схема покрывает всё.

📦 Модели уже доступны:
- huggingface.co/collections/One-RL-to-See-Them-All/one-rl-to-see-them-all-6833d27abce23898b2f9815a
- github.com/MiniMax-AI/One-RL-to-See-Them-All

Открытая, мощная, готовая к запуску.

#AI #Orsta #MiniMax #VisionLanguage #RLHF #VLM #Multimodal #OpenSource #HuggingFace



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🧠 One RL to See Them All

MiniMax-AI представили Orsta-7B и Orsta-32B — мощные мультимодальные модели, обученные по новой методике V-Triune:

🔧 V-Triune объединяет:
• форматирование данных на уровне задач,
• расчет награды через кастомные верификаторы,
• мониторинг метрик по источникам.

💥 Результаты?
📈 Orsta-32B даёт **+14.1% прирост** на MEGA-Bench Core по сравнению с QwenVL-2.5!
От OCR и распознавания объектов до визуального рассуждения и математических задач — одна RL-схема покрывает всё.

📦 Модели уже доступны:
- huggingface.co/collections/One-RL-to-See-Them-All/one-rl-to-see-them-all-6833d27abce23898b2f9815a
- github.com/MiniMax-AI/One-RL-to-See-Them-All

Открытая, мощная, готовая к запуску.

#AI #Orsta #MiniMax #VisionLanguage #RLHF #VLM #Multimodal #OpenSource #HuggingFace

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Should You Buy Bitcoin?

In general, many financial experts support their clients’ desire to buy cryptocurrency, but they don’t recommend it unless clients express interest. “The biggest concern for us is if someone wants to invest in crypto and the investment they choose doesn’t do well, and then all of a sudden they can’t send their kids to college,” says Ian Harvey, a certified financial planner (CFP) in New York City. “Then it wasn’t worth the risk.” The speculative nature of cryptocurrency leads some planners to recommend it for clients’ “side” investments. “Some call it a Vegas account,” says Scott Hammel, a CFP in Dallas. “Let’s keep this away from our real long-term perspective, make sure it doesn’t become too large a portion of your portfolio.” In a very real sense, Bitcoin is like a single stock, and advisors wouldn’t recommend putting a sizable part of your portfolio into any one company. At most, planners suggest putting no more than 1% to 10% into Bitcoin if you’re passionate about it. “If it was one stock, you would never allocate any significant portion of your portfolio to it,” Hammel says.

Start with a fresh view of investing strategy. The combination of risks and fads this quarter looks to be topping. That means the future is ready to move in.Likely, there will not be a wholesale shift. Company actions will aim to benefit from economic growth, inflationary pressures and a return of market-determined interest rates. In turn, all of that should drive the stock market and investment returns higher.

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