Kimi K3 and GPT-6 Astra pipeline for AI stock analysis
A pipeline filters 10,000 stocks into signals, then has Kimi K3 compare long-context filings and Astra run bull and bear stress tests, cutting a $60K/day brute-force scan to roughly $400-450/day.
KIMI K3 + GPT-6 ASTRA JUST SHOWED WHAT AN AI MARKET ANALYST LOOKS LIKE WHEN YOU BUILD A SYSTEM AROUND IT raw market data gets filtered before either model touches it, so price, volume, filings and options decide what actually deserves deeper research. 10,000 stocks → signal engine → Kimi K3 → GPT-6 Astra → human review kimi handles the long-context work, comparing quarters, filings and management language inside one context instead of summarizing each source separately. astra stress-tests what survives, building bull and bear cases, checking claims, and exposing where the evidence still does not line up. that setup cuts a $60K/day brute-force scan to roughly $400-450/day while compressing 6-8 hours of research into 20-30 minutes.
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