# If you do the same deep agent twice, why should the framework version be handed in in 9 minutes?
Official dismantling: The 170 lines saved were all returned with interest on the day of the overturn. Official source: Medium, 2026-11-02, David Oluyale. Literal translation of the original title: "Deep Research: Do Deep Agents Twice—Start from Scratch and Use Again"
Claude can even make 3D videos now? This video was made with Opus 5.5 + Tesseract.
Claude can even make 3D videos now? This video was made with Opus 5.5 + Tesseract. The entire scene was rendered with ray tracing, without opening Blender or using a video model. It is said that some people can earn more than $10,000 a month by running this kind of faceless documentary channel. You can drive one today with Claude, and the Tesseract engine itself is completely free. Specific process: 1. let…
Ant’s iteration speed is quite fast! ! ! Ling-3.2-flash multi-modal MoE model
Ant’s iteration speed is quite fast! ! ! Ling-3.2-flash multi-modal MoE model, with total parameters of 560B and activation parameters of 25B, focuses on complex visual understanding, long-term multi-modal agency, 3D interaction and medical intelligence. In the evaluation, it exceeded the highest score of Opus 5, including OmniDocBench1.5 score of 92.21, ZEROBench (Sub) 43.71, and Vision2Web 85.86.
Opus 5.5, Fable 5.1, GPT-6.1 Sol and GPT-6 Astra drew the same frog knight in pure code.
No image model. Same prompt: raise a sword in salute. True 32x32 grid, 8 colours max, 8 frames. One took 3 minutes and $0.12. One took 15 minutes. Which is which?
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