US-stock skilled-LLM Agents
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Task 15

Share Buybacks (XBRL) → Strategy → Backtest

Enter a ticker. We read the diluted share count from SEC XBRL — a falling count means net buybacks (shrinking float) — and an LLM trades sustained repurchases. Lookahead-safe (keyed off filing dates); a slow quarterly signal.