Orange AI

豆包音频生成模型 Seed Audio 1.0 能生成人声、音乐、音效等复杂声音，标志着声音模型进入新阶段。

Claude Fable 5 是 Claude 4.5 以来最重大的模型进步，基于 Mythos 底座并增加安全护栏，性能在多个领域领先。

Economists argue that the AI technological revolution directly consumes energy, causing a significant increase in the prices of new and old energy sources. This profound change suggests an extremely major technological transformation, which could either be the largest bubble in history or the point of singularity is approaching.

AI can boost speed, but cannot ensure correctness; organizations need to make correct decisions within a unit of time.

AI boosts engineer productivity tenfold, leading companies to hire more rather than lay off; Indeed data shows software jobs rose 10 months straight since mid-2025, up 15% from the low point.

OPC（One-Person Company）模式虽降低交易成本、提升个体能力，但无法替代公司对风险共担与信任机制的构建作用，雇佣与合伙的本质是买确定性与押命运。

A社因Fable 5 GPU占用问题调整策略，后因GPT 5.6发布导致用户流失，最终重新引入Fable 5。

The core of salary becoming a curse in the AI era lies in creating value that surpasses fixed compensation, where builders see continuous value growth due to 10x AI productivity gains, sellers remain relatively safe through income amplification, while the third category faces replacement risks. Cloudflare's layoff of 1,100 people followed by hiring 1,111 interns validates this trend.

The bottleneck of creativity has shifted from efficiency to a 'sense of relaxation.' In an era where AI provides 10x efficiency, top creators are moving toward the OPC (One Person Company) model, building personal aesthetic styles through extensive observation of high-quality works in low-pressure environments.

Orange AI发布Seedream 5.0 Pro图像模型，声称在动漫人物场景美学上超越GPT Image 2，并新增图像编辑功能。

Orange AI宣布限制Claude在前沿大语言模型开发中的使用，以防止技术滥用。

AI行业进入新阶段，强调model+harness才是产品，完全自动化不可行，耐心成为新奢侈品，AI成本高ROI低。

大公司在固定工作量下使用AI会增加token消耗成本，导致裁员或不用AI来节省成本，除非找到新业务方向提升收益。

AGI的出现可能加剧而非解决人类社会的分配难题，该问题本质属于政治与伦理范畴，技术本身难以直接解决。

GPT-Live通过实时语法纠正功能可能对多邻国构成竞争，但文章缺乏技术细节和数据支撑。

本文记录了AI公司Orange AI的转型实录，但缺乏具体技术细节和工程实践指导，对工程师参考价值有限。

大模型的使用成本极高，单条15秒4K视频生成费用达88元，影响其商业可行性。

GLM 5.2 在 COLA 任务中表现优于 DeepSeek 和 MIMO，但稳定性与速度仍需提升。

Orange AI on X: '佛教的研究母题是「苦」，苦是来源于人类动物性的永不满足。 永不满足自然会带来痛苦，但同时也会带来把事情做成的执念。 执念的背后是欲望，欲望如大象，我们每个人都是骑象人，我们的智慧是大象的 harness。 著名的金刚经，其含义是这个经书的智慧如金刚般尖锐，能斩断一切无明烦恼。' / X

Terminal emulators are called that way because they were originally programs that mimicked dedicated computer terminals connected to a host via cables.

AI 自动化流程已经发展到让 AI 自提需求、开发、测试并上线的程度，但最终产品可能只适用于 AI 使用。

The article discusses the potential and challenges of AI in literary creation, emphasizing the combination of technology and humanity.

Human decisions are more driven by hormones than rational analysis, prompting reflection on the motivations behind technological choices.

The first Agent Tank Battle has launched, allowing players to use Cola to connect with AgenTank and let AI Agents autonomously write and optimize tank code for combat; using the MiMo 2.5 Pro model enables free upgrades for a limited time, with the top 100 participants eligible to win $100 in premium model Tokens.

人类对AI的过度依赖导致严重幻觉现象，需警惕盲目信任AI。

The article highlights that equating product development with profitability is a common misconception, with the real challenge lying in sales and marketing, and successful individuals typically build multi-channel revenue streams.

Orange AI's product Cola has added Codex login functionality, allowing users to use Codex subscriptions to power Cola. Cola now also supports users entering their own API keys, currently supporting GPT and Claude models.

Large models are now simple, no longer relying on individual heroism, but rather on team collaboration, with the key being actual operation and implementation.

该推文分享个人历史感悟，与技术领域无直接关联，信息密度低且缺乏工程实践价值。

这篇书评推荐了42万字的褚时健传记，强调其真实细节与百年历史跨度，核心观点是'按规律办事，实践出真知'。