LangChain创始人分享了关于智能所有权的7条原则，帮你搞清如何构建可持续的AI系统，而不是租用别人的封闭方案。
LangChain创始人Harrison Chase提出，真正的智能优势在于随时间复合的飞轮，而非当前模型。智能是由模型、系统、上下文、记忆、经济性和反馈循环共同构成的系统，若系统不透明则是租用而非拥有。你需要拥有控制层，将智能深度集成到自有系统中并任务定制；拥有上下文和记忆层（用户偏好、组织知识、工作流模式），避免被供应商锁定；拥有模型可选性，跨模型、提供商和部署模式自由路由；拥有经济性，确保可大规模部署；同时拥有反馈循环，通过可观测性和评估衡量智能效果，而非猜测。
what does it really mean to "own your intelligence"? 1. can the system compound *on your terms*? th...
what does it really mean to "own your intelligence"? 1. can the system compound *on your terms*? the durable advantage is not the model/system at this point in time - it's the flywheel that compounds over time 2. intelligence is no longer just the model - its the system around the model. if the system is opaque or locked away, you are renting intelligence (not owning it) 3. own the harness. integrate it deeply into your systems. make it specific to the task at hand 4. own the context and memory layer. includes user preferences, org knowledge, workflow patterns. if memory is trapped in vendor product, your learning is trapped to 5. own model optionality. you need freedom to route across models, providers, deployment modes. different tasks require different tradeoffs 6. own the economics. intelligence only matters if you can afford to deploy it broadly. sustainable intelligence at scale 7. own the feedback loop. observability tells you what happened, evals tell you if it worked. without this loop you cannot measure the intelligence, you are guessing s/o @nlarusstone @nfcampos for their thoughts on feedback 💬 5 🔄 0 ❤️ 12 👀 1610 📊 7 ⚡