phase 17: pass all tracked tickers to extractor, soften prompt for macro-to-company relevance

scripts/check_llm3.py

@@ -0,0 +1,28 @@
+from minio import Minio
+import os, json
+
+mc = Minio(os.environ["MINIO_ENDPOINT"], access_key=os.environ["MINIO_ACCESS_KEY"], secret_key=os.environ["MINIO_SECRET_KEY"], secure=False)
+raw_objs = list(mc.list_objects("stonks-llm-results", recursive=True))
+
+# Find extractions with companies and check their summaries
+for o in raw_objs:
+    data = json.loads(mc.get_object("stonks-llm-results", o.object_name).read())
+    if not data.get("success"):
+        continue
+    attempts = data.get("attempts", [])
+    if not attempts:
+        continue
+    raw_out = attempts[-1].get("raw_output", "")
+    try:
+        parsed = json.loads(raw_out)
+        companies = parsed.get("companies", [])
+        summary = parsed.get("summary", "")
+        conf = parsed.get("confidence", 0)
+        # Show high-confidence ones that still have no companies
+        if conf >= 0.5 and not companies:
+            ticker = o.object_name.split("/")[1]
+            print(f"HIGH CONF ({conf}) NO COMPANIES - {ticker}:")
+            print(f"  summary: {summary[:120]}")
+            print()
+    except:
+        pass