diff --git a/data/recommendations/performance_database.json b/data/recommendations/performance_database.json
index be950ed4..2888532b 100644
--- a/data/recommendations/performance_database.json
+++ b/data/recommendations/performance_database.json
@@ -1,5 +1,5 @@
 {
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+  "last_updated": "2026-04-07 22:53:52",
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         "status": "open",
-        "current_price": 38.06999969482422,
-        "return_pct": 4.82,
+        "current_price": 37.88999938964844,
+        "return_pct": 4.32,
         "days_held": 10,
         "last_updated": "2026-04-07",
         "return_1d": 0.0,
@@ -12806,8 +12806,8 @@
         "entry_price": 179.30999755859375,
         "discovery_date": "2026-03-28",
         "status": "open",
-        "current_price": 183.75999450683594,
-        "return_pct": 2.48,
+        "current_price": 182.9600067138672,
+        "return_pct": 2.04,
         "days_held": 10,
         "last_updated": "2026-04-07",
         "return_1d": 0.0,
@@ -12829,8 +12829,8 @@
         "entry_price": 89.12999725341797,
         "discovery_date": "2026-03-28",
         "status": "open",
-        "current_price": 96.0250015258789,
-        "return_pct": 7.74,
+        "current_price": 97.95999908447266,
+        "return_pct": 9.91,
         "days_held": 10,
         "last_updated": "2026-04-07",
         "return_1d": 0.0,
@@ -12852,8 +12852,8 @@
         "entry_price": 22.8799991607666,
         "discovery_date": "2026-03-28",
         "status": "open",
-        "current_price": 23.350000381469727,
-        "return_pct": 2.05,
+        "current_price": 23.530000686645508,
+        "return_pct": 2.84,
         "days_held": 10,
         "last_updated": "2026-04-07",
         "return_1d": 0.0,
@@ -12875,8 +12875,8 @@
         "entry_price": 58.540000915527344,
         "discovery_date": "2026-03-28",
         "status": "open",
-        "current_price": 58.29499816894531,
-        "return_pct": -0.42,
+        "current_price": 57.66999816894531,
+        "return_pct": -1.49,
         "days_held": 10,
         "last_updated": "2026-04-07",
         "return_1d": 0.0,
@@ -12898,8 +12898,8 @@
         "entry_price": 2.259999990463257,
         "discovery_date": "2026-03-28",
         "status": "open",
-        "current_price": 2.8550000190734863,
-        "return_pct": 26.33,
+        "current_price": 2.990000009536743,
+        "return_pct": 32.3,
         "days_held": 10,
         "last_updated": "2026-04-07",
         "return_1d": 0.0,
@@ -12921,8 +12921,8 @@
         "entry_price": 190.52000427246094,
         "discovery_date": "2026-03-28",
         "status": "open",
-        "current_price": 209.6199951171875,
-        "return_pct": 10.03,
+        "current_price": 210.0,
+        "return_pct": 10.22,
         "days_held": 10,
         "last_updated": "2026-04-07",
         "return_1d": 0.0,
@@ -12946,8 +12946,8 @@
         "entry_price": 36.31999969482422,
         "discovery_date": "2026-03-29",
         "status": "open",
-        "current_price": 38.06999969482422,
-        "return_pct": 4.82,
+        "current_price": 37.88999938964844,
+        "return_pct": 4.32,
         "days_held": 9,
         "last_updated": "2026-04-07",
         "return_1d": 0.08,
@@ -12969,8 +12969,8 @@
         "entry_price": 190.52000427246094,
         "discovery_date": "2026-03-29",
         "status": "open",
-        "current_price": 209.6199951171875,
-        "return_pct": 10.03,
+        "current_price": 210.0,
+        "return_pct": 10.22,
         "days_held": 9,
         "last_updated": "2026-04-07",
         "return_1d": 0.06,
@@ -12992,8 +12992,8 @@
         "entry_price": 89.12999725341797,
         "discovery_date": "2026-03-29",
         "status": "open",
-        "current_price": 96.0250015258789,
-        "return_pct": 7.74,
+        "current_price": 97.95999908447266,
+        "return_pct": 9.91,
         "days_held": 9,
         "last_updated": "2026-04-07",
         "return_1d": -3.03,
@@ -13015,8 +13015,8 @@
         "entry_price": 20.770000457763672,
         "discovery_date": "2026-03-29",
         "status": "open",
-        "current_price": 21.040000915527344,
-        "return_pct": 1.3,
+        "current_price": 20.709999084472656,
+        "return_pct": -0.29,
         "days_held": 9,
         "last_updated": "2026-04-07",
         "return_1d": 2.26,
@@ -13038,8 +13038,8 @@
         "entry_price": 1.4299999475479126,
         "discovery_date": "2026-03-29",
         "status": "open",
-        "current_price": 1.6200000047683716,
-        "return_pct": 13.29,
+        "current_price": 1.659999966621399,
+        "return_pct": 16.08,
         "days_held": 9,
         "last_updated": "2026-04-07",
         "return_1d": -1.4,
@@ -13061,8 +13061,8 @@
         "entry_price": 58.540000915527344,
         "discovery_date": "2026-03-29",
         "status": "open",
-        "current_price": 58.29499816894531,
-        "return_pct": -0.42,
+        "current_price": 57.66999816894531,
+        "return_pct": -1.49,
         "days_held": 9,
         "last_updated": "2026-04-07",
         "return_1d": 1.76,
@@ -13086,8 +13086,8 @@
         "entry_price": 10.34000015258789,
         "discovery_date": "2026-04-03",
         "status": "open",
-        "current_price": 10.369999885559082,
-        "return_pct": 0.29,
+        "current_price": 10.539999961853027,
+        "return_pct": 1.93,
         "days_held": 4,
         "last_updated": "2026-04-07",
         "return_1d": 0.0,
@@ -13107,8 +13107,8 @@
         "entry_price": 12.029999732971191,
         "discovery_date": "2026-04-03",
         "status": "open",
-        "current_price": 11.970000267028809,
-        "return_pct": -0.5,
+        "current_price": 11.9399995803833,
+        "return_pct": -0.75,
         "days_held": 4,
         "last_updated": "2026-04-07",
         "return_1d": 0.0,
@@ -13128,8 +13128,8 @@
         "entry_price": 21.459999084472656,
         "discovery_date": "2026-04-03",
         "status": "open",
-        "current_price": 22.34000015258789,
-        "return_pct": 4.1,
+        "current_price": 22.479999542236328,
+        "return_pct": 4.75,
         "days_held": 4,
         "last_updated": "2026-04-07",
         "return_1d": 0.0,
@@ -13149,8 +13149,8 @@
         "entry_price": 3.1500000953674316,
         "discovery_date": "2026-04-03",
         "status": "open",
-        "current_price": 3.4549999237060547,
-        "return_pct": 9.68,
+        "current_price": 3.380000114440918,
+        "return_pct": 7.3,
         "days_held": 4,
         "last_updated": "2026-04-07",
         "return_1d": 0.0,
@@ -13170,8 +13170,8 @@
         "entry_price": 2.4100000858306885,
         "discovery_date": "2026-04-03",
         "status": "open",
-        "current_price": 2.2699999809265137,
-        "return_pct": -5.81,
+        "current_price": 2.299999952316284,
+        "return_pct": -4.56,
         "days_held": 4,
         "last_updated": "2026-04-07",
         "return_1d": 0.0,
@@ -13191,8 +13191,8 @@
         "entry_price": 1.340000033378601,
         "discovery_date": "2026-04-03",
         "status": "open",
-        "current_price": 1.3849999904632568,
-        "return_pct": 3.36,
+        "current_price": 1.440000057220459,
+        "return_pct": 7.46,
         "days_held": 4,
         "last_updated": "2026-04-07",
         "return_1d": 0.0,
@@ -13214,8 +13214,8 @@
         "entry_price": 10.34000015258789,
         "discovery_date": "2026-04-04",
         "status": "open",
-        "current_price": 10.369999885559082,
-        "return_pct": 0.29,
+        "current_price": 10.539999961853027,
+        "return_pct": 1.93,
         "days_held": 3,
         "last_updated": "2026-04-07",
         "return_1d": 0.0,
@@ -13235,8 +13235,8 @@
         "entry_price": 21.459999084472656,
         "discovery_date": "2026-04-04",
         "status": "open",
-        "current_price": 22.34000015258789,
-        "return_pct": 4.1,
+        "current_price": 22.479999542236328,
+        "return_pct": 4.75,
         "days_held": 3,
         "last_updated": "2026-04-07",
         "return_1d": 0.0,
@@ -13256,8 +13256,8 @@
         "entry_price": 1.340000033378601,
         "discovery_date": "2026-04-04",
         "status": "open",
-        "current_price": 1.3849999904632568,
-        "return_pct": 3.36,
+        "current_price": 1.440000057220459,
+        "return_pct": 7.46,
         "days_held": 3,
         "last_updated": "2026-04-07",
         "return_1d": 0.0,
@@ -13277,8 +13277,8 @@
         "entry_price": 2.4100000858306885,
         "discovery_date": "2026-04-04",
         "status": "open",
-        "current_price": 2.2699999809265137,
-        "return_pct": -5.81,
+        "current_price": 2.299999952316284,
+        "return_pct": -4.56,
         "days_held": 3,
         "last_updated": "2026-04-07",
         "return_1d": 0.0,
@@ -13300,8 +13300,8 @@
         "entry_price": 10.34000015258789,
         "discovery_date": "2026-04-05",
         "status": "open",
-        "current_price": 10.369999885559082,
-        "return_pct": 0.29,
+        "current_price": 10.539999961853027,
+        "return_pct": 1.93,
         "days_held": 2,
         "last_updated": "2026-04-07",
         "return_1d": 2.47,
@@ -13321,8 +13321,8 @@
         "entry_price": 21.459999084472656,
         "discovery_date": "2026-04-05",
         "status": "open",
-        "current_price": 22.34000015258789,
-        "return_pct": 4.1,
+        "current_price": 22.479999542236328,
+        "return_pct": 4.75,
         "days_held": 2,
         "last_updated": "2026-04-07",
         "return_1d": 3.4,
@@ -13342,8 +13342,8 @@
         "entry_price": 8.640000343322754,
         "discovery_date": "2026-04-05",
         "status": "open",
-        "current_price": 8.523599624633789,
-        "return_pct": -1.35,
+        "current_price": 8.729999542236328,
+        "return_pct": 1.04,
         "days_held": 2,
         "last_updated": "2026-04-07",
         "return_1d": 1.39,
@@ -13363,8 +13363,8 @@
         "entry_price": 160.92999267578125,
         "discovery_date": "2026-04-05",
         "status": "open",
-        "current_price": 160.68499755859375,
-        "return_pct": -0.15,
+        "current_price": 159.89999389648438,
+        "return_pct": -0.64,
         "days_held": 2,
         "last_updated": "2026-04-07",
         "return_1d": -0.32,
@@ -13384,8 +13384,8 @@
         "entry_price": 1.340000033378601,
         "discovery_date": "2026-04-05",
         "status": "open",
-        "current_price": 1.3849999904632568,
-        "return_pct": 3.36,
+        "current_price": 1.440000057220459,
+        "return_pct": 7.46,
         "days_held": 2,
         "last_updated": "2026-04-07",
         "return_1d": 1.12,
@@ -13405,8 +13405,8 @@
         "entry_price": 2.4100000858306885,
         "discovery_date": "2026-04-05",
         "status": "open",
-        "current_price": 2.2699999809265137,
-        "return_pct": -5.81,
+        "current_price": 2.299999952316284,
+        "return_pct": -4.56,
         "days_held": 2,
         "last_updated": "2026-04-07",
         "return_1d": 4.56,
@@ -13426,8 +13426,8 @@
         "entry_price": 300.79998779296875,
         "discovery_date": "2026-04-05",
         "status": "open",
-        "current_price": 303.5050048828125,
-        "return_pct": 0.9,
+        "current_price": 302.54998779296875,
+        "return_pct": 0.58,
         "days_held": 2,
         "last_updated": "2026-04-07",
         "return_1d": 0.68,
@@ -13447,8 +13447,8 @@
         "entry_price": 194.8699951171875,
         "discovery_date": "2026-04-05",
         "status": "open",
-        "current_price": 196.75999450683594,
-        "return_pct": 0.97,
+        "current_price": 199.73500061035156,
+        "return_pct": 2.5,
         "days_held": 2,
         "last_updated": "2026-04-07",
         "return_1d": 1.45,
@@ -13468,7 +13468,7 @@
         "entry_price": 214.97999572753906,
         "discovery_date": "2026-04-05",
         "status": "open",
-        "current_price": 214.4324951171875,
+        "current_price": 214.44000244140625,
         "return_pct": -0.25,
         "days_held": 2,
         "last_updated": "2026-04-07",
@@ -13489,8 +13489,8 @@
         "entry_price": 242.9199981689453,
         "discovery_date": "2026-04-05",
         "status": "open",
-        "current_price": 240.727294921875,
-        "return_pct": -0.9,
+        "current_price": 240.13999938964844,
+        "return_pct": -1.14,
         "days_held": 2,
         "last_updated": "2026-04-07",
         "return_1d": 0.33,
@@ -13510,8 +13510,8 @@
         "entry_price": 187.17999267578125,
         "discovery_date": "2026-04-05",
         "status": "open",
-        "current_price": 183.75999450683594,
-        "return_pct": -1.83,
+        "current_price": 182.9600067138672,
+        "return_pct": -2.25,
         "days_held": 2,
         "last_updated": "2026-04-07",
         "return_1d": -0.18,
@@ -13531,8 +13531,8 @@
         "entry_price": 9.960000038146973,
         "discovery_date": "2026-04-05",
         "status": "open",
-        "current_price": 8.78499984741211,
-        "return_pct": -11.8,
+        "current_price": 8.829999923706055,
+        "return_pct": -11.35,
         "days_held": 2,
         "last_updated": "2026-04-07",
         "return_1d": -2.81,
@@ -13552,8 +13552,8 @@
         "entry_price": 11.229999542236328,
         "discovery_date": "2026-04-05",
         "status": "open",
-        "current_price": 11.260000228881836,
-        "return_pct": 0.27,
+        "current_price": 11.279999732971191,
+        "return_pct": 0.45,
         "days_held": 2,
         "last_updated": "2026-04-07",
         "return_1d": -0.4,
@@ -13575,8 +13575,8 @@
         "entry_price": 10.616000175476074,
         "discovery_date": "2026-04-06",
         "status": "open",
-        "current_price": 10.369999885559082,
-        "return_pct": -2.32,
+        "current_price": 10.539999961853027,
+        "return_pct": -0.72,
         "days_held": 1,
         "last_updated": "2026-04-07",
         "return_1d": -2.65,
@@ -13596,8 +13596,8 @@
         "entry_price": 932.6599731445312,
         "discovery_date": "2026-04-06",
         "status": "open",
-        "current_price": 911.969970703125,
-        "return_pct": -2.22,
+        "current_price": 931.0900268554688,
+        "return_pct": -0.17,
         "days_held": 1,
         "last_updated": "2026-04-07",
         "return_1d": -2.69,
@@ -13617,8 +13617,8 @@
         "entry_price": 3.2200000286102295,
         "discovery_date": "2026-04-06",
         "status": "open",
-        "current_price": 3.4549999237060547,
-        "return_pct": 7.3,
+        "current_price": 3.380000114440918,
+        "return_pct": 4.97,
         "days_held": 1,
         "last_updated": "2026-04-07",
         "return_1d": 8.85,
@@ -13638,8 +13638,8 @@
         "entry_price": 175.5299072265625,
         "discovery_date": "2026-04-06",
         "status": "open",
-        "current_price": 166.82989501953125,
-        "return_pct": -4.96,
+        "current_price": 175.17999267578125,
+        "return_pct": -0.2,
         "days_held": 1,
         "last_updated": "2026-04-07",
         "return_1d": -5.17,
@@ -13659,8 +13659,8 @@
         "entry_price": 79.27999877929688,
         "discovery_date": "2026-04-06",
         "status": "open",
-        "current_price": 80.2251968383789,
-        "return_pct": 1.19,
+        "current_price": 80.68000030517578,
+        "return_pct": 1.77,
         "days_held": 1,
         "last_updated": "2026-04-07",
         "return_1d": 0.26,
@@ -13680,8 +13680,8 @@
         "entry_price": 22.3700008392334,
         "discovery_date": "2026-04-06",
         "status": "open",
-        "current_price": 22.34000015258789,
-        "return_pct": -0.13,
+        "current_price": 22.479999542236328,
+        "return_pct": 0.49,
         "days_held": 1,
         "last_updated": "2026-04-07",
         "return_1d": -1.36,
@@ -13701,8 +13701,8 @@
         "entry_price": 9.713299751281738,
         "discovery_date": "2026-04-06",
         "status": "open",
-        "current_price": 9.5600004196167,
-        "return_pct": -1.58,
+        "current_price": 9.565999984741211,
+        "return_pct": -1.52,
         "days_held": 1,
         "last_updated": "2026-04-07",
         "return_1d": -1.17,
@@ -13722,8 +13722,8 @@
         "entry_price": 10.890000343322754,
         "discovery_date": "2026-04-06",
         "status": "open",
-        "current_price": 10.625,
-        "return_pct": -2.43,
+        "current_price": 10.800000190734863,
+        "return_pct": -0.83,
         "days_held": 1,
         "last_updated": "2026-04-07",
         "return_1d": -4.55,
diff --git a/results/discovery/2026-04-07/run_22_53_32/discovery_result.json b/results/discovery/2026-04-07/run_22_53_32/discovery_result.json
new file mode 100644
index 00000000..4b061ba5
--- /dev/null
+++ b/results/discovery/2026-04-07/run_22_53_32/discovery_result.json
@@ -0,0 +1,77 @@
+{
+  "trade_date": "2026-04-07",
+  "tickers": [
+    "CVS",
+    "HOLX",
+    "SVRE",
+    "SVC",
+    "OSCR",
+    "BNR",
+    "ECAT",
+    "CNTB",
+    "TCGSX",
+    "ZBIO",
+    "HMH",
+    "SPG",
+    "FMAC",
+    "RPAY",
+    "PGC",
+    "FGBI",
+    "ALT",
+    "VVOS",
+    "VTS",
+    "EJH",
+    "POCI",
+    "SCVL",
+    "AMX",
+    "NTWK",
+    "WFC",
+    "ALOT",
+    "VIV",
+    "AAPL",
+    "AVGO",
+    "AMD",
+    "AMZN",
+    "CCL",
+    "AAL",
+    "CSCO",
+    "C",
+    "BAC",
+    "COST",
+    "AXP",
+    "BBWI",
+    "BK",
+    "CBRE",
+    "XELB",
+    "AEHR",
+    "KRUS",
+    "PACB",
+    "GBX",
+    "LEVI",
+    "PXED",
+    "SKIL",
+    "APLD",
+    "RPM",
+    "PSTV",
+    "GME",
+    "QUCY",
+    "SPY",
+    "ARR",
+    "BBC",
+    "TACO",
+    "ET",
+    "US",
+    "RIP",
+    "FIFA",
+    "PM",
+    "EDIT",
+    "AI",
+    "II",
+    "FOMC",
+    "WTI",
+    "PCE"
+  ],
+  "filtered_tickers": [],
+  "final_ranking": "[]",
+  "status": "complete"
+}
\ No newline at end of file
diff --git a/results/discovery/2026-04-07/run_22_53_32/discovery_results.md b/results/discovery/2026-04-07/run_22_53_32/discovery_results.md
new file mode 100644
index 00000000..bf65a795
--- /dev/null
+++ b/results/discovery/2026-04-07/run_22_53_32/discovery_results.md
@@ -0,0 +1,10 @@
+# Discovery Analysis - 2026-04-07
+
+**LLM Provider**: GOOGLE
+**Models**: Shallow=gemini-2.5-flash-lite, Deep=gemini-3-pro-preview
+
+## Top Investment Opportunities
+
+
+## All Candidates Analyzed
+
diff --git a/results/discovery/2026-04-07/run_22_53_32/tool_execution_logs.json b/results/discovery/2026-04-07/run_22_53_32/tool_execution_logs.json
new file mode 100644
index 00000000..198fd11e
--- /dev/null
+++ b/results/discovery/2026-04-07/run_22_53_32/tool_execution_logs.json
@@ -0,0 +1,89 @@
+[
+  {
+    "timestamp": "2026-04-07T22:58:58.174129",
+    "type": "tool",
+    "node": "filter",
+    "step": "Check average volume (batch)",
+    "tool": "get_average_volume_batch",
+    "parameters": {
+      "symbols": [
+        "SVC",
+        "OSCR",
+        "ZBIO",
+        "HMH",
+        "SPG",
+        "PGC",
+        "FGBI",
+        "ALT",
+        "VTS",
+        "EJH",
+        "POCI",
+        "SCVL",
+        "SVRE",
+        "BNR",
+        "ECAT",
+        "CNTB",
+        "TCGSX",
+        "FMAC",
+        "RPAY",
+        "VVOS",
+        "AMX",
+        "NTWK",
+        "WFC",
+        "ALOT",
+        "VIV",
+        "AMD",
+        "XELB",
+        "AEHR",
+        "KRUS",
+        "PACB",
+        "GBX",
+        "LEVI",
+        "PXED",
+        "SKIL",
+        "APLD",
+        "RPM",
+        "ET",
+        "CVS",
+        "HOLX",
+        "AAPL",
+        "AVGO",
+        "AMZN",
+        "CCL",
+        "AAL",
+        "CSCO",
+        "C",
+        "BAC",
+        "COST",
+        "AXP",
+        "BBWI",
+        "BK",
+        "CBRE",
+        "PSTV",
+        "GME",
+        "QUCY",
+        "US",
+        "AI",
+        "II",
+        "FOMC",
+        "WTI",
+        "PCE",
+        "SPY",
+        "ARR",
+        "BBC",
+        "TACO",
+        "RIP",
+        "FIFA",
+        "PM",
+        "EDIT"
+      ],
+      "lookback_days": 10,
+      "curr_date": "2026-04-07",
+      "cache_key": "default"
+    },
+    "context": "",
+    "output": "{\"SPG\": {\"symbol\": \"SPG\", \"average_volume\": 1741388.3, \"latest_volume\": 655683.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"WFC\": {\"symbol\": \"WFC\", \"average_volume\": 13675398.8, \"latest_volume\": 5841388.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"AMD\": {\"symbol\": \"AMD\", \"average_volume\": 37245061.6, \"latest_volume\": 24796216.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"CVS\": {\"symbol\": \"CVS\", \"average_volume\": 7133632.8, \"latest_volume\": 16103028.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"HOLX\": {\"symbol\": \"HOLX\", \"average_volume\": 12564930.0, \"latest_volume\": 102025600.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"AAPL\": {\"symbol\": \"AAPL\", \"average_volume\": 41386966.1, \"latest_volume\": 60820961.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"AVGO\": {\"symbol\": \"AVGO\", \"average_volume\": 21506501.8, \"latest_volume\": 28781018.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"AMZN\": {\"symbol\": \"AMZN\", \"average_volume\": 40883853.1, \"latest_volume\": 26704731.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"CCL\": {\"symbol\": \"CCL\", \"average_volume\": 27782424.1, \"latest_volume\": 24241641.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"AAL\": {\"symbol\": \"AAL\", \"average_volume\": 51040401.7, \"latest_volume\": 52970917.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"CSCO\": {\"symbol\": \"CSCO\", \"average_volume\": 20457154.2, \"latest_volume\": 10946042.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"C\": {\"symbol\": \"C\", \"average_volume\": 14307736.2, \"latest_volume\": 6809562.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"BAC\": {\"symbol\": \"BAC\", \"average_volume\": 34872263.1, \"latest_volume\": 28206831.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"COST\": {\"symbol\": \"COST\", \"average_volume\": 1635510.6, \"latest_volume\": 1365506.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"AXP\": {\"symbol\": \"AXP\", \"average_volume\": 2921947.4, \"latest_volume\": 2056374.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"BBWI\": {\"symbol\": \"BBWI\", \"average_volume\": 6654628.8, \"latest_volume\": 8123688.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"BK\": {\"symbol\": \"BK\", \"average_volume\": 3606810.4, \"latest_volume\": 3565704.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"CBRE\": {\"symbol\": \"CBRE\", \"average_volume\": 1758697.2, \"latest_volume\": 1041772.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"PM\": {\"symbol\": \"PM\", \"average_volume\": 4393125.4, \"latest_volume\": 3379454.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"SVC\": {\"symbol\": \"SVC\", \"average_volume\": 19562528.0, \"latest_volume\": 9481380.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"OSCR\": {\"symbol\": \"OSCR\", \"average_volume\": 6237600.1, \"latest_volume\": 5587801.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"ZBIO\": {\"symbol\": \"ZBIO\", \"average_volume\": 1314368.4, \"latest_volume\": 444084.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"HMH\": {\"symbol\": \"HMH\", \"average_volume\": 986093.6666666666, \"latest_volume\": 968081.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"PGC\": {\"symbol\": \"PGC\", \"average_volume\": 111958.0, \"latest_volume\": 94980.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"FGBI\": {\"symbol\": \"FGBI\", \"average_volume\": 14610.6, \"latest_volume\": 8106.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"ALT\": {\"symbol\": \"ALT\", \"average_volume\": 2822801.8, \"latest_volume\": 2027318.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"VTS\": {\"symbol\": \"VTS\", \"average_volume\": 757674.8, \"latest_volume\": 815948.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"EJH\": {\"symbol\": \"EJH\", \"average_volume\": 58939.3, \"latest_volume\": 5861.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"POCI\": {\"symbol\": \"POCI\", \"average_volume\": 35839.7, \"latest_volume\": 27597.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"SCVL\": {\"symbol\": \"SCVL\", \"average_volume\": 653972.5, \"latest_volume\": 1425425.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"SVRE\": {\"symbol\": \"SVRE\", \"average_volume\": 26062.2, \"latest_volume\": 35722.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"BNR\": {\"symbol\": \"BNR\", \"average_volume\": 51505.1, \"latest_volume\": 7251.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"ECAT\": {\"symbol\": \"ECAT\", \"average_volume\": 597693.7, \"latest_volume\": 415737.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"CNTB\": {\"symbol\": \"CNTB\", \"average_volume\": 654033.8, \"latest_volume\": 613138.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"TCGSX\": {\"symbol\": \"TCGSX\", \"average_volume\": 0.0, \"latest_volume\": 0.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"FMAC\": {\"symbol\": \"FMAC\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": \"No volume data found\"}, \"RPAY\": {\"symbol\": \"RPAY\", \"average_volume\": 1793687.0, \"latest_volume\": 2824870.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"VVOS\": {\"symbol\": \"VVOS\", \"average_volume\": 423224.7, \"latest_volume\": 372447.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"AMX\": {\"symbol\": \"AMX\", \"average_volume\": 1331975.3, \"latest_volume\": 1040153.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"NTWK\": {\"symbol\": \"NTWK\", \"average_volume\": 35951.0, \"latest_volume\": 9610.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"ALOT\": {\"symbol\": \"ALOT\", \"average_volume\": 37619.1, \"latest_volume\": 125491.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"VIV\": {\"symbol\": \"VIV\", \"average_volume\": 778295.7, \"latest_volume\": 610357.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"XELB\": {\"symbol\": \"XELB\", \"average_volume\": 49813.3, \"latest_volume\": 45833.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"AEHR\": {\"symbol\": \"AEHR\", \"average_volume\": 2991631.1, \"latest_volume\": 5055711.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"KRUS\": {\"symbol\": \"KRUS\", \"average_volume\": 324150.1, \"latest_volume\": 396201.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"PACB\": {\"symbol\": \"PACB\", \"average_volume\": 6480601.7, \"latest_volume\": 4239217.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"GBX\": {\"symbol\": \"GBX\", \"average_volume\": 521001.2, \"latest_volume\": 1910112.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"LEVI\": {\"symbol\": \"LEVI\", \"average_volume\": 2781646.8, \"latest_volume\": 6274168.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"PXED\": {\"symbol\": \"PXED\", \"average_volume\": 98610.9, \"latest_volume\": 111609.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"SKIL\": {\"symbol\": \"SKIL\", \"average_volume\": 193039.5, \"latest_volume\": 1276295.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"APLD\": {\"symbol\": \"APLD\", \"average_volume\": 19632707.1, \"latest_volume\": 18337971.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"RPM\": {\"symbol\": \"RPM\", \"average_volume\": 1025831.2, \"latest_volume\": 1714612.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"ET\": {\"symbol\": \"ET\", \"average_volume\": 16717129.5, \"latest_volume\": 23168395.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"PSTV\": {\"symbol\": \"PSTV\", \"average_volume\": 607345.9, \"latest_volume\": 2420863.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"GME\": {\"symbol\": \"GME\", \"average_volume\": 6550498.8, \"latest_volume\": 10578588.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"QUCY\": {\"symbol\": \"QUCY\", \"average_volume\": 138070.1, \"latest_volume\": 296801.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"US\": {\"symbol\": \"US\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": \"No volume data found\"}, \"AI\": {\"symbol\": \"AI\", \"average_volume\": 4430462.8, \"latest_volume\": 2219328.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"II\": {\"symbol\": \"II\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": \"No volume data found\"}, \"FOMC\": {\"symbol\": \"FOMC\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": \"No volume data found\"}, \"WTI\": {\"symbol\": \"WTI\", \"average_volume\": 10221869.4, \"latest_volume\": 9094994.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"PCE\": {\"symbol\": \"PCE\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": \"No volume data found\"}, \"SPY\": {\"symbol\": \"SPY\", \"average_volume\": 90781151.1, \"latest_volume\": 63440411.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"ARR\": {\"symbol\": \"ARR\", \"average_volume\": 2232895.4, \"latest_volume\": 1999454.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"BBC\": {\"symbol\": \"BBC\", \"average_volume\": 14227.3, \"latest_volume\": 4873.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"TACO\": {\"symbol\": \"TACO\", \"average_volume\": 73491.1, \"latest_volume\": 350911.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}, \"RIP\": {\"symbol\": \"RIP\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": \"No volume data found\"}, \"FIFA\": {\"symbol\": \"FIFA\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": \"No volume data found\"}, \"EDIT\": {\"symbol\": \"EDIT\", \"average_volume\": 1589235.5, \"latest_volume\": 1535355.0, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-07\", \"error\": null}}",
+    "output_length": 11675,
+    "error": ""
+  }
+]
\ No newline at end of file
diff --git a/results/discovery/2026-04-07/run_22_53_32/tool_execution_logs.md b/results/discovery/2026-04-07/run_22_53_32/tool_execution_logs.md
new file mode 100644
index 00000000..7087effd
--- /dev/null
+++ b/results/discovery/2026-04-07/run_22_53_32/tool_execution_logs.md
@@ -0,0 +1,18 @@
+# Tool Execution Logs - 2026-04-07
+
+## 1. Check average volume (batch)
+
+- **Type:** `tool`
+- **Node:** filter
+- **Timestamp:** 2026-04-07T22:58:58.174129
+- **Tool:** `get_average_volume_batch`
+- **Parameters:** `{'symbols': ['SVC', 'OSCR', 'ZBIO', 'HMH', 'SPG', 'PGC', 'FGBI', 'ALT', 'VTS', 'EJH', 'POCI', 'SCVL', 'SVRE', 'BNR', 'ECAT', 'CNTB', 'TCGSX', 'FMAC', 'RPAY', 'VVOS', 'AMX', 'NTWK', 'WFC', 'ALOT', 'VIV', 'AMD', 'XELB', 'AEHR', 'KRUS', 'PACB', 'GBX', 'LEVI', 'PXED', 'SKIL', 'APLD', 'RPM', 'ET', 'CVS', 'HOLX', 'AAPL', 'AVGO', 'AMZN', 'CCL', 'AAL', 'CSCO', 'C', 'BAC', 'COST', 'AXP', 'BBWI', 'BK', 'CBRE', 'PSTV', 'GME', 'QUCY', 'US', 'AI', 'II', 'FOMC', 'WTI', 'PCE', 'SPY', 'ARR', 'BBC', 'TACO', 'RIP', 'FIFA', 'PM', 'EDIT'], 'lookback_days': 10, 'curr_date': '2026-04-07', 'cache_key': 'default'}`
+- **Output Length:** 11675 chars
+
+### Output
+```
+{"SPG": {"symbol": "SPG", "average_volume": 1741388.3, "latest_volume": 655683.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-07", "error": null}, "WFC": {"symbol": "WFC", "average_volume": 13675398.8, "latest_volume": 5841388.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-07", "error": null}, "AMD": {"symbol": "AMD", "average_volume": 37245061.6, "latest_volume": 24796216.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-07", "error": null}, "CVS": {"symbol": "CVS", "average_volume": 7133632.8, "latest_volume": 16103028.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-07", "error": null}, "HOLX": {"symbol": "HOLX", "average_volume": 12564930.0, "latest_volume": 102025600.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-07", "error": null}, "AAPL": {"symbol": "AAPL", "average_volume": 41386966.1, "latest_volume": 60820961.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-07", "error": null}, "AVGO": {"symbol": "AVGO", "average_volume": 21506501.8, "latest_volume": 28781018.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-07", "error": null}, "AMZN": {"symbol": "AMZN", "average_volume": 40883853.1, "latest_volume": 26704731.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-07", "error": null}, "CCL": {"symbol": "CCL", "average_volume": 27782424.1, "latest_volume": 24241641.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-07", "error": null}, "AAL": {"symbol": "AAL", "average_volume": 51040401.7, "latest_volume": 52970917.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-07", "error": null}, "CSCO": {"symbol": "CSCO", "average_volume": 20457154.2, "latest_volume": 10946042.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-07", "error": null}, "C": {"symbol": "C", "average_volume": 14307736.2, "latest_volume": 6809562.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-07", "error": null}, "BAC": {"symbol": "BAC", "average_volume": 34872263.1, "latest_volume": 28206831.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-07", "error": null}, "COST": {"symbol": "COST", "average_volume": 1635510.6, "latest_volume": 1365506.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-07", "error": null}, "AXP": {"symbol": "AXP", "average_volume": 2921947.4, "latest_volume": 2056374.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-07", "error": null}, "BBWI": {"symbol": "BBWI", "average_volume": 6654628.8, "latest_volume": 8123688.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-07", "error": null}, "BK": {"symbol": "BK", "average_volume": 3606810.4, "latest_volume": 3565704.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-07", "error": null}, "CBRE": {"symbol": "CBRE", "average_volume": 1758697.2, "latest_volume": 1041772.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-07", "error": null}, "PM": {"symbol": "PM", "average_volume": 4393125.4, "latest_volume": 3379454.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-07", "error": null}, "SVC": {"symbol": "SVC", "average_volume": 19562528.0, "latest_volume": 9481380.0, "lookback_days": 10, "source": "download", "cache_date": "2026-04-07", "error": null}, "OSCR": {"symbol": "OSCR", "average_volume": 6237600.1, "latest_volume": 5587801.0, "lookback_days": 10, "source": "download", "cache_date": "2026-04-07", "error": null}, "ZBIO": {"symbol": "ZBIO", "average_volume": 1314368.4, "latest_volume": 444084.0, "lookback_days": 10, "source": "download", "cache_date": "2026-04-07", "error": null}, "HMH": {"symbol": "HMH", "average_volume": 986093.6666666666, "latest_volume": 968081.0, "lookback_days": 10, "source": "download", "cache_date": "2026-04-07", "error": null}, "PGC": {"symbol": "PGC", "average_volume": 111958.0, "latest_volume": 94980.0, "lookback_days": 10, "source": "download", "cache_date": "2026-04-07", "error": null}, "FGBI": {"symbol": "FGBI", "average_volume": 14610.6, "latest_volume": 8106.0, "lookback_days": 10, "source": "download", "cache_date": "2026-04-07", "error": null}, "ALT": {"symbol": "ALT", "average_volume": 2822801.8, "latest_volume": 2027318.0, "lookback_days": 10, "source": "download", "cache_date": "2026-04-07", "error": null}, "VTS": {"symbol": "VTS", "average_volume": 757674.8, "latest_volume": 815948.0, "lookback_days": 10, "source": "download", "cache_date": "2026-04-07", "error": null}, "EJH": {"symbol": "EJH", "average_volume": 58939.3, "latest_volume": 5861.0, "lookback_days": 10, "source": "download", "cache_date": "2026-04-07", "error": null}, "POCI": {"symbol": "POCI", "average_volume": 35839.7, "latest_volume": 27597.0, "lookback_days": 10, "source": "download", "cache_date": "2026-04-07", "error": null}, "SCVL": {"symbol": "SCVL", "average_volume": 653972.5, "latest_volume": 1425425.0, "lookback_days": 10, "source": "download", "cache_date": "2026-04-07", "error": null}, "SVRE": {"symbol": "SVRE", "average_volume": 26062.2, "latest_volume": 35722.0, "lookback_days": 10, "source": "download", "cache_date": "2026-04-07", "error": null}, "BNR": {"symbol": "BNR", "average_volume": 51505.1, "latest_volume": 7251.0, "lookback_days": 10, "source": "download", "cache_date": "2026-04-07", "error": null}, "ECAT": {"symbol": "ECAT", "average_volume": 597693.7, "latest_volume": 415737.0, "lookback_days": 10, "source": "download", "cache_date": "2026-04-07", "error": null}, "CNTB": {"symbol": "CNTB", "average_volume": 654033.8, "latest_volume": 613138.0, "lookback_days": 10, "source": "download", "cache_date": "2026-04-07", "error": null}, "TCGSX": {"symbol": "TCGSX", "average_volume": 0.0, "latest_volume": 0.0, "lookback_days": 10, "source": "download", "cache_date": "2026-04-07", "error": null}, "FMAC": {"symbol": "FMAC", "average_volume": null, "latest_volume": null, "lookback_days": 10, 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"FOMC": {"symbol": "FOMC", "average_volume": null... [truncated]
+```
+
+---
+