diff --git a/data/recommendations/performance_database.json b/data/recommendations/performance_database.json
index 88c4f8d6..8e1e1d6a 100644
--- a/data/recommendations/performance_database.json
+++ b/data/recommendations/performance_database.json
@@ -1,5 +1,5 @@
 {
-  "last_updated": "2026-04-06 21:22:28",
+  "last_updated": "2026-04-06 21:27:38",
   "total_recommendations": 586,
   "recommendations_by_date": {
     "2026-02-10": [
diff --git a/results/discovery/2026-04-06/run_21_27_16/discovery_result.json b/results/discovery/2026-04-06/run_21_27_16/discovery_result.json
new file mode 100644
index 00000000..e6727dfa
--- /dev/null
+++ b/results/discovery/2026-04-06/run_21_27_16/discovery_result.json
@@ -0,0 +1,93 @@
+{
+  "trade_date": "2026-04-06",
+  "tickers": [
+    "FIVE",
+    "APA",
+    "ALB",
+    "AA",
+    "AMAT",
+    "CAT",
+    "AMD",
+    "DINO",
+    "EXAS",
+    "CF",
+    "BRT",
+    "HOLX",
+    "SVRE",
+    "SVC",
+    "BNR",
+    "PAGS",
+    "ECAT",
+    "CNTB",
+    "TCGSX",
+    "ZBIO",
+    "HMH",
+    "SPG",
+    "FMAC",
+    "RPAY",
+    "PGC",
+    "FGBI",
+    "ALT",
+    "VVOS",
+    "VTS",
+    "EJH",
+    "POCI",
+    "SCVL",
+    "WFC",
+    "META",
+    "SMCI",
+    "LRN",
+    "AMKR",
+    "SEZL",
+    "PYPL",
+    "JEF",
+    "BAC",
+    "NYAX",
+    "AAPL",
+    "AMZN",
+    "AVGO",
+    "CCL",
+    "BA",
+    "CSCO",
+    "COIN",
+    "ADBE",
+    "AXP",
+    "CEG",
+    "COP",
+    "COST",
+    "CSGP",
+    "CRWD",
+    "FAT",
+    "KALA",
+    "SNCR",
+    "CARM",
+    "QNCX",
+    "GRDX",
+    "OMQS",
+    "VERO",
+    "CREX",
+    "CLSD",
+    "TLDR",
+    "TSLA",
+    "EV",
+    "WBD",
+    "IRGC",
+    "YTD",
+    "JPM",
+    "WS",
+    "LLY",
+    "KVEXT",
+    "SO",
+    "US",
+    "ROBO",
+    "II",
+    "COVID",
+    "IMF",
+    "IV",
+    "PCE",
+    "KKR"
+  ],
+  "filtered_tickers": [],
+  "final_ranking": "[]",
+  "status": "complete"
+}
\ No newline at end of file
diff --git a/results/discovery/2026-04-06/run_21_27_16/discovery_results.md b/results/discovery/2026-04-06/run_21_27_16/discovery_results.md
new file mode 100644
index 00000000..40c267ce
--- /dev/null
+++ b/results/discovery/2026-04-06/run_21_27_16/discovery_results.md
@@ -0,0 +1,10 @@
+# Discovery Analysis - 2026-04-06
+
+**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/2026-04-06/run_21_27_16/tool_execution_logs.json b/results/discovery/2026-04-06/run_21_27_16/tool_execution_logs.json
new file mode 100644
index 00000000..36b77e53
--- /dev/null
+++ b/results/discovery/2026-04-06/run_21_27_16/tool_execution_logs.json
@@ -0,0 +1,105 @@
+[
+  {
+    "timestamp": "2026-04-06T21:28:01.982235",
+    "type": "tool",
+    "node": "filter",
+    "step": "Check average volume (batch)",
+    "tool": "get_average_volume_batch",
+    "parameters": {
+      "symbols": [
+        "FIVE",
+        "APA",
+        "ALB",
+        "AA",
+        "AMAT",
+        "CAT",
+        "AMD",
+        "DINO",
+        "EXAS",
+        "CF",
+        "SVC",
+        "ZBIO",
+        "HMH",
+        "SPG",
+        "PGC",
+        "FGBI",
+        "ALT",
+        "VTS",
+        "EJH",
+        "POCI",
+        "SCVL",
+        "SVRE",
+        "BNR",
+        "PAGS",
+        "ECAT",
+        "CNTB",
+        "TCGSX",
+        "FMAC",
+        "RPAY",
+        "VVOS",
+        "WFC",
+        "META",
+        "SMCI",
+        "LRN",
+        "AMKR",
+        "SEZL",
+        "PYPL",
+        "JEF",
+        "BAC",
+        "NYAX",
+        "FAT",
+        "KALA",
+        "SNCR",
+        "CARM",
+        "QNCX",
+        "GRDX",
+        "OMQS",
+        "VERO",
+        "CREX",
+        "CLSD",
+        "BRT",
+        "HOLX",
+        "AAPL",
+        "AMZN",
+        "AVGO",
+        "CCL",
+        "BA",
+        "CSCO",
+        "COIN",
+        "ADBE",
+        "AXP",
+        "CEG",
+        "COP",
+        "COST",
+        "CSGP",
+        "CRWD",
+        "EV",
+        "US",
+        "II",
+        "COVID",
+        "IMF",
+        "IV",
+        "PCE",
+        "KKR",
+        "TLDR",
+        "TSLA",
+        "WBD",
+        "IRGC",
+        "YTD",
+        "JPM",
+        "WS",
+        "LLY",
+        "KVEXT",
+        "SO",
+        "ROBO"
+      ],
+      "lookback_days": 10,
+      "curr_date": "2026-04-06",
+      "cache_key": "default"
+    },
+    "context": "",
+    "output": "{\"FIVE\": {\"symbol\": \"FIVE\", \"average_volume\": 1122475.0, \"latest_volume\": 1195650.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"APA\": {\"symbol\": \"APA\", \"average_volume\": 11404998.9, \"latest_volume\": 7241789.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"ALB\": {\"symbol\": \"ALB\", \"average_volume\": 1896050.8, \"latest_volume\": 1393708.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"AA\": {\"symbol\": \"AA\", \"average_volume\": 6489886.5, \"latest_volume\": 4132365.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"AMAT\": {\"symbol\": \"AMAT\", \"average_volume\": 6084503.2, \"latest_volume\": 2502432.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"CAT\": {\"symbol\": \"CAT\", \"average_volume\": 2216048.9, \"latest_volume\": 1188889.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"AMD\": {\"symbol\": \"AMD\", \"average_volume\": 37939473.0, \"latest_volume\": 30668930.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"DINO\": {\"symbol\": \"DINO\", \"average_volume\": 2148305.4, \"latest_volume\": 1658254.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"EXAS\": {\"symbol\": \"EXAS\", \"average_volume\": 3743537.9, \"latest_volume\": 0.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"CF\": {\"symbol\": \"CF\", \"average_volume\": 5117478.0, \"latest_volume\": 1990380.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"SPG\": {\"symbol\": \"SPG\", \"average_volume\": 1930796.9, \"latest_volume\": 1030469.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"WFC\": {\"symbol\": \"WFC\", \"average_volume\": 14462241.3, \"latest_volume\": 5458213.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"META\": {\"symbol\": \"META\", \"average_volume\": 20509419.2, \"latest_volume\": 9398292.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"SMCI\": {\"symbol\": \"SMCI\", \"average_volume\": 49772213.6, \"latest_volume\": 23343236.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"PYPL\": {\"symbol\": \"PYPL\", \"average_volume\": 15644768.5, \"latest_volume\": 10119485.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"BAC\": {\"symbol\": \"BAC\", \"average_volume\": 35425804.4, \"latest_volume\": 19916244.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"BRT\": {\"symbol\": \"BRT\", \"average_volume\": 77326.5, \"latest_volume\": 114665.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"HOLX\": {\"symbol\": \"HOLX\", \"average_volume\": 12102499.5, \"latest_volume\": 97401295.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"AAPL\": {\"symbol\": \"AAPL\", \"average_volume\": 39332865.7, \"latest_volume\": 29063757.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"AMZN\": {\"symbol\": \"AMZN\", \"average_volume\": 42622537.6, \"latest_volume\": 25199676.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"AVGO\": {\"symbol\": \"AVGO\", \"average_volume\": 21244181.7, \"latest_volume\": 10899917.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"CCL\": {\"symbol\": \"CCL\", \"average_volume\": 28834213.8, \"latest_volume\": 16467738.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"BA\": {\"symbol\": \"BA\", \"average_volume\": 6553980.8, \"latest_volume\": 4134008.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"CSCO\": {\"symbol\": \"CSCO\", \"average_volume\": 21251771.8, \"latest_volume\": 15208618.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"COIN\": {\"symbol\": \"COIN\", \"average_volume\": 11464819.5, \"latest_volume\": 7085495.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"ADBE\": {\"symbol\": \"ADBE\", \"average_volume\": 4400942.2, \"latest_volume\": 2752722.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"AXP\": {\"symbol\": \"AXP\", \"average_volume\": 3147018.0, \"latest_volume\": 2172480.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"CEG\": {\"symbol\": \"CEG\", \"average_volume\": 3125793.9, \"latest_volume\": 2388039.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"COP\": {\"symbol\": \"COP\", \"average_volume\": 9216833.0, \"latest_volume\": 3501030.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"COST\": {\"symbol\": \"COST\", \"average_volume\": 1676721.8, \"latest_volume\": 1447118.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"CSGP\": {\"symbol\": \"CSGP\", \"average_volume\": 5754350.9, \"latest_volume\": 5319409.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"CRWD\": {\"symbol\": \"CRWD\", \"average_volume\": 3191796.9, \"latest_volume\": 1591669.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"TSLA\": {\"symbol\": \"TSLA\", \"average_volume\": 66941030.1, \"latest_volume\": 76849201.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"WBD\": {\"symbol\": \"WBD\", \"average_volume\": 26833191.1, \"latest_volume\": 21864411.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"JPM\": {\"symbol\": \"JPM\", \"average_volume\": 10087919.9, \"latest_volume\": 4957599.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"LLY\": {\"symbol\": \"LLY\", \"average_volume\": 2981903.2, \"latest_volume\": 1817732.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"SO\": {\"symbol\": \"SO\", \"average_volume\": 4726601.4, \"latest_volume\": 2637614.0, \"lookback_days\": 10, \"source\": \"cache\", \"cache_date\": \"2026-04-06\", \"error\": null}, \"SVC\": {\"symbol\": \"SVC\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"ZBIO\": {\"symbol\": \"ZBIO\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"HMH\": {\"symbol\": \"HMH\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"PGC\": {\"symbol\": \"PGC\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"FGBI\": {\"symbol\": \"FGBI\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"ALT\": {\"symbol\": \"ALT\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"VTS\": {\"symbol\": \"VTS\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"EJH\": {\"symbol\": \"EJH\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"POCI\": {\"symbol\": \"POCI\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"SCVL\": {\"symbol\": \"SCVL\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"SVRE\": {\"symbol\": \"SVRE\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"BNR\": {\"symbol\": \"BNR\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"PAGS\": {\"symbol\": \"PAGS\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"ECAT\": {\"symbol\": \"ECAT\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"CNTB\": {\"symbol\": \"CNTB\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"TCGSX\": {\"symbol\": \"TCGSX\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"FMAC\": {\"symbol\": \"FMAC\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"RPAY\": {\"symbol\": \"RPAY\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"VVOS\": {\"symbol\": \"VVOS\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"LRN\": {\"symbol\": \"LRN\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"AMKR\": {\"symbol\": \"AMKR\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"SEZL\": {\"symbol\": \"SEZL\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"JEF\": {\"symbol\": \"JEF\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"NYAX\": {\"symbol\": \"NYAX\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"FAT\": {\"symbol\": \"FAT\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"KALA\": {\"symbol\": \"KALA\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"SNCR\": {\"symbol\": \"SNCR\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"CARM\": {\"symbol\": \"CARM\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"QNCX\": {\"symbol\": \"QNCX\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"GRDX\": {\"symbol\": \"GRDX\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"OMQS\": {\"symbol\": \"OMQS\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"VERO\": {\"symbol\": \"VERO\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"CREX\": {\"symbol\": \"CREX\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"CLSD\": {\"symbol\": \"CLSD\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"EV\": {\"symbol\": \"EV\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"US\": {\"symbol\": \"US\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"II\": {\"symbol\": \"II\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"COVID\": {\"symbol\": \"COVID\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"IMF\": {\"symbol\": \"IMF\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"IV\": {\"symbol\": \"IV\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"PCE\": {\"symbol\": \"PCE\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"KKR\": {\"symbol\": \"KKR\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"TLDR\": {\"symbol\": \"TLDR\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"IRGC\": {\"symbol\": \"IRGC\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"YTD\": {\"symbol\": \"YTD\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"WS\": {\"symbol\": \"WS\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"KVEXT\": {\"symbol\": \"KVEXT\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}, \"ROBO\": {\"symbol\": \"ROBO\", \"average_volume\": null, \"latest_volume\": null, \"lookback_days\": 10, \"source\": \"download\", \"cache_date\": \"2026-04-06\", \"error\": \"No volume data found\"}}",
+    "output_length": 14740,
+    "error": ""
+  }
+]
\ No newline at end of file
diff --git a/results/discovery/2026-04-06/run_21_27_16/tool_execution_logs.md b/results/discovery/2026-04-06/run_21_27_16/tool_execution_logs.md
new file mode 100644
index 00000000..721f21b9
--- /dev/null
+++ b/results/discovery/2026-04-06/run_21_27_16/tool_execution_logs.md
@@ -0,0 +1,18 @@
+# Tool Execution Logs - 2026-04-06
+
+## 1. Check average volume (batch)
+
+- **Type:** `tool`
+- **Node:** filter
+- **Timestamp:** 2026-04-06T21:28:01.982235
+- **Tool:** `get_average_volume_batch`
+- **Parameters:** `{'symbols': ['FIVE', 'APA', 'ALB', 'AA', 'AMAT', 'CAT', 'AMD', 'DINO', 'EXAS', 'CF', 'SVC', 'ZBIO', 'HMH', 'SPG', 'PGC', 'FGBI', 'ALT', 'VTS', 'EJH', 'POCI', 'SCVL', 'SVRE', 'BNR', 'PAGS', 'ECAT', 'CNTB', 'TCGSX', 'FMAC', 'RPAY', 'VVOS', 'WFC', 'META', 'SMCI', 'LRN', 'AMKR', 'SEZL', 'PYPL', 'JEF', 'BAC', 'NYAX', 'FAT', 'KALA', 'SNCR', 'CARM', 'QNCX', 'GRDX', 'OMQS', 'VERO', 'CREX', 'CLSD', 'BRT', 'HOLX', 'AAPL', 'AMZN', 'AVGO', 'CCL', 'BA', 'CSCO', 'COIN', 'ADBE', 'AXP', 'CEG', 'COP', 'COST', 'CSGP', 'CRWD', 'EV', 'US', 'II', 'COVID', 'IMF', 'IV', 'PCE', 'KKR', 'TLDR', 'TSLA', 'WBD', 'IRGC', 'YTD', 'JPM', 'WS', 'LLY', 'KVEXT', 'SO', 'ROBO'], 'lookback_days': 10, 'curr_date': '2026-04-06', 'cache_key': 'default'}`
+- **Output Length:** 14740 chars
+
+### Output
+```
+{"FIVE": {"symbol": "FIVE", "average_volume": 1122475.0, "latest_volume": 1195650.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "APA": {"symbol": "APA", "average_volume": 11404998.9, "latest_volume": 7241789.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "ALB": {"symbol": "ALB", "average_volume": 1896050.8, "latest_volume": 1393708.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "AA": {"symbol": "AA", "average_volume": 6489886.5, "latest_volume": 4132365.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "AMAT": {"symbol": "AMAT", "average_volume": 6084503.2, "latest_volume": 2502432.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "CAT": {"symbol": "CAT", "average_volume": 2216048.9, "latest_volume": 1188889.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "AMD": {"symbol": "AMD", "average_volume": 37939473.0, "latest_volume": 30668930.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "DINO": {"symbol": "DINO", "average_volume": 2148305.4, "latest_volume": 1658254.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "EXAS": {"symbol": "EXAS", "average_volume": 3743537.9, "latest_volume": 0.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "CF": {"symbol": "CF", "average_volume": 5117478.0, "latest_volume": 1990380.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "SPG": {"symbol": "SPG", "average_volume": 1930796.9, "latest_volume": 1030469.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "WFC": {"symbol": "WFC", "average_volume": 14462241.3, "latest_volume": 5458213.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "META": {"symbol": "META", "average_volume": 20509419.2, "latest_volume": 9398292.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "SMCI": {"symbol": "SMCI", "average_volume": 49772213.6, "latest_volume": 23343236.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "PYPL": {"symbol": "PYPL", "average_volume": 15644768.5, "latest_volume": 10119485.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "BAC": {"symbol": "BAC", "average_volume": 35425804.4, "latest_volume": 19916244.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "BRT": {"symbol": "BRT", "average_volume": 77326.5, "latest_volume": 114665.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "HOLX": {"symbol": "HOLX", "average_volume": 12102499.5, "latest_volume": 97401295.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "AAPL": {"symbol": "AAPL", "average_volume": 39332865.7, "latest_volume": 29063757.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "AMZN": {"symbol": "AMZN", "average_volume": 42622537.6, "latest_volume": 25199676.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "AVGO": {"symbol": "AVGO", "average_volume": 21244181.7, "latest_volume": 10899917.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "CCL": {"symbol": "CCL", "average_volume": 28834213.8, "latest_volume": 16467738.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "BA": {"symbol": "BA", "average_volume": 6553980.8, "latest_volume": 4134008.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "CSCO": {"symbol": "CSCO", "average_volume": 21251771.8, "latest_volume": 15208618.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "COIN": {"symbol": "COIN", "average_volume": 11464819.5, "latest_volume": 7085495.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "ADBE": {"symbol": "ADBE", "average_volume": 4400942.2, "latest_volume": 2752722.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "AXP": {"symbol": "AXP", "average_volume": 3147018.0, "latest_volume": 2172480.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "CEG": {"symbol": "CEG", "average_volume": 3125793.9, "latest_volume": 2388039.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "COP": {"symbol": "COP", "average_volume": 9216833.0, "latest_volume": 3501030.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "COST": {"symbol": "COST", "average_volume": 1676721.8, "latest_volume": 1447118.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "CSGP": {"symbol": "CSGP", "average_volume": 5754350.9, "latest_volume": 5319409.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "CRWD": {"symbol": "CRWD", "average_volume": 3191796.9, "latest_volume": 1591669.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "TSLA": {"symbol": "TSLA", "average_volume": 66941030.1, "latest_volume": 76849201.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "WBD": {"symbol": "WBD", "average_volume": 26833191.1, "latest_volume": 21864411.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "JPM": {"symbol": "JPM", "average_volume": 10087919.9, "latest_volume": 4957599.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "LLY": {"symbol": "LLY", "average_volume": 2981903.2, "latest_volume": 1817732.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "SO": {"symbol": "SO", "average_volume": 4726601.4, "latest_volume": 2637614.0, "lookback_days": 10, "source": "cache", "cache_date": "2026-04-06", "error": null}, "SVC": {"symbol": "SVC", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "ZBIO": {"symbol": "ZBIO", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "HMH": {"symbol": "HMH", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "PGC": {"symbol": "PGC", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "FGBI": {"symbol": "FGBI", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "ALT": {"symbol": "ALT", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "VTS": {"symbol": "VTS", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "EJH": {"symbol": "EJH", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "POCI": {"symbol": "POCI", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "SCVL": {"symbol": "SCVL", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "SVRE": {"symbol": "SVRE", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "BNR": {"symbol": "BNR", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "PAGS": {"symbol": "PAGS", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "ECAT": {"symbol": "ECAT", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "CNTB": {"symbol": "CNTB", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "TCGSX": {"symbol": "TCGSX", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "FMAC": {"symbol": "FMAC", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "RPAY": {"symbol": "RPAY", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "VVOS": {"symbol": "VVOS", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "LRN": {"symbol": "LRN", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "AMKR": {"symbol": "AMKR", "average_volume": null, "latest_volume": null, "lookback_days": 10, "source": "download", "cache_date": "2026-04-06", "error": "No volume data found"}, "SEZL": {"symbol": "SEZL", "average_volume": null, "latest_volum... [truncated]
+```
+
+---
+