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The humanoid race is not about robots. It is about collecting physical data. Today they move boxes. Tomorrow they assemble cars, repair machines and work beside humans. Every warehouse shift is another dataset. Every failed grasp is another training example. The companies that collect the most real-world physical data today will build the smartest robots tomorrow.

The humanoid race is not about robots. It is about collecting physical data. Today they move boxes. Tomorrow they assemble cars, repair machines and work beside humans. Every warehouse shift is another dataset. Every failed grasp is another training example. The companies that collect the most real-world physical data today will build the smartest robots tomorrow.

37,306 просмотров • 4 дней назад

Most AI agents do not fail because the prompt is weak. They fail because there is no loop around the prompt. A real loop: - Finds work - Executes - Verifies - Saves state - Stops or escalates If an agent can say “done” without tests, a budget cap and an independent verifier, you built a demo. Prompts make you the operator. Loops make the agent useful while you are offline.

Most AI agents do not fail because the prompt is weak. They fail because there is no loop around the prompt. A real loop: - Finds work - Executes - Verifies - Saves state - Stops or escalates If an agent can say “done” without tests, a budget cap and an independent verifier, you built a demo. Prompts make you the operator. Loops make the agent useful while you are offline.

16,089 просмотров • 4 дней назад

OpenAI just killed the idea of one best model. GPT-5.6 is three different jobs: - Sol for hard reasoning and long agent runs - Terra for everyday work - Luna for cheap high-volume tasks Most people will send every prompt to Sol, then complain about the cost. The edge is not having the flagship. It is knowing when you do not need it.

OpenAI just killed the idea of one best model. GPT-5.6 is three different jobs: - Sol for hard reasoning and long agent runs - Terra for everyday work - Luna for cheap high-volume tasks Most people will send every prompt to Sol, then complain about the cost. The edge is not having the flagship. It is knowing when you do not need it.

12,526 просмотров • 4 дней назад

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