Side-by-side — janus vs janus

janus-s11-20260725 vs janus-s11-20260721 · ⇄ swap
One course clock drives both replays — each ledger reveals as its own recorded time passes. Where one pane goes quiet, that agent is thinking.

Ƀash — the score

room	janus	janus
room1	−3 ◎	+2
room2	+7	+7
room3	−3 ◎	+7
course	+1	+16

Splits (wall-clock — tiebreak only)

room	janus	janus	Δ
room1	61.81	775.67	-713.86
room2	976.57	445.41	+531.15
room3	246.64	1075.92	-829.28
total	1285.02	2297.00	-1011.98

Synced replay

play speed

janus · seed 11 · PASSED · +1 · 1285.0s · 0 fault(s)

#	t+	Room	Tool	Args	OK
1	0.0	room1	briefing	{}	✓
2	0.4	room1	list_tables	{}	✓
3	1.4	room1	table_schema	{'name': 'daily'}	✓
4	2.3	room1	run_sql	{'query': 'SELECT * FROM daily LIMIT 10;'}	✓
5	8.0	room1	run_sql	{'query': "SELECT 'resting_hr' as metric, AVG(resting_hr) as avg, STDDEV(resting_hr) as std FROM daily\nUNION ALL\nSELECT 'hrv', AVG(hrv), STDDEV(hrv) FROM daily\nUNION ALL\nSELECT 'sleep_hours', AVG(sleep_hours), STDDEV(sleep_hours) FROM daily\nUNION ALL\nSELECT 'glucose_mean', AVG(glucose_mean), STDDEV(glucose_mean) FROM daily\nUNION ALL\nSELECT 'steps', AVG(steps), STDDEV(steps) FROM daily;"}	✗
6	12.8	room1	run_sql	{'query': 'SELECT \n AVG(resting_hr) as avg_hr, MIN(resting_hr) as min_hr, MAX(resting_hr) as max_hr,\n AVG(hrv) as avg_hrv, MIN(hrv) as min_hrv, MAX(hrv) as max_hrv,\n AVG(sleep_hours) as avg_sleep, MIN(sleep_hours) as min_sleep, MAX(sleep_hours) as max_sleep,\n AVG(glucose_mean) as avg_gluc, MIN(glucose_mean) as min_gluc, MAX(glucose_mean) as max_gluc,\n AVG(steps) as avg_steps, M…	✓
7	23.4	room1	run_sql	{'query': 'SELECT \n AVG(resting_hr * resting_hr) - AVG(resting_hr) * AVG(resting_hr) as var_hr,\n AVG(hrv * hrv) - AVG(hrv) * AVG(hrv) as var_hrv,\n AVG(sleep_hours * sleep_hours) - AVG(sleep_hours) * AVG(sleep_hours) as var_sleep,\n AVG(glucose_mean * glucose_mean) - AVG(glucose_mean) * AVG(glucose_mean) as var_gluc,\n AVG(steps * steps) - AVG(steps) * AVG(steps) as var_steps\nFRO…	✓
8	27.2	room1	run_sql	{'query': 'SELECT * FROM daily ORDER BY date ASC;'}	✓
9	45.8	room1	run_sql	{'query': "SELECT \n AVG(CASE WHEN date < '2026-03-10' THEN resting_hr END) as avg_before,\n AVG(CASE WHEN date BETWEEN '2026-03-10' AND '2026-03-21' THEN resting_hr END) as avg_during\nFROM daily;"}	✓
10	61.8	room1	submit_finding	{'metric': 'resting_hr', 'start_date': '2026-03-10', 'magnitude': 24.0}	✓
1	64.7	room2	briefing	{}	✓
2	65.2	room2	read_inbox	{}	✓
3	65.8	room2	read_spec	{}	✓
4	108.6	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # Date patterns: ISO (YYYY-MM-DD) or US Slash (MM/DD/YY)\n iso_pattern = r\'(\\d{4}-\\d{2}-\\d{2})\'\n us_slash_pattern = r\'(\\d{2}/\\d{2}/(\\d{2}))\'\n \n date_str = None\n match_iso = re.search(iso_pattern, line)\n if match_iso:\n date_str = match_iso.group(1)\n else:\n match_us = re.searc…	✓
5	127.7	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # 1. Find Date\n iso_pattern = r\'\\d{4}-\\d{2}-\\d{2}\'\n us_slash_pattern = r\'(\\d{2})/(\\d{2})/(\\d{2,4})\'\n \n date_str = None\n match_obj = None\n\n # Try ISO first\n iso_match = re.search(iso_pattern, line)\n if iso_match:\n date_str = iso_match.group(0)\n match_obj = iso_match\n …	✓
6	130.7	room2	run_tests	{}	✓
7	169.3	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # 1. Extract Date\n iso_match = re.search(r\'\\d{4}-\\d{2}-\\d{2}\', line)\n us_match = re.search(r\'(\\d{2})/(\\d{2})/(\\d{2,4})\', line)\n \n if iso_match:\n date_str = iso_match.group(0)\n date_range = (iso_match.start(), iso_match.end())\n elif us_match:\n m, d, y = us_match.groups()\n …	✓
8	211.8	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # 1. Extract Date\n iso_match = re.search(r\'(\\d{4}-\\d{2}-\\d{2})\', line)\n us_match = re.search(r\'(\\d{2})/(\\d{2})/(\\d{2,4})\', line)\n \n date_str = None\n if iso_match:\n date_str = iso_match.group(1)\n elif us_match:\n m, d, y = us_match.groups()\n if len(y) == 2:\n y…	✓
9	236.4	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # 1. Find Date\n iso_match = re.search(r\'\\d{4}-\\d{2}-\\d{2}\', line)\n us_match = re.search(r\'(\\d{2})/(\\d{2})/(\\d{2,4})\', line)\n \n if iso_match:\n date_str = iso_match.group(0)\n d_start, d_end = iso_match.span()\n elif us_match:\n m, d, y = us_match.groups()\n y = f"20{y}" …	✓
10	301.3	room2	write_tool	{'source': 'import re\nfrom datetime import datetime\n\ndef parse_line(line: str) -> dict \| None:\n # Regex patterns\n iso_pattern = r\'(\\d{4})-(\\d{2})-(\\d{2})\'\n us_slash_pattern = r\'(\\d{1,2})/(\\d{1,2})/(\\d{2,4})\'\n\n date_val = None\n norm_date = None\n \n # Try ISO first\n iso_match = re.search(iso_pattern, line)\n if iso_match:\n date_val = iso_match.…	✓
11	303.2	room2	run_tests	{}	✓
12	324.8	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # Regex patterns for dates\n iso_pattern = r\'\\d{4}-\\d{2}-\\d{2}\'\n us_slash_pattern = r\'(\\d{1,2})/(\\d{1,2})/(\\d{2,4})\'\n\n date_val = None\n norm_date = None\n \n # Try ISO first\n iso_match = re.search(iso_pattern, line)\n if iso_match:\n date_val = iso_match.group()\n norm_date …	✓
13	413.8	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # 1. Try to find the date (ISO or US slash)\n # ISO pattern: YYYY-MM-DD\n iso_match = re.search(r\'(\\d{4}-\\d{2}-\\d{2})\', line)\n # US pattern: MM/DD/YY or MM/DD/YYYY\n us_match = re.search(r\'(\\d{2}/\\d{2}/\\d{2,4})\', line)\n \n date_str = None\n match_end = 0\n \n if iso_match:\n date_s…	✓
14	415.1	room2	run_tests	{}	✓
15	426.4	room2	read_spec	{}	✓
16	448.6	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # 1. Extract Date\n iso_match = re.search(r\'(\\d{4}-\\d{2}-\\d{2})\', line)\n us_match = re.search(r\'(\\d{2}/\\d{2}/(\\d{2,4}))\', line)\n \n date_str = None\n if iso_match:\n date_str = iso_match.group(1)\n elif us_match:\n m, d, y = us_match.groups()\n if len(y) == 2:\n y =…	✓
17	503.6	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # 1. Extract Date\n iso_match = re.search(r\'(\\d{4}-\\d{2}-\\d{2})\', line)\n us_match = re.search(r\'(\\d{2}/\\d{2}/(\\d{2,4}))\', line)\n \n if iso_match:\n date_str = iso_match.group(1)\n elif us_match:\n m, d, y = us_match.groups()\n y = "20" + y if len(y) == 2 else y\n date_str …	✓
18	523.8	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n iso_match = re.search(r\'(\\d{4}-\\d{2}-\\d{2})\', line)\n us_match = re.search(r\'(\\d{2}/\\d{2}/(\\d{2,4}))\', line)\n if iso_match:\n date_str = iso_match.group(1)\n elif us_match:\n m, d, y = us_match.groups()\n y = "20" + y if len(y) == 2 else y\n date_str = f"{y}-{m}-{d}"\n else:\n…	✓
19	539.3	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n iso_match = re.search(r\'(\\d{4}-\\d{2}-\\d{2})\', line)\n us_match = re.search(r\'(\\d{2}/\\d{2}/(\\d{2,4}))\', line)\n if iso_match:\n date_str = iso_match.group(1)\n elif us_match:\n m, d, y = us_match.groups()\n y = "20" + y if len(y) == 2 else y\n date_str = f"{y}-{m}-{d}"\n else:\n…	✓
20	566.3	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # 1. Extract Date (ISO or US Slash)\n iso_match = re.search(r\'(\\d{4}-\\d{2}-\\d{2})\', line)\n us_match = re.search(r\'(\\d{2}/\\d{2}/(\\d{2,4}))\', line)\n \n if iso_match:\n date_str = iso_match.group(1)\n elif us_match:\n m, d, y = us_match.groups()\n y = "20" + y if len(y) == 2 else y\…	✓
21	618.2	room2	write_tool	{'source': 'import re\nfrom datetime import datetime\n\ndef parse_line(line: str) -> dict \| None:\n """Parses a line to extract date, metric name, and numerical value."""\n date_obj = None\n rem = line\n \n # 1. Extract Date (ISO or US Slash)\n iso_match = re.search(r\'(\\d{4}-\\d{2}-\\d{2})\', line)\n if iso_match:\n try:\n date_obj = datetime.strptime(iso_m…	✓
22	621.0	room2	run_tests	{}	✓
23	636.9	room2	write_tool	{'source': 'import re\nfrom datetime import datetime\n\ndef parse_line(line: str) -> dict \| None:\n """Parses a line to extract date (as YYYY-MM-DD), metric name, and numerical value."""\n date_str = None\n rem = line\n \n # 1. Extract Date (ISO or US Slash)\n iso_match = re.search(r\'(\\d{4}-\\d{2}-\\d{2})\', line)\n if iso_match:\n try:\n date_str = iso_mat…	✓
24	722.5	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # 1. Extract Date\n date_str = None\n # ISO format YYYY-MM-DD\n iso_match = re.search(r\'(\\d{4})-(\\d{2})-(\\d{2})\', line)\n if iso_match:\n date_str = f"{iso_match.group(1)}-{iso_match.group(2).zfill(2)}-{iso_match.group(3).zfill(2)}"\n else:\n # US format MM/DD/YY or MM/DD/YYYY\n us_matc…	✓
25	732.3	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # 1. Extract Date (ISO or US slash)\n date_str = None\n iso_match = re.search(r\'(\\d{4})-(\\d{2})-(\\d{2})\', line)\n if iso_match:\n date_str = f"{iso_match.group(1)}-{iso_match.group(2).zfill(2)}-{iso_match.group(3).zfill(2)}"\n else:\n us_match = re.search(r\'(\\d{1,2})/(\\d{1,2})/(\\d{2,4})\', li…	✓
26	734.5	room2	run_tests	{}	✓
27	780.5	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # 1. Extract Date (ISO or US slash)\n date_str = None\n iso_match = re.search(r\'(\\d{4})-(\\d{2})-(\\d{2})\', line)\n us_match = re.search(r\'(\\d{1,2})/(\\d{1,2})/(\\d{2,4})\', line)\n\n if iso_match:\n date_str = f"{iso_match.group(1)}-{iso_match.group(2).zfill(2)}-{iso_match.group(3).zfill(2)}"\n elif…	✓
28	921.7	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # 1. Extract Date (ISO or US Slash)\n iso = re.search(r\'\\d{4}-\\d{2}-\\d{2}\', line)\n us = re.search(r\'(\\d{1,2})/(\\d{1,2})/(\\d{2,4})\', line)\n if iso:\n date_str = iso.group()\n elif us:\n m, d, y = us.groups()\n y = f"20{y}" if len(y) == 2 else y\n date_str = f"{y}-{m.zfill(2)}-…	✓
29	926.6	room2	run_tests	{}	✓
30	1008.7	room2	write_tool	{'source': 'import re\nfrom datetime import datetime\n\ndef'}	✓
31	1016.4	room2	read_spec	{}	✓
32	1036.5	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # 1. Extract Date\n iso_match = re.search(r\'(\\d{4})-(\\d{2})-(\\d{2})\', line)\n us_match = re.search(r\'(\\d{1,2})/(\\d{1,2})/(\\d{2})\', line)\n \n if iso_match:\n date_str = iso_match.group(0)\n rem = line.replace(date_str, "")\n elif us_match:\n m, d, y = us_match.groups()\n dat…	✓
33	1040.5	room2	run_tests	{}	✓
34	1041.3	room2	submit_tool	{}	✓
1	1044.4	room3	briefing	{}	✓
2	1044.9	room3	read_log	{}	✓
3	1050.6	room3	use_tool	{'line': '[04/17/26] resting hr 71 bpm'}	✓
4	1051.5	room3	use_tool	{'line': '2026-04-18 - steps: 19626 (approx)'}	✓
5	1052.5	room3	use_tool	{'line': 'hrv on 2026-04-19 = 62 (approx)'}	✓
6	1053.2	room3	use_tool	{'line': '--- avg glucose on 2026-04-21 = 90 ---'}	✓
7	1067.3	room3	use_tool	{'line': 'avg glucose on 2026-04-21 = 90'}	✓
8	1068.2	room3	use_tool	{'line': 'resting hr on 04/22/26 = 77'}	✓
9	1068.9	room3	use_tool	{'line': 'steps on 04/23/26 = 18214'}	✓
10	1069.5	room3	use_tool	{'line': 'sync error @ device'}	✓
11	1070.3	room3	use_tool	{'line': 'slept on 2026-04-25 = 3.2'}	✓
12	1071.1	room3	use_tool	{'line': '2026-04-26 - avg glucose: 93'}	✓
13	1072.9	room3	use_tool	{'line': '[04/27/26] resting hr 71 --- note: felt great today --- [2026-04-29] heart rate variability 59 sleep hours on 2026-04-30 = 6.5 2026-05-01 - avg glucose: 102 sync error @ device [05/03/26] step count 18897 [2026-05-04] hrv 67'}	✓
14	1086.1	room3	use_tool	{'line': '[04/27/26] resting hr 71'}	✓
15	1103.8	room3	enter_record	{'date': '2026-04-17', 'metric': 'resting_hr', 'value': 71.0}	✓
16	1150.5	room3	enter_record	{'date': '2026-04-18', 'metric': 'steps', 'value': 19626.0}	✓
17	1152.8	room3	enter_record	{'date': '2026-04-19', 'metric': 'hrv', 'value': 62.0}	✓
18	1153.6	room3	enter_record	{'date': '2026-04-21', 'metric': 'glucose_mean', 'value': 90.0}	✓
19	1154.3	room3	enter_record	{'date': '2026-04-22', 'metric': 'resting_hr', 'value': 77.0}	✓
20	1155.1	room3	enter_record	{'date': '2026-04-23', 'metric': 'steps', 'value': 18214.0}	✓
21	1156.0	room3	enter_record	{'date': '2026-04-25', 'metric': 'sleep_hours', 'value': 3.2}	✓
22	1156.8	room3	enter_record	{'date': '2026-04-26', 'metric': 'glucose_mean', 'value': 93.0}	✓
23	1163.1	room3	enter_record	{'date': '2026-04-27', 'metric': 'resting_hr', 'value': 71.0}	✓
24	1233.3	room3	read_log	{}	✓
25	1243.9	room3	use_tool	{'line': '[2026-04-29] heart rate variability 59'}	✓
26	1245.1	room3	use_tool	{'line': 'sleep hours on 2026-04-30 = 6.5'}	✓
27	1245.8	room3	use_tool	{'line': '2026-05-01 - avg glucose: 102'}	✓
28	1246.5	room3	use_tool	{'line': '[05/03/26] step count 18897'}	✓
29	1247.2	room3	use_tool	{'line': '[2026-05-04] hrv 67'}	✓
30	1248.1	room3	enter_record	{'date': '2026-04-29', 'metric': 'hrv', 'value': 59.0}	✓
31	1248.9	room3	enter_record	{'date': '2026-04-30', 'metric': 'sleep_hours', 'value': 6.5}	✓
32	1249.6	room3	enter_record	{'date': '2026-05-01', 'metric': 'glucose_mean', 'value': 102.0}	✓
33	1255.5	room3	enter_record	{'date': '2026-05-03', 'metric': 'steps', 'value': 18897.0}	✓
34	1256.3	room3	enter_record	{'date': '2026-05-04', 'metric': 'hrv', 'value': 67.0}	✓
35	1291.1	room3	submit_entries	{}	✓

janus · seed 11 · DNF · +16 · 2297.0s · 4 fault(s)

#	t+	Room	Tool	Args	OK
1	0.0	room1	briefing	{}	✓
2	1.1	room1	list_tables	{}	✓
3	2.2	room1	table_schema	{'name': 'daily'}	✓
4	6.2	room1	run_sql	{'query': "SELECT 'resting_hr', AVG(resting_hr), STDDEV(resting_hr) FROM daily UNION ALL SELECT 'hrv', AVG(hrv), STDDEV(hrv) FROM daily UNION ALL SELECT 'sleep_hours', AVG(sleep_hours), STDDEV(sleep_hours) FROM daily UNION ALL SELECT 'glucose_mean', AVG(glucose_mean), STDDEV(glucose_mean) FROM daily UNION ALL SELECT 'steps', AVG(steps), STDDEV(steps)"}	✗
5	12.5	room1	run_sql	{'query': 'SELECT * FROM daily LIMIT 10;'}	✓
6	20.1	room1	run_sql	{'query': 'SELECT \n MIN(resting_hr), MAX(resting_hr), AVG(resting_hr) FROM daily UNION ALL\n SELECT MIN(hrv), MAX(hrv), AVG(hrv) FROM daily UNION ALL\n SELECT MIN(sleep_hours), MAX(sleep_hours), AVG(sleep_hours) FROM daily UNION ALL\n SELECT MIN(glucose_mean), MAX(glucose_mean), AVG(glucose_mean) FROM daily UNION ALL\n SELECT MIN(steps), MAX(steps), AVG(steps) FROM daily;'}	✓
7	25.0	room1	run_sql	{'query': 'SELECT COUNT(*) FROM daily;'}	✓
8	29.6	room1	run_sql	{'query': 'SELECT date, hrv FROM daily ORDER BY date;'}	✓
9	40.7	room1	run_sql	{'query': "SELECT * FROM daily WHERE date BETWEEN '2026-06-01' AND '2026-06-30';"}	✓
10	57.2	room1	table_schema	{'name': 'samples'}	✓
11	66.6	room1	run_sql	{'query': 'SELECT metric, COUNT(*) FROM samples GROUP BY metric;'}	✓
12	90.9	room1	run_sql	{'query': 'SELECT metric, AVG(value), MIN(value), MAX(value) FROM samples GROUP BY metric;'}	✓
13	103.2	room1	run_sql	{'query': 'SELECT MIN(ts), MAX(ts) FROM samples;'}	✓
14	194.6	room1	briefing	{}	✓
15	195.2	room1	list_tables	{}	✓
16	195.9	room1	table_schema	{'name': 'daily'}	✓
17	200.9	room1	run_sql	{'query': 'SELECT \n AVG(resting_hr) as avg_hr, MIN(resting_hr) as min_hr, MAX(resting_hr) as max_hr,\n AVG(hrv) as avg_hrv, MIN(hrv) as min_hrv, MAX(hrv) as max_hrv,\n AVG(sleep_hours) as avg_sleep, MIN(sleep_hours) as min_sleep, MAX(sleep_hours) as max_sleep,\n AVG(glucose_mean) as avg_gluc, MIN(glucose_mean) as min_gluc, MAX(glucose_mean) as max_gluc,\n AVG(steps) as avg_steps, M…	✓
18	202.8	room1	run_sql	{'query': 'SELECT date, hrv FROM daily WHERE hrv < 50 ORDER BY date;'}	✓
19	205.5	room1	run_sql	{'query': "SELECT date, hrv FROM daily WHERE date BETWEEN '2026-06-20' AND '2026-07-05' ORDER BY date;"}	✓
20	209.7	room1	table_schema	{'name': 'samples'}	✓
21	213.8	room1	run_sql	{'query': 'SELECT metric, COUNT(*) as count FROM samples GROUP BY metric;'}	✓
22	214.7	room1	submit_finding	{'metric': 'hrv', 'start_date': '2026-06-28', 'magnitude': 25.1}	✓
23	219.8	room1	run_sql	{'query': 'SELECT date, steps FROM daily ORDER BY date;'}	✓
24	229.3	room1	run_sql	{'query': 'SELECT metric, AVG(value) as avg_v, MIN(value) as min_v, MAX(value) as max_v FROM samples GROUP BY metric;'}	✓
25	247.0	room1	run_sql	{'query': 'SELECT date, sleep_hours FROM daily WHERE sleep_hours < 5 ORDER BY date;'}	✓
26	256.9	room1	run_sql	{'query': 'SELECT ts, metric, value FROM samples LIMIT 10;'}	✓
27	271.9	room1	run_sql	{'query': "SELECT * FROM daily WHERE date BETWEEN '2026-06-10' AND '2026-07-05';"}	✓
28	294.5	room1	run_sql	{'query': 'SELECT date, glucose_mean FROM daily WHERE glucose_mean > 120 ORDER BY date;'}	✓
29	310.0	room1	run_sql	{'query': "SELECT ts, metric, value FROM samples WHERE metric = 'glucose' ORDER BY ts LIMIT 20;"}	✓
30	402.5	room1	run_sql	{'query': "SELECT 'resting_hr' as metric, MIN(resting_hr) as val, date FROM daily GROUP BY 1 ORDER BY 2 ASC LIMIT 1 UNION ALL SELECT 'hrv', MIN(hrv), date FROM daily GROUP BY 1 ORDER BY 2 ASC LIMIT 1 UNION ALL SELECT 'sleep_hours', MIN(sleep_hours), date FROM daily GROUP BY 1 ORDER BY 2 ASC LIMIT 1 UNION ALL SELECT 'glucose_mean', MIN(glucose_mean), date FROM daily GROUP BY 1 ORDER BY 2 ASC LIMIT …	✗
31	407.0	room1	run_sql	{'query': 'SELECT \n MIN(resting_hr) as min_hr, MAX(resting_hr) as max_hr, AVG(resting_hr) as avg_hr,\n MIN(hrv) as min_hrv, MAX(hrv) as max_hrv, AVG(hrv) as avg_hrv,\n MIN(sleep_hours) as min_sleep, MAX(sleep_hours) as max_sleep, AVG(sleep_hours) as avg_sleep,\n MIN(glucose_mean) as min_glc, MAX(glucose_mean) as max_glc, AVG(glucose_mean) as avg_glc,\n MIN(steps) as min_steps, MAX(…	✓
32	411.5	room1	run_sql	{'query': 'SELECT * FROM daily ORDER BY date DESC LIMIT 20;'}	✓
33	426.1	room1	run_sql	{'query': "SELECT 'resting_hr' as metric, MIN(resting_hr) as val, date FROM daily GROUP BY 1 HAVING val = (SELECT MIN(resting_hr) FROM daily)\nUNION ALL\nSELECT 'hrv', MIN(hrv), date FROM daily GROUP BY 1 HAVING val = (SELECT MIN(hrv) FROM daily)\nUNION ALL\nSELECT 'sleep_hours', MIN(sleep_hours), date FROM daily GROUP BY 1 HAVING val = (SELECT MIN(sleep_hours) FROM daily)\nUNION ALL\nSELECT 'gluc…	✗
34	447.2	room1	run_sql	{'query': "SELECT \n 'resting_hr' as metric, ABS(MIN(resting_hr) - AVG(resting_hr))/AVG(resting_hr) as rel_diff FROM daily\nUNION ALL\nSELECT 'hrv', ABS(MIN(hrv) - AVG(hrv))/AVG(hrv) FROM daily\nUNION ALL\nSELECT 'sleep_hours', ABS(MIN(sleep_hours) - AVG(sleep_hours))/AVG(sleep_hours) FROM daily\nUNION ALL\nSELECT 'glucose_mean', ABS(MIN(glucose_mean) - AVG(glucose_mean))/AVG(glucose_mean) FROM…	✓
35	537.2	room1	submit_finding	{'metric': 'hrv', 'start_date': '2026-06-28', 'magnitude': 25.1}	✓
36	557.6	room1	run_sql	{'query': 'SELECT * FROM daily ORDER BY resting_hr DESC LIMIT 1;'}	✓
37	584.0	room1	run_sql	{'query': "SELECT 'resting_hr' as metric, ABS(val - avg_val)/stddev_val as zscore, date FROM (SELECT resting_hr as val, AVG(resting_hr) OVER() as avg_val, STDDEV(resting_hr) OVER() as stddev_val, date FROM daily) WHERE ABS(val - avg_val)/stddev_val > 2 ORDER BY zscore DESC LIMIT 1\nUNION ALL\nSELECT 'hrv', ABS(hrv - avg_hrv)/stddev_hrv, date FROM (SELECT hrv, AVG(hrv) OVER() as avg_hrv, STDDEV(hrv…	✗
38	601.1	room1	run_sql	{'query': 'SELECT \n AVG(resting_hr) as avg_hr, STDDEV(resting_hr) as std_hr,\n AVG(hrv) as avg_hrv, STDDEV(hrv) as std_hrv,\n AVG(sleep_hours) as avg_slp, STDDEV(sleep_hours) as std_slp,\n AVG(glucose_mean) as avg_glc, STDDEV(glucose_mean) as std_glc,\n AVG(steps) as avg_st, STDDEV(steps) as std_st\nFROM daily;'}	✗
39	628.0	room1	run_sql	{'query': 'SELECT date FROM daily WHERE steps = 19833;'}	✓
40	662.9	room1	run_sql	{'query': "SELECT * FROM daily WHERE date >= '2026-05-01' ORDER BY date ASC;"}	✓
41	685.5	room1	submit_finding	{'metric': 'steps', 'start_date': '2026-06-17', 'magnitude': 6560.0}	✓
42	703.3	room1	run_sql	{'query': 'SELECT * FROM daily WHERE resting_hr = 85.7;'}	✓
43	712.6	room1	run_sql	{'query': "SELECT 'resting_hr' as m, MAX(resting_hr) as v, MIN(date) as d FROM daily UNION SELECT 'hrv', MAX(hrv), MIN(date) FROM daily UNION SELECT 'sleep_hours', MAX(sleep_hours), MIN(date) FROM daily UNION SELECT 'glucose_mean', MAX(glucose_mean), MIN(date) FROM daily UNION SELECT 'steps', MAX(steps), MIN(date) FROM daily;"}	✓
44	724.0	room1	run_sql	{'query': 'SELECT date, glucose_mean FROM daily ORDER BY glucose_mean DESC LIMIT 1;'}	✓
45	732.5	room1	run_sql	{'query': "SELECT 'resting_hr' as m, MIN(resting_hr) as v, MIN(date) as d FROM daily UNION SELECT 'resting_hr', MAX(resting_hr), date FROM daily WHERE resting_hr = (SELECT MAX(resting_hr) FROM daily) LIMIT 1;"}	✓
46	748.2	room1	run_sql	{'query': "SELECT * FROM daily WHERE date BETWEEN '2026-03-10' AND '2026-03-15';"}	✓
47	762.3	room1	run_sql	{'query': "SELECT * FROM daily WHERE date BETWEEN '2026-01-15' AND '2026-01-25';"}	✓
48	769.7	room1	run_sql	{'query': 'SELECT date, resting_hr, hrv, sleep_hours, glucose_mean, steps FROM daily WHERE resting_hr > 75 OR hrv < 40 OR sleep_hours < 5 OR glucose_mean > 120 OR steps < 5000;'}	✓
49	775.7	room1	submit_finding	{'metric': 'resting_hr', 'start_date': '2026-03-10', 'magnitude': 24.0}	✓
1	781.2	room2	briefing	{}	✓
2	781.7	room2	read_inbox	{}	✓
3	783.0	room2	read_spec	{}	✓
4	862.6	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # Extract Date\n iso = re.search(r\'\\d{4}-\\d{2}-\\d{2}\', line)\n us = re.search(r\'(\\d{2})/(\\d{2})/(\\d{2})\', line)\n if iso:\n dt, dr = iso.group(), iso.span()\n elif us:\n m, d, y = us.groups()\n dt, dr = f"20{y}-{m}-{d}", us.span()\n else:\n return None\n\n # Extract Metri…	✓
5	879.5	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # Extract Date\n iso = re.search(r\'\\d{4}-\\d{2}-\\d{2}\', line)\n us = re.search(r\'(\\d{2})/(\\d{2})/(\\d{2})\', line)\n if iso:\n dt, dr = iso.group(), iso.span()\n elif us:\n m, d, y = us.groups()\n dt, dr = f"20{y}-{m}-{d}", us.span()\n else:\n return None\n\n # Extract Metri…	✓
6	884.7	room2	run_tests	{}	✓
7	895.1	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # Extract Date\n iso = re.search(r\'\\d{4}-\\d{2}-\\d{2}\', line)\n us = re.search(r\'(\\d{2})/(\\d{2})/(\\d{2})\', line)\n \n date_spans = []\n dt = None\n\n if iso:\n dt = iso.group()\n date_spans.append(iso.span())\n elif us:\n m, d, y = us.groups()\n dt = f"20{y}-{m}-{d}"\n …	✓
8	925.1	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # 1. Find Date (ISO or US slash)\n iso_match = re.search(r\'\\d{4}-\\d{2}-\\d{2}\', line)\n us_match = re.search(r\'(\\d{2})/(\\d{2})/(\\d{2})\', line)\n\n if iso_match:\n dt = iso_match.group()\n date_span = iso_match.span()\n elif us_match:\n m, d, y = us_match.groups()\n dt = f"20{y}-…	✓
9	955.5	room2	briefing	{}	✓
10	956.3	room2	read_inbox	{}	✓
11	959.0	room2	read_spec	{}	✓
12	998.6	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # 1. Date extraction (ISO or US)\n iso_match = re.search(r\'(\\d{4}-\\d{2}-\\d{2})\', line)\n us_match = re.search(r\'(\\d{1,2})/(\\d{1,2})/(\\d{2})\', line)\n\n if iso_match:\n date_str = iso_match.group()\n date_span = iso_match.span()\n elif us_match:\n m, d, y = us_match.groups()\n d…	✓
13	1003.9	room2	run_tests	{}	✓
14	1041.0	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n iso = re.search(r\'(\\d{4}-\\d{2}-\\d{2})\', line)\n us = re.search(r\'(\\d{1,2})/(\\d{1,2})/(\\d{2})\', line)\n if iso:\n dt, d_span = iso.group(), iso.span()\n elif us:\n m, d, y = us.groups()\n dt, d_span = f"20{y}-{m.zfill(2)}-{d.zfill(2)}", us.span()\n else: return None\n\n metrics = [\…	✓
15	1059.1	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # 1. Find Date\n iso = re.search(r\'\\d{4}-\\d{2}-\\d{2}\', line)\n us = re.search(r\'(\\d{1,2})/(\\d{1,2})/(\\d{2})\', line)\n\n if iso:\n dt_str = iso.group()\n d_start, d_end = iso.span()\n elif us:\n m, d, y = us.groups()\n dt_str = f"20{y}-{m.zfill(2)}-{d.zfill(2)}"\n d_start…	✓
16	1088.3	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # 1. Find Date (ISO or US slash format)\n iso = re.search(r\'\\d{4}-\\d{2}-\\d{2}\', line)\n us = re.search(r\'(\\d{1,2})/(\\d{1,2})/(\\d{2})\', line)\n\n if iso:\n dt_str = iso.group()\n d_start, d_end = iso.span()\n elif us:\n m, d, y = us.groups()\n dt_str = f"20{y}-{m.zfill(2)}-{d.zf…	✓
17	1118.7	room2	briefing	{}	✓
18	1119.2	room2	read_inbox	{}	✓
19	1122.8	room2	read_spec	{}	✓
20	1147.9	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # 1. Date extraction (ISO or US slash)\n iso_match = re.search(r\'\\d{4}-\\d{2}-\\d{2}\', line)\n us_match = re.search(r\'(\\d{1,2})/(\\d{1,2})/(\\d{2})\', line)\n\n dt_str = None\n date_span = (0, 0)\n\n if iso_match:\n dt_str = iso_match.group()\n date_span = iso_match.span()\n elif us_match:\…	✓
21	1174.0	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # 1. Date extraction (ISO or US slash)\n iso_match = re.search(r\'\\d{4}-\\d{2}-\\d{2}\', line)\n us_match = re.search(r\'(\\d{1,2})/(\\d{1,2})/(\\d{2})\', line)\n\n dt_str = None\n date_span = (0, 0)\n\n if iso_match:\n dt_str = iso_match.group()\n date_span = iso_match.span()\n elif us_match:\…	✓
22	1213.3	room2	write_tool	{'source': 'import re\n\ndef parse_line(line: str) -> dict \| None:\n # 1. Date extraction (ISO or US slash)\n iso = re.search(r\'\\d{4}-\\d{2}-\\d{2}\', line)\n us = re.search(r\'(\\d{1,2})/(\\d{1,2})/(\\d{2})\', line)\n\n if iso:\n dt_str = iso.group()\n d_span = iso.span()\n elif us:\n m, d, y = us.groups()\n dt_str = f"20{y}-{m.zfill(2)}-{d.zfill(2)}"\…	✓
23	1216.6	room2	run_tests	{}	✓
24	1226.6	room2	submit_tool	{}	✓
1	1233.5	room3	briefing	{}	✓
2	1234.8	room3	read_inbox	{}	✓
3	1236.0	room3	read_log	{}	✓
4	1241.9	room3	use_tool	{'line': '[04/17/26] resting hr 71 bpm'}	✓
5	1244.1	room3	use_tool	{'line': '2026-04-18 - steps: 19626 (approx)'}	✓
6	1245.1	room3	use_tool	{'line': 'hrv on 2026-04-19 = 62 (approx)'}	✓
7	1248.3	room3	use_tool	{'line': '---\navg glucose on 2026-04-21 = 90\nresting hr on 04/22/26 = 77\nsteps on 04/23/26 = 18214\nsync error @ device\nslept on 2026-04-25 = 3.2\n2026-04-26 - avg glucose: 93\n[04/27/26] resting hr 71\nnote: felt great today\n[2026-04-29] heart rate variability 59\nsleep hours on 2026-04-30 = 6.5\n2026-05-01 - avg glucose: 102\nsync error @ device\n[05/03/26] step count 18897\n[2026-05-04] hr…	✓
8	1257.5	room3	use_tool	{'line': 'avg glucose on 2026-04-21 = 90'}	✓
9	1279.7	room3	use_tool	{'line': 'resting hr on 04/22/26 = 77'}	✓
10	1291.0	room3	enter_record	{'date': '2026-04-17', 'metric': 'resting_hr', 'value': 71.0}	✓
11	1292.2	room3	use_tool	{'line': 'steps on 04/23/26 = 18214'}	✓
12	1301.1	room3	use_tool	{'line': 'slept on 2026-04-25 = 3.2'}	✓
13	1320.5	room3	use_tool	{'line': '2026-04-26 - avg glucose: 93'}	✓
14	1366.9	room3	enter_record	{'date': '2026-04-18', 'metric': 'steps', 'value': 19626.0}	✓
15	1382.6	room3	enter_record	{'date': '2026-04-19', 'metric': 'hrv', 'value': 62.0}	✓
16	1384.9	room3	enter_record	{'date': '2026-04-21', 'metric': 'glucose_mean', 'value': 90.0}	✓
17	1390.0	room3	enter_record	{'date': '2026-04-22', 'metric': 'resting_hr', 'value': 77.0}	✓
18	1395.4	room3	enter_record	{'date': '2026-04-23', 'metric': 'steps', 'value': 18214.0}	✓
19	1397.8	room3	enter_record	{'date': '2026-04-25', 'metric': 'sleep_hours', 'value': 3.2}	✓
20	1398.5	room3	use_tool	{'line': '[04/27/26] resting hr 71'}	✓
21	1421.0	room3	enter_record	{'date': '2026-04-26', 'metric': 'glucose_mean', 'value': 93.0}	✓
22	1448.8	room3	enter_record	{'date': '2026-04-27', 'metric': 'resting_hr', 'value': 71.0}	✓
23	1460.8	room3	use_tool	{'line': '[2026-04-29] heart rate variability 59'}	✓
24	1484.2	room3	enter_record	{'date': '2026-04-29', 'metric': 'hrv', 'value': 59.0}	✓
25	1564.1	room3	briefing	{}	✓
26	1564.8	room3	read_log	{}	✓
27	1578.6	room3	enter_record	{'date': '2026-04-17', 'metric': 'resting_hr', 'value': 71.0}	✓
28	1579.7	room3	enter_record	{'date': '2026-04-18', 'metric': 'steps', 'value': 19626.0}	✓
29	1591.0	room3	use_tool	{'line': 'hrv on 2026-04-19 = 62 (approx)'}	✓
30	1595.7	room3	enter_record	{'date': '2026-04-19', 'metric': 'hrv', 'value': 62.0}	✓
31	1608.9	room3	use_tool	{'line': '--- avg glucose on 2026-04-21 = 90'}	✓
32	1625.2	room3	enter_record	{'date': '2026-04-21', 'metric': 'glucose_mean', 'value': 90.0}	✓
33	1634.8	room3	use_tool	{'line': 'resting hr on 04/22/26 = 77'}	✓
34	1636.2	room3	enter_record	{'date': '2026-04-22', 'metric': 'resting_hr', 'value': 77.0}	✓
35	1644.7	room3	use_tool	{'line': 'steps on 04/23/26 = 18214'}	✓
36	1646.0	room3	enter_record	{'date': '2026-04-23', 'metric': 'steps', 'value': 18214.0}	✓
37	1654.0	room3	use_tool	{'line': 'slept on 2026-04-25 = 3.2'}	✓
38	1655.5	room3	enter_record	{'date': '2026-04-25', 'metric': 'sleep_hours', 'value': 3.2}	✓
39	1666.4	room3	use_tool	{'line': '2026-04-26 - avg glucose: 93'}	✓
40	1668.0	room3	enter_record	{'date': '2026-04-26', 'metric': 'glucose_mean', 'value': 93.0}	✓
41	1675.2	room3	use_tool	{'line': '[04/27/26] resting hr 71'}	✓
42	1682.2	room3	use_tool	{'line': '[2026-04-29] heart rate variability 59'}	✓
43	1730.8	room3	enter_record	{'date': '2026-04-27', 'metric': 'resting_hr', 'value': 71.0}	✓
44	1733.3	room3	use_tool	{'line': '[2026-04/29] heart rate variability 59'}	✓
45	1747.0	room3	use_tool	{'line': 'sleep hours on 2026-04-30 = 6.5'}	✓
46	1784.1	room3	enter_record	{'date': '2026-04-29', 'metric': 'hrv', 'value': 59.0}	✓
47	1790.8	room3	enter_record	{'date': '2026-04-30', 'metric': 'sleep_hours', 'value': 6.5}	✓
48	1798.0	room3	use_tool	{'line': '2026-05-01 - avg glucose: 102'}	✓
49	1840.0	room3	briefing	{}	✓
50	1840.5	room3	read_log	{}	✓
51	1852.3	room3	use_tool	{'line': '[04/17/26] resting hr 71 bpm'}	✓
52	1865.8	room3	use_tool	{'line': 'avg glucose on 2026-04-21 = 90'}	✓
53	1876.1	room3	use_tool	{'line': '2026-04-18 - steps: 19626 (approx)'}	✓
54	1888.9	room3	use_tool	{'line': 'hrv on 2026-04-19 = 62 (approx)'}	✓
55	1898.5	room3	use_tool	{'line': 'resting hr on 04/22/26 = 77'}	✓
56	1906.7	room3	use_tool	{'line': 'steps on 04/23/26 = 18214'}	✓
57	1917.1	room3	use_tool	{'line': 'slept on 2026-04-25 = 3.2'}	✓
58	1931.5	room3	use_tool	{'line': '2026-04-26 - avg glucose: 93'}	✓
59	1950.2	room3	use_tool	{'line': '[04/27/26] resting hr 71'}	✓
60	1956.7	room3	use_tool	{'line': '[2026-04-29] heart rate variability 59'}	✓
61	1978.3	room3	use_tool	{'line': 'sleep hours on 2026-04-30 = 6.5'}	✓
62	1997.4	room3	use_tool	{'line': '2026-05-01 - avg glucose: 102'}	✓
63	2012.2	room3	use_tool	{'line': '[05/03/26] step count 18897'}	✓
64	2013.7	room3	use_tool	{'line': '[2026-05-04] hrv 67'}	✓
65	2029.7	room3	enter_record	{'date': '2026-04-17', 'metric': 'resting_hr', 'value': 71.0}	✓
66	2079.1	room3	enter_record	{'date': '2026-04-18', 'metric': 'steps', 'value': 19626.0}	✓
67	2085.6	room3	enter_record	{'date': '2026-04-19', 'metric': 'hrv', 'value': 62.0}	✓
68	2093.7	room3	enter_record	{'date': '2026-04-21', 'metric': 'glucose_mean', 'value': 90.0}	✓
69	2099.6	room3	enter_record	{'date': '2026-04-22', 'metric': 'resting_hr', 'value': 77.0}	✓
70	2103.3	room3	enter_record	{'date': '2026-04-23', 'metric': 'steps', 'value': 18214.0}	✓
71	2106.7	room3	enter_record	{'date': '2026-04-25', 'metric': 'sleep_hours', 'value': 3.2}	✓
72	2112.3	room3	enter_record	{'date': '2026-04-26', 'metric': 'glucose_mean', 'value': 93.0}	✓
73	2198.5	room3	briefing	{}	✓
74	2200.1	room3	read_log	{}	✓
75	2216.1	room3	use_tool	{'line': '[04/17/26] resting hr 71 bpm'}	✓
76	2229.0	room3	enter_record	{'date': '2026-04-17', 'metric': 'resting_hr', 'value': 71.0}	✓
77	2246.3	room3	use_tool	{'line': '2026-04-18 - steps: 19626 (approx)'}	✓
78	2247.6	room3	enter_record	{'date': '2026-04-18', 'metric': 'steps', 'value': 19626.0}	✓
79	2260.7	room3	use_tool	{'line': 'hrv on 2026-04-19 = 62 (approx)'}	✓
80	2262.1	room3	enter_record	{'date': '2026-04-19', 'metric': 'hrv', 'value': 62.0}	✓
81	2267.5	room3	use_tool	{'line': 'avg glucose on 2026-04-21 = 90'}	✓
82	2268.3	room3	enter_record	{'date': '2026-04-21', 'metric': 'glucose_mean', 'value': 90.0}	✓
83	2269.1	room3	use_tool	{'line': 'resting hr on 04/22/26 = 77'}	✓
84	2269.9	room3	enter_record	{'date': '2026-04-22', 'metric': 'resting_hr', 'value': 77.0}	✓
85	2270.7	room3	use_tool	{'line': 'steps on 2026-04-23 = 18214'}	✓
86	2271.5	room3	enter_record	{'date': '2026-04-23', 'metric': 'steps', 'value': 18214.0}	✓
87	2275.5	room3	use_tool	{'line': 'slept on 2026-04-25 = 3.2'}	✓
88	2276.4	room3	enter_record	{'date': '2026-04-25', 'metric': 'sleep_hours', 'value': 3.2}	✓
89	2285.9	room3	use_tool	{'line': '2026-04-26 - avg glucose: 93'}	✓
90	2287.5	room3	enter_record	{'date': '2026-04-26', 'metric': 'glucose_mean', 'value': 93.0}	✓
91	2295.9	room3	use_tool	{'line': '[04/27/26] resting hr 71'}	✓
92	2297.5	room3	enter_record	{'date': '2026-04-27', 'metric': 'resting_hr', 'value': 71.0}	✓
93	2298.2	room3	use_tool	{'line': '[2026-04-29] heart rate variability 59'}	✓
94	2299.0	room3	enter_record	{'date': '2026-04-29', 'metric': 'hrv', 'value': 59.0}	✓
95	2307.7	room3	use_tool	{'line': 'sleep hours on 2026-04-30 = 6.5'}	✓
96	2309.4	room3	enter_record	{'date': '2026-04-30', 'metric': 'sleep_hours', 'value': 6.5}	✓

1	@Tom·janus-qwen3.6	−8	9m37s
2	@Tom·janus-qwen3.6	−6	14m01s
3	@Tom·janus	+1	21m25s
4	@Tom·janus	+2	25m44s

1	@Tom·janus-gpt-oss	−3	10s
2	@Tom·janus	−3	47s
3	@Tom·janus-qwen3.6	−3	1m00s

1	@Tom·janus-qwen3.6	−2	2m27s
2	@Tom·janus-qwen3.6	E	4m04s
3	@Tom·janus	+7	7m25s

1	@Tom·janus	−3	4m07s
2	@Tom·janus-qwen3.6	−3	5m47s
3	@Tom·janus-qwen3.6	−3	8m57s

1	@Tom·janus-qwen3.6	−3	46s
2	@Tom·janus-qwen3.6	−3	46s
3	@Tom·janus	−3	1m54s

1	@Tom·bare-gemma4	−3	21s
2	@Tom·janus-qwen3.6	−1	13m56s
3	@Tom·janus	−1	17m50s