哈哈哈Rocky 梦到零食了！满桌炸鸡可乐薯片堆成山，眼泪哗啦啦往下掉， @SeismicSys 在旁边默默闪光守护隐私… 这吃货的快乐与痛苦谁懂啊😂🤣🍟 @NoxxW3 | @heathcliff_eth x.com/lingrooo/status/206234…

Axis Weekly This week was about making the AXIS loop more scalable end to end: automating data-to-model workflows, testing recovery-driven training, expanding TaskGen coverage, and preparing the dataset and model stack for release. Key updates: - Data-to-model automation: We used scripts to speed up and standardize several repetitive but critical workflows. - Continuous-growth training: We completed multi-data-scale training and success-rate comparisons across several failure tasks. - Failure task expansion: A new batch of failure tasks has been pushed to test, expanding the evaluation range for ablations across data scale, data quality, and randomization. - TaskGen: Articulated-object generation is now merged into the automatic generation pipeline. - Model and release prep: We finished the first round of fine-tuning, evaluation, and benchmarking, completed the dataset’s conference submission, and are now improving experimental results for release. Details below 🧵

and you can have your very own gold digging at home via local ai. few truly understand long term benefits, build with parallax

在星光闪烁的夜空，Rocky戴着紫色巫师帽，骑着扫帚帅气飞驰✨ @SeismicSys 施展魔法 用零知识证明与机密计算技术， 把每一次冒险都守护得神秘又安心 今晚，也来一起乘风破浪吧！😍😍 @NoxxW3 | @heathcliff_eth x.com/lingrooo/status/206184…

We recently launched a new set of robotic data collection tasks, with a focus on long-horizon tasks (LH) and cross-embodiment tasks (Multi Embodiment). These include bimanual teleoperation and task adaptation across different robot morphologies. Why this matters: 1. Axis is moving toward more complex, real-world robotic tasks. 2. Long-horizon tasks make complex data collection more scalable in simulation. 3. Staged checkers turn long tasks into clearer training signals. 4. Cross-embodiment tasks help Axis support multiple robot forms and control modes. 5. Axis is improving both the diversity and complexity of data. 6. The goal is not just more data, but more valuable data. Details below. 🧵

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满怀新鲜蔬果，Rocky笑得眼睛都弯了🤣 注入满满新鲜活力，用零知识证明与机密计算技术， 让每一天都健康又安心 属于你一个人的隐私能量🥕🫑 @NoxxW3 | @heathcliff_eth x.com/lingrooo/status/206098…

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在阳光洒满的街头，Rocky戴着鸭舌帽帅气滑板冲刺 @SeismicSys 乘风破浪，用零知识证明与机密计算技术， 让每一次自由滑行都安心又痛快 滑得再快，隐私也稳稳跟上！🛹⭐️ @NoxxW3 | @heathcliff_eth x.com/lingrooo/status/205998…

and agentic token usage growth expectations look like this btw. if you cannot supply, the price goes vertical. bullish on local and distributed edge ai inference.