The depth of recursion becomes a tunable compute axis at inference time, requiring no retraining. A small model, by reading itself, can iterate toward answers that neither it nor any of its workers could reach in a single pass.
大多数人认为模型的能力受其规模和训练数据的限制，需要更大模型或重新训练才能提升性能。但作者提出小模型通过自我递归调用可以在推理时动态扩展能力，无需重新训练就能达到单个模型无法企及的高度。这挑战了规模即能力的行业共识，暗示小模型可能通过自省机制实现突破性能力。
this self-judgement does not need to be perfectly accurate, as we find ReasoningBank to be quite robust against judgment noise
大多数人认为智能体的自我评估需要高度准确才能有效学习，因为错误的判断会导致错误的记忆形成。但作者认为即使自我判断存在噪声，ReasoningBank仍然能够有效运作，这挑战了传统对评估精确性的严格要求，表明系统可能比预期更能容忍不完美的自我评估。
The results demonstrate consistent improvements over strong baselines, supporting the effectiveness of agent resource management and closed loop self evolution.
大多数研究者认为自我进化系统难以评估且效果不稳定，但作者声称他们的系统在多个具有挑战性的基准测试中表现出持续改进的能力。这一结论挑战了AI自我进化领域的普遍怀疑态度，暗示了一种更加可靠和有效的自我进化方法。
We introduce Autogenesis Protocol (AGP), a self evolution protocol that decouples what evolves from how evolution occurs.
大多数人认为代理系统的演化应该是一个整体、不可分割的过程，但作者提出了一个颠覆性的观点：将演化的内容与演化方式解耦。这与传统软件架构和代理系统设计理念相悖，暗示了一种全新的、更灵活的代理系统架构范式。
to me the first step for being able to grow as a human being and as a true human being and express our true nature is to takeing first responsibility for what happens in our life good and bad and the next step is to be honest about yourself so the honesty was to recognize that I was unhappy and I was pretending to be happy so I recognize what normally people do not because they don't want to change their belief and so they continue to be unhappy
for - answer - how to experience nondual - how to experience non-separation and the authentic self - Federico Faggin
answer - how to experience nondual - how to experience non-separation and the authentic self - Be sincere in acknowledging your unhappiness and - take responsibility for it - Be a sincere seeker - The intensity of your search is like a prayer
: Why do you think it is so hard for people to awaken to the true nature of things, even after being told of scientific research or after having a personal experience of no-self? FV: My hypothesis is that evolution has shaped human beings to disregard the basic sources of our being. We were built to forget how we were put together.
for: evolution - forgetting our non-self nature, adjacency - evolution - non-self - Fransisco Verella, adjacency - evolution - no-self - Fransisco Verella
adjacency between
According to general Buddhist analysis, the individual that may be assumed to exist as a singular, enduring, and controlling self is mere appearance devoid of causal efficacy, and thus epiphenomenal [68]. In the case of a Bodhisattva, this understanding is carried forward so as to encompass a critique of the apparent foundations of cognition: object, agent, and action.
Another feature of this vision that aligns well with Buddhist ideas is the lack of a permanent, unique, unitary Self [68]. The picture given by the evolutionary cell-biological perspective is one where a cognitive agent is seen as a self-reinforcing process (the homeostatic loop), not a thing [69,70,71].
Joe. (2021, January 26). Crystal Prison Zone: I tried to report scientific misconduct. How did it go? Crystal Prison Zone. http://crystalprisonzone.blogspot.com/2021/01/i-tried-to-report-scientific-misconduct.html
Davis, N., & Boseley, S. (2020, October 9). Coronavirus: At least three-quarters of people in UK fail to self-isolate. The Guardian. https://www.theguardian.com/world/2020/oct/09/covid-in-england-latest-figures-suggest
IZA – Institute of Labor Economics. ‘COVID-19 and the Labor Market’. Accessed 6 October 2020. https://covid-19.iza.org/publications/dp13720/.
Meryl Streep Wins Supporting Actress: 1980 Oscars
The material contained in this video are the contents of Meryl Streep's first Academy Award for Kramer vs Kramer in 1980.
During her speech she gives praise and thanks to the director, crew members such as costume, lighting etc.
She also goes on to thank her co-star Dustin Hoffman whom also wins for Best Actor this year.
Meryl does not express any of her political concerns during this moment. A moment that will not compare to her future wins because nothing compares to your first.