用 Kimi K3 + GPT-6 Astra 搭每日 6 万美元的股票研究流水线
作者把研究拆成五级漏斗：纯代码算数、规则筛股、Kimi K3 读财报、GPT-6 Astra 做多空辩论、人工确认，成本约 450 美元。
This AI analyst does $60,000 a day of research for about $450 Kimi K3 + GPT-6 Astra, but the real trick is a funnel, not one giant model: signal → plain code → Kimi K3 → GPT-6 Astra → human → sourced report step 1 → plain code does the math first, zero LLM cost step 2 → rules and a light classifier cut 10,000 stocks to 150 step 3 → Kimi K3 reads eight quarters at once and keeps the 40 that don't add up step 4 → GPT-6 Astra argues bull vs bear, every claim needs a source step 5 → a human confirms anything that executes the result: no BUY, no predictions, just what changed and what contradicts it save this setup, watch the terminal above - then read the full architecture with formulas ↓
这条是引用着另一条写的：x.com/leopardracer/status/2101982527871131955