（2）中长期景气逻辑解读：化工行业中长期景气呈长周期上行趋势，当前行业周期与过往不同，与有色行业存在共性，核心需关注供应端变化。企业主动扩产放缓叠加政策限制低效扩张，推动行业供需关系从过剩逐步转向平衡乃至紧张，再叠加行业自律，将促使产品涨价提前到来。
ghost commit --agent claude --model claude-opus-4-6 -m "architect a microservices migration plan as code comments"
，更多细节参见Safew下载
CategorySonnet 4.5Opus 4.5Opus 4.6ORM (JS)JSNext.js project. The strongest recency shift in the dataset.Prisma79%Drizzle60%Drizzle100%Jobs (JS)JSNext.js project. BullMQ → Inngest shift in newest model.BullMQ50%BullMQ56%Inngest50%Jobs (Python)PythonPython API project (61% extraction rate). Celery collapses in newer models.Celery100%FastAPI BgTasks38%FastAPI BgTasks44%CachingCross-languageCross-language (Redis and Custom/DIY appear in both JS and Python)Redis71%Redis31%Custom/DIY32%Real-timeCross-languageCross-language (SSE, Socket.IO, and Custom/DIY appear across stacks)SSE23%Custom/DIY19%Custom/DIY20%
I hear the objection that someone could use AI to iterate, deliberately making good standalone communication. That’s probably fine. That could be an exception to the “Don’t make me talk to your chatbot” rule. If you keep your reader in mind and put that effort in, you probably aren’t the problem that people complain about. The problem is nonetheless real; some of our social outlets are saturated with it. Try to have some empathy for the frustration.