File size: 118,195 Bytes
bbe2211 6814bd9 c9700de bbe2211 d203412 d6a094c 0212d29 cd0e1e1 c9700de e0ae759 cd0e1e1 d6a094c 7655fd6 c9700de 7655fd6 195ab9a 53ffd9a 195ab9a c9700de 195ab9a c9700de 195ab9a c9700de 195ab9a b315041 53ffd9a 7655fd6 0212d29 b315041 c9700de befdeeb b315041 befdeeb b315041 c9700de befdeeb 53ffd9a a438938 e0ae759 09aa1d1 e0ae759 09aa1d1 e0ae759 09aa1d1 e0ae759 09aa1d1 e0ae759 09aa1d1 e0ae759 09aa1d1 e0ae759 09aa1d1 e0ae759 09aa1d1 e0ae759 09aa1d1 b790d7c 09aa1d1 e0ae759 09aa1d1 e0ae759 09aa1d1 e0ae759 09aa1d1 e0ae759 09aa1d1 e0ae759 09aa1d1 e0ae759 09aa1d1 e0ae759 09aa1d1 e0ae759 09aa1d1 e0ae759 09aa1d1 e0ae759 09aa1d1 e0ae759 09aa1d1 e0ae759 09aa1d1 e0ae759 09aa1d1 e0ae759 09aa1d1 e0ae759 90f508c c9700de 90f508c f2d0bd7 90f508c 8f8a739 f2d0bd7 90f508c c9700de 90f508c c9700de 8f8a739 90f508c c9700de 8f8a739 90f508c c9700de 8f8a739 90f508c c9700de 8f8a739 90f508c c9700de 8f8a739 90f508c c9700de 90f508c c9700de 90f508c c9700de 90f508c 8f8a739 c9700de 8f8a739 90f508c 8f8a739 90f508c 8f8a739 c9700de 8f8a739 90f508c 8f8a739 90f508c 8f8a739 c9700de 8f8a739 90f508c 8f8a739 90f508c 8f8a739 90f508c f2d0bd7 7361c5f f2d0bd7 7361c5f f2d0bd7 7361c5f f2d0bd7 7361c5f f2d0bd7 7361c5f f2d0bd7 7361c5f f2d0bd7 7361c5f f2d0bd7 7361c5f f2d0bd7 7655fd6 e0ae759 7655fd6 6814bd9 53ffd9a c9700de 53ffd9a f1b5608 2eed631 c9700de 2eed631 c9700de 2eed631 c9700de 53ffd9a 2eed631 c9700de 2eed631 c9700de 2eed631 c9700de 2eed631 c9700de 2eed631 c9700de 53ffd9a c9700de 2eed631 c9700de 2eed631 c9700de e0ae759 c9700de e0ae759 eddad90 c9700de 2eed631 c9700de 2eed631 e0ae759 2eed631 c9700de 2eed631 c9700de 2eed631 e0ae759 2eed631 e0ae759 2eed631 e0ae759 2eed631 e0ae759 2eed631 e0ae759 2eed631 e0ae759 2eed631 e0ae759 2eed631 53ffd9a 2eed631 53ffd9a 2eed631 c9700de 2eed631 c9700de 2eed631 e0ae759 2eed631 5a8e8df c9700de 5a8e8df 53ffd9a 2eed631 c9700de 2eed631 c9700de 2eed631 c9700de 2eed631 53ffd9a c9700de 2eed631 53ffd9a c9700de 2eed631 53ffd9a 2eed631 c9700de 2eed631 c9700de 2eed631 53ffd9a 2eed631 c9700de 2eed631 c9700de 0212d29 5a8e8df 0212d29 5a8e8df c9700de 5a8e8df c9700de 5a8e8df 0212d29 d83d0aa c9700de 7655fd6 f1b5608 7655fd6 6814bd9 53ffd9a 6814bd9 d203412 7655fd6 befdeeb 7655fd6 0212d29 befdeeb 53ffd9a befdeeb 53ffd9a befdeeb 53ffd9a befdeeb 53ffd9a befdeeb 53ffd9a 6814bd9 53ffd9a 6814bd9 d6a094c 7655fd6 f1b5608 7655fd6 0212d29 53ffd9a 6814bd9 53ffd9a 6814bd9 16a1427 7655fd6 f1b5608 7655fd6 0212d29 53ffd9a 6814bd9 53ffd9a 6814bd9 d83d0aa 0212d29 53ffd9a 3621c2a b315041 53ffd9a 3621c2a b315041 53ffd9a | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827 828 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845 846 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863 864 865 866 867 868 869 870 871 872 873 874 875 876 877 878 879 880 881 882 883 884 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899 900 901 902 903 904 905 906 907 908 909 910 911 912 913 914 915 916 917 918 919 920 921 922 923 924 925 926 927 928 929 930 931 932 933 934 935 936 937 938 939 940 941 942 943 944 945 946 947 948 949 950 951 952 953 954 955 956 957 958 959 960 961 962 963 964 965 966 967 968 969 970 971 972 973 974 975 976 977 978 979 980 981 982 983 984 985 986 987 988 989 990 991 992 993 994 995 996 997 998 999 1000 1001 1002 1003 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017 1018 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031 1032 1033 1034 1035 1036 1037 1038 1039 1040 1041 1042 1043 1044 1045 1046 1047 1048 1049 1050 1051 1052 1053 1054 1055 1056 1057 1058 1059 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1071 1072 1073 1074 1075 1076 1077 1078 1079 1080 1081 1082 1083 1084 1085 1086 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101 1102 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115 1116 1117 1118 1119 1120 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134 1135 1136 1137 1138 1139 1140 1141 1142 1143 1144 1145 1146 1147 1148 1149 1150 1151 1152 1153 1154 1155 1156 1157 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170 1171 1172 1173 1174 1175 1176 1177 1178 1179 1180 1181 1182 1183 1184 1185 1186 1187 1188 1189 1190 1191 1192 1193 1194 1195 1196 1197 1198 1199 1200 1201 1202 1203 1204 1205 1206 1207 1208 1209 1210 1211 1212 1213 1214 1215 1216 1217 1218 1219 1220 1221 1222 1223 1224 1225 1226 1227 1228 1229 1230 1231 1232 1233 1234 1235 1236 1237 1238 1239 1240 1241 1242 1243 1244 1245 1246 1247 1248 1249 1250 1251 1252 1253 1254 1255 1256 1257 1258 1259 1260 1261 1262 1263 1264 1265 1266 1267 1268 1269 1270 1271 1272 1273 1274 1275 1276 1277 1278 1279 1280 1281 1282 1283 1284 1285 1286 1287 1288 1289 1290 1291 1292 1293 1294 1295 1296 1297 1298 1299 1300 1301 1302 1303 1304 1305 1306 1307 1308 1309 1310 1311 1312 1313 1314 1315 1316 1317 1318 1319 1320 1321 1322 1323 1324 1325 1326 1327 1328 1329 1330 1331 1332 1333 1334 1335 1336 1337 1338 1339 1340 1341 1342 1343 1344 1345 1346 1347 1348 1349 1350 1351 1352 1353 1354 1355 1356 1357 1358 1359 1360 1361 1362 1363 1364 1365 1366 1367 1368 1369 1370 1371 1372 1373 1374 1375 1376 1377 1378 1379 1380 1381 1382 1383 1384 1385 1386 1387 1388 1389 1390 1391 1392 1393 1394 1395 1396 1397 1398 1399 1400 1401 1402 1403 1404 1405 1406 1407 1408 1409 1410 1411 1412 1413 1414 1415 1416 1417 1418 1419 1420 1421 1422 1423 1424 1425 1426 1427 1428 1429 1430 1431 1432 1433 1434 1435 1436 1437 1438 1439 1440 1441 1442 1443 1444 1445 1446 1447 1448 1449 1450 1451 1452 1453 1454 1455 1456 1457 1458 1459 1460 1461 1462 1463 1464 1465 1466 1467 1468 1469 1470 1471 1472 1473 1474 1475 1476 1477 1478 1479 1480 1481 1482 1483 1484 1485 1486 1487 1488 1489 1490 1491 1492 1493 1494 1495 1496 1497 1498 1499 1500 1501 1502 1503 1504 1505 1506 1507 1508 1509 1510 1511 1512 1513 1514 1515 1516 1517 1518 1519 1520 1521 1522 1523 1524 1525 1526 1527 1528 1529 1530 1531 1532 1533 1534 1535 1536 1537 1538 1539 1540 1541 1542 1543 1544 1545 1546 1547 1548 1549 1550 1551 1552 1553 1554 1555 1556 1557 1558 1559 1560 1561 1562 1563 1564 1565 1566 1567 1568 1569 1570 1571 1572 1573 1574 1575 1576 1577 1578 1579 1580 1581 1582 1583 1584 1585 1586 1587 1588 1589 1590 1591 1592 1593 1594 1595 1596 1597 1598 1599 1600 1601 1602 1603 1604 1605 1606 1607 1608 1609 1610 1611 1612 1613 1614 1615 1616 1617 1618 1619 1620 1621 1622 1623 1624 1625 1626 1627 1628 1629 1630 1631 1632 1633 1634 1635 1636 1637 1638 1639 1640 1641 1642 1643 1644 1645 1646 1647 1648 1649 1650 1651 1652 1653 1654 1655 1656 1657 1658 1659 1660 1661 1662 1663 1664 1665 1666 1667 1668 1669 1670 1671 1672 1673 1674 1675 1676 1677 1678 1679 1680 1681 1682 1683 1684 1685 1686 1687 1688 1689 1690 1691 1692 1693 1694 1695 1696 1697 1698 1699 1700 1701 1702 1703 1704 1705 1706 1707 1708 1709 1710 1711 1712 1713 1714 1715 1716 1717 1718 1719 1720 1721 1722 1723 1724 1725 1726 1727 1728 1729 1730 1731 1732 1733 1734 1735 1736 1737 1738 1739 1740 1741 1742 1743 1744 1745 1746 1747 1748 1749 1750 1751 1752 1753 1754 1755 1756 1757 1758 1759 1760 1761 1762 1763 1764 1765 1766 1767 1768 1769 1770 1771 1772 1773 1774 1775 1776 1777 1778 1779 1780 1781 1782 1783 1784 1785 1786 1787 1788 1789 1790 1791 1792 1793 1794 1795 1796 1797 1798 1799 1800 1801 1802 1803 1804 1805 1806 1807 1808 1809 1810 1811 1812 1813 1814 1815 1816 1817 1818 1819 1820 1821 1822 1823 1824 1825 1826 1827 1828 1829 1830 1831 1832 1833 1834 1835 1836 1837 1838 1839 1840 1841 1842 1843 1844 1845 1846 1847 1848 1849 1850 1851 1852 1853 1854 1855 1856 1857 1858 1859 1860 1861 1862 1863 1864 1865 1866 1867 1868 1869 1870 1871 1872 1873 1874 1875 1876 1877 1878 1879 1880 1881 1882 1883 1884 1885 1886 1887 1888 1889 1890 1891 1892 1893 1894 1895 1896 1897 1898 1899 1900 1901 1902 1903 1904 1905 1906 1907 1908 1909 1910 1911 1912 1913 1914 1915 1916 1917 1918 1919 1920 1921 1922 1923 1924 1925 1926 1927 1928 1929 1930 1931 1932 1933 1934 1935 1936 1937 1938 1939 1940 1941 1942 1943 1944 1945 1946 1947 1948 1949 1950 1951 1952 1953 1954 1955 1956 1957 1958 1959 1960 1961 1962 1963 1964 1965 1966 1967 1968 1969 1970 1971 1972 1973 1974 1975 1976 1977 1978 1979 1980 1981 1982 1983 1984 1985 1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024 2025 2026 2027 2028 2029 2030 2031 2032 2033 2034 2035 2036 2037 2038 2039 2040 2041 2042 2043 2044 2045 2046 2047 2048 2049 2050 2051 2052 2053 2054 2055 2056 2057 2058 2059 2060 2061 2062 2063 2064 2065 2066 2067 2068 2069 2070 2071 2072 2073 2074 2075 2076 2077 2078 2079 2080 2081 2082 2083 2084 2085 2086 2087 2088 2089 2090 2091 2092 2093 2094 2095 2096 2097 2098 2099 2100 2101 2102 2103 2104 | """
Gradio-only UI components for ARF
Ensures full compatibility with app.py
NOW WITH DOCTRINAL COMPLIANCE: Psychological Advantage Enforcement
UPDATED: Language discipline, observation gate rendering, recall panel dominance
UPDATED: Metric discipline, sequencing display, no early "critical" terminology
DOCTRINAL VERSION: 3.3.9+restraint
"""
import gradio as gr
from typing import Dict, List, Any
import logging
import datetime
import time
import plotly.graph_objects as go
import plotly.express as px
import numpy as np
logger = logging.getLogger(__name__)
# Try to import scenarios from registry first
try:
from config.scenario_registry import ScenarioRegistry
INCIDENT_SCENARIOS = ScenarioRegistry.load_scenarios()
logger.info(f"Loaded {len(INCIDENT_SCENARIOS)} scenarios from registry")
except ImportError:
logger.warning("Scenario registry not available, falling back to demo scenarios")
from demo.scenarios import INCIDENT_SCENARIOS
# -----------------------------
# Header & Status - DOCTRINAL LANGUAGE
# -----------------------------
def create_header(version="3.3.9") -> gr.HTML:
return gr.HTML(f"""
<div style="text-align: center; margin-bottom: 25px; display: flex; justify-content: center;">
<div style="max-width: 1200px; width: 100%;">
<img src="https://raw.githubusercontent.com/petterjuan/agentic-reliability-framework/main/assets/agentic-reliability-banner.png"
alt="Reliability Framework"
style="width: 100%; height: auto; border-radius: 12px; box-shadow: 0 8px 32px rgba(59, 130, 246, 0.15);">
<div style="margin-top: 20px;">
<h2 style="margin: 0 0 8px 0; font-size: 24px; color: #1e293b; font-weight: 600;">
v{version} (Policy + Enterprise Edition)
</h2>
<p style="margin: 0 0 15px 0; font-size: 16px; color: #64748b; max-width: 600px; margin-left: auto; margin-right: auto;">
Production-grade policy execution for system reliability intelligence
</p>
<!-- Clean Architecture Badge -->
<div style="display: inline-block; padding: 8px 20px; background: linear-gradient(135deg, #f0f9ff 0%, #dbeafe 100%);
border: 2px solid #3b82f6; border-radius: 20px; font-size: 14px; font-weight: 600; color: #1e40af;">
🏗️ Architecture: OSS advises → Enterprise executes
</div>
</div>
</div>
</div>
""")
def create_status_bar() -> gr.HTML:
return gr.HTML("""
<div style="display: flex; justify-content: center; gap: 15px; margin-bottom: 30px; padding: 15px; background: #f8fafc; border-radius: 12px; border: 1px solid #e2e8f0; flex-wrap: wrap;">
<span style="padding: 8px 16px; background: #10b981; color: white; border-radius: 8px; font-size: 14px; font-weight: 500; display: flex; align-items: center; gap: 6px; border: 1px solid #10b981;">
✅ Policy System Online
</span>
<span style="padding: 8px 16px; background: #8b5cf6; color: white; border-radius: 8px; font-size: 14px; font-weight: 500; display: flex; align-items: center; gap: 6px; border: 1px solid #8b5cf6;">
✅ ARF OSS v3.3.9
</span>
<span style="padding: 8px 16px; background: #3b82f6; color: white; border-radius: 8px; font-size: 14px; font-weight: 500; display: flex; align-items: center; gap: 6px; border: 1px solid #3b82f6;">
🏢 Enterprise Execution
</span>
</div>
""")
# -----------------------------
# CRITICAL RESTORED FUNCTIONS - Missing from current version
# -----------------------------
def create_observation_gate_placeholder(confidence: float = 65.0) -> gr.HTML:
"""Observation gate that demonstrates psychological restraint.
Shows 'Decision Intentionally Deferred' when confidence is below threshold.
This is a critical doctrinal component showing restraint as a system choice.
"""
if confidence < 70.0:
html_content = f"""
<div class="observation-gate" style="
border: 3px solid #f59e0b;
border-radius: 16px;
padding: 30px;
margin: 25px 0;
background: linear-gradient(135deg, #fffbeb 0%, #fef3c7 100%);
color: #78350f;
font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif;
box-shadow: 0 8px 32px rgba(245, 158, 11, 0.1);
">
<div style="display: flex; align-items: center; margin-bottom: 20px; justify-content: center;">
<div style="
background: white;
border-radius: 50%;
width: 50px;
height: 50px;
display: flex;
align-items: center;
justify-content: center;
margin-right: 15px;
border: 3px solid #f59e0b;
box-shadow: 0 4px 12px rgba(245, 158, 11, 0.2);
">
<span style="font-size: 24px; color: #92400e;">⚠️</span>
</div>
<div>
<h3 style="margin: 0; color: #92400e; font-weight: 800; font-size: 22px; letter-spacing: 0.5px;">
OBSERVATION GATE ACTIVE
</h3>
<p style="margin: 5px 0 0 0; color: #b45309; font-size: 16px; font-weight: 500;">
System restraint engaged
</p>
</div>
</div>
<div style="
background: white;
border: 2px solid #f59e0b;
padding: 25px;
margin: 20px 0;
border-radius: 12px;
box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.05);
">
<div style="display: flex; align-items: flex-start; gap: 15px;">
<div style="font-size: 32px; color: #92400e; line-height: 1;">⏸️</div>
<div>
<h4 style="margin: 0 0 12px 0; color: #92400e; font-weight: 700; font-size: 20px;">
Decision Intentionally Deferred
</h4>
<p style="margin: 0; color: #78350f; font-size: 16px; line-height: 1.6;">
The system has detected uncertainty (<strong style="color: #dc2626;">{confidence:.1f}% confidence</strong>)
and has chosen to observe rather than act.
Historical evidence suggests premature action increases risk by <strong>47%</strong>.
</p>
</div>
</div>
</div>
<div style="display: grid; grid-template-columns: 1fr 1fr; gap: 20px; margin: 25px 0;">
<div style="
background: #f0f9ff;
border: 2px solid #0ea5e9;
border-radius: 12px;
padding: 20px;
text-align: center;
">
<div style="color: #0369a1; font-size: 14px; font-weight: 600; text-transform: uppercase; margin-bottom: 10px;">
Confidence Threshold
</div>
<div style="color: #0ea5e9; font-size: 36px; font-weight: 800; line-height: 1;">
70.0%
</div>
<div style="color: #64748b; font-size: 13px; margin-top: 8px;">
Required for action
</div>
</div>
<div style="
background: #fef2f2;
border: 2px solid #ef4444;
border-radius: 12px;
padding: 20px;
text-align: center;
">
<div style="color: #dc2626; font-size: 14px; font-weight: 600; text-transform: uppercase; margin-bottom: 10px;">
Current Confidence
</div>
<div style="color: #ef4444; font-size: 36px; font-weight: 800; line-height: 1;">
{confidence:.1f}%
</div>
<div style="color: #dc2626; font-size: 13px; margin-top: 8px;">
Below threshold → Observe
</div>
</div>
</div>
<div style="
background: linear-gradient(135deg, #f8fafc 0%, #f1f5f9 100%);
border-radius: 12px;
border-left: 4px solid #f59e0b;
padding: 20px;
margin-top: 20px;
">
<div style="margin-top: 30px; padding-top: 20px; border-top: 2px dashed #f59e0b;">
<div style="display: flex; justify-content: center; align-items: center; gap: 15px; margin-bottom: 10px;">
<div style="width: 12px; height: 12px; background: #ef4444; border-radius: 50%;"></div>
<div style="flex: 1; height: 4px; background: linear-gradient(90deg, #ef4444 0%, #f59e0b 100%);"></div>
<div style="width: 12px; height: 12px; background: #f59e0b; border-radius: 50%;"></div>
<div style="flex: 1; height: 4px; background: linear-gradient(90deg, #f59e0b 0%, #10b981 100%);"></div>
<div style="width: 12px; height: 12px; background: #10b981; border-radius: 50%;"></div>
</div>
<div style="display: flex; justify-content: space-between;">
<span style="font-size: 12px; color: #dc2626; font-weight: 600;">Observe ({confidence:.1f}%)</span>
<span style="font-size: 12px; color: #64748b;">Threshold (70%)</span>
<span style="font-size: 12px; color: #059669; font-weight: 600;">Act (75%+)</span>
</div>
</div>
</div>
"""
else:
html_content = f"""
<div class="observation-gate" style="
border: 3px solid #10b981;
border-radius: 16px;
padding: 30px;
margin: 25px 0;
background: linear-gradient(135deg, #f0fdf4 0%, #dcfce7 100%);
color: #065f46;
font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif;
box-shadow: 0 8px 32px rgba(16, 185, 129, 0.1);
">
<div style="display: flex; align-items: center; margin-bottom: 20px; justify-content: center;">
<div style="
background: white;
border-radius: 50%;
width: 50px;
height: 50px;
display: flex;
align-items: center;
justify-content: center;
margin-right: 15px;
border: 3px solid #10b981;
box-shadow: 0 4px 12px rgba(16, 185, 129, 0.2);
">
<span style="font-size: 24px; color: #059669;">✅</span>
</div>
<div>
<h3 style="margin: 0; color: #065f46; font-weight: 800; font-size: 22px; letter-spacing: 0.5px;">
OBSERVATION GATE CLEARED
</h3>
<p style="margin: 5px 0 0 0; color: #059669; font-size: 16px; font-weight: 500;">
Confidence threshold met
</p>
</div>
</div>
<div style="
background: white;
border: 2px solid #10b981;
padding: 25px;
margin: 20px 0;
border-radius: 12px;
box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.05);
">
<div style="display: flex; align-items: flex-start; gap: 15px;">
<div style="font-size: 32px; color: #065f46; line-height: 1;">⚡</div>
<div>
<h4 style="margin: 0 0 12px 0; color: #065f46; font-weight: 700; font-size: 20px;">
Proceed with Policy Action
</h4>
<p style="margin: 0; color: #047857; font-size: 16px; line-height: 1.6;">
Confidence exceeds threshold. System may proceed with sequenced actions.
Historical evidence will be consulted before any execution.
</p>
</div>
</div>
</div>
<div style="display: grid; grid-template-columns: 1fr 1fr; gap: 20px; margin: 25px 0;">
<div style="
background: #f0f9ff;
border: 2px solid #0ea5e9;
border-radius: 12px;
padding: 20px;
text-align: center;
">
<div style="color: #0369a1; font-size: 14px; font-weight: 600; text-transform: uppercase; margin-bottom: 10px;">
Confidence Threshold
</div>
<div style="color: #0ea5e9; font-size: 36px; font-weight: 800; line-height: 1;">
70.0%
</div>
<div style="color: #64748b; font-size: 13px; margin-top: 8px;">
Required for action
</div>
</div>
<div style="
background: #f0fdf4;
border: 2px solid #10b981;
border-radius: 12px;
padding: 20px;
text-align: center;
">
<div style="color: #059669; font-size: 14px; font-weight: 600; text-transform: uppercase; margin-bottom: 10px;">
Current Confidence
</div>
<div style="color: #10b981; font-size: 36px; font-weight: 800; line-height: 1;">
{confidence:.1f}%
</div>
<div style="color: #059669; font-size: 13px; margin-top: 8px;">
Above threshold → Proceed
</div>
</div>
</div>
<div style="
background: linear-gradient(135deg, #f8fafc 0%, #f1f5f9 100%);
border-radius: 12px;
border-left: 4px solid #10b981;
padding: 20px;
margin-top: 20px;
">
<div style="color: #64748b; font-size: 14px; font-weight: 600; text-transform: uppercase; margin-bottom: 8px;">
✅ Safety Principle
</div>
<p style="margin: 0; color: #475569; font-size: 15px; line-height: 1.5; font-style: italic;">
"When confidence is high, proceed with sequenced actions. Each step is validated
against historical evidence before proceeding to the next."
</p>
</div>
<div style="margin-top: 30px; padding-top: 20px; border-top: 2px dashed #10b981;">
<div style="display: flex; justify-content: center; align-items: center; gap: 15px; margin-bottom: 10px;">
<div style="width: 12px; height: 12px; background: #10b981; border-radius: 50%;"></div>
<div style="flex: 1; height: 4px; background: linear-gradient(90deg, #10b981 0%, #22c55e 100%);"></div>
<div style="width: 12px; height: 12px; background: #22c55e; border-radius: 50%;"></div>
<div style="flex: 1; height: 4px; background: linear-gradient(90deg, #22c55e 0%, #4ade80 100%);"></div>
<div style="width: 12px; height: 12px; background: #4ade80; border-radius: 50%;"></div>
</div>
<div style="display: flex; justify-content: space-between;">
<span style="font-size: 12px; color: #065f46; font-weight: 600;">Ready ({confidence:.1f}%)</span>
<span style="font-size: 12px; color: #059669;">Threshold (70%)</span>
<span style="font-size: 12px; color: #16a34a; font-weight: 600;">Proceed</span>
</div>
</div>
</div>
"""
return gr.HTML(html_content)
def create_sequencing_visualization() -> gr.HTML:
"""Creates the sequencing panel showing dampening-first progression.
Doctrinal: Shows sequencing as policy, not reaction.
"""
return gr.HTML("""
<div style="border: 2px solid #3b82f6; border-radius: 16px; padding: 25px; background: linear-gradient(135deg, #f0f9ff 0%, #ffffff 100%); margin-bottom: 25px;">
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 20px;">
<div>
<h3 style="margin: 0 0 8px 0; font-size: 20px; color: #1e293b; font-weight: 700;">
🔄 Doctrinal Sequencing: Policy Over Reaction
</h3>
<p style="margin: 0; font-size: 14px; color: #64748b;">
System enforces sequencing regardless of prediction confidence
</p>
</div>
<div style="padding: 8px 16px; background: #dbeafe; color: #1e40af; border-radius: 20px; font-size: 12px; font-weight: bold;">
POLICY ENFORCED
</div>
</div>
<!-- Sequencing Steps -->
<div style="display: flex; justify-content: space-between; align-items: center; position: relative; margin-bottom: 30px;">
<!-- Connecting line -->
<div style="position: absolute; top: 50%; left: 60px; right: 60px; height: 3px; background: linear-gradient(90deg, #3b82f6, #10b981, #8b5cf6, #f59e0b); z-index: 1;"></div>
<!-- Step 1: Dampening -->
<div style="text-align: center; position: relative; z-index: 2; flex: 1;">
<div style="width: 60px; height: 60px; background: #3b82f6; color: white; border-radius: 50%;
display: flex; align-items: center; justify-content: center; margin: 0 auto 10px;
font-size: 24px; font-weight: bold; border: 4px solid white; box-shadow: 0 4px 12px rgba(59, 130, 246, 0.3);">
1
</div>
<div style="font-size: 15px; font-weight: 700; color: #1e293b; margin-bottom: 5px;">Dampening</div>
<div style="font-size: 12px; color: #64748b; max-width: 180px; margin: 0 auto;">Prevent amplification first</div>
<div style="margin-top: 10px; padding: 6px 12px; background: #3b82f6; color: white; border-radius: 15px;
font-size: 11px; font-weight: bold; display: inline-block;">
REQUIRED
</div>
</div>
<!-- Arrow -->
<div style="font-size: 28px; color: #94a3b8; z-index: 2;">→</div>
<!-- Step 2: Concurrency Control -->
<div style="text-align: center; position: relative; z-index: 2; flex: 1;">
<div style="width: 60px; height: 60px; background: #10b981; color: white; border-radius: 50%;
display: flex; align-items: center; justify-content: center; margin: 0 auto 10px;
font-size: 24px; font-weight: bold; border: 4px solid white; box-shadow: 0 4px 12px rgba(16, 185, 129, 0.3);">
2
</div>
<div style="font-size: 15px; font-weight: 700; color: #1e293b; margin-bottom: 5px;">Concurrency</div>
<div style="font-size: 12px; color: #64748b; max-width: 180px; margin: 0 auto;">Manage load, then observe</div>
<div style="margin-top: 10px; padding: 6px 12px; background: #10b981; color: white; border-radius: 15px;
font-size: 11px; font-weight: bold; display: inline-block;">
REQUIRED
</div>
</div>
<!-- Arrow -->
<div style="font-size: 28px; color: #94a3b8; z-index: 2;">→</div>
<!-- Step 3: Observe -->
<div style="text-align: center; position: relative; z-index: 2; flex: 1;">
<div style="width: 60px; height: 60px; background: #8b5cf6; color: white; border-radius: 50%;
display: flex; align-items: center; justify-content: center; margin: 0 auto 10px;
font-size: 24px; font-weight: bold; border: 4px solid white; box-shadow: 0 4px 12px rgba(139, 92, 246, 0.3);">
3
</div>
<div style="font-size: 15px; font-weight: 700; color: #1e293b; margin-bottom: 5px;">Observe</div>
<div style="font-size: 12px; color: #64748b; max-width: 180px; margin: 0 auto;">Validate trends for 5+ minutes</div>
<div style="margin-top: 10px; padding: 6px 12px; background: #8b5cf6; color: white; border-radius: 15px;
font-size: 11px; font-weight: bold; display: inline-block;">
REQUIRED
</div>
</div>
<!-- Arrow -->
<div style="font-size: 28px; color: #94a3b8; z-index: 2;">→</div>
<!-- Step 4: Scale -->
<div style="text-align: center; position: relative; z-index: 2; flex: 1;">
<div style="width: 60px; height: 60px; background: #f59e0b; color: white; border-radius: 50%;
display: flex; align-items: center; justify-content: center; margin: 0 auto 10px;
font-size: 24px; font-weight: bold; border: 4px solid white; box-shadow: 0 4px 12px rgba(245, 158, 11, 0.3);">
4
</div>
<div style="font-size: 15px; font-weight: 700; color: #1e293b; margin-bottom: 5px;">Scale</div>
<div style="font-size: 12px; color: #64748b; max-width: 180px; margin: 0 auto;">Only if all previous succeed</div>
<div style="margin-top: 10px; padding: 6px 12px; background: #f59e0b; color: white; border-radius: 15px;
font-size: 11px; font-weight: bold; display: inline-block;">
OPTIONAL
</div>
</div>
</div>
<!-- Doctrinal Constraint -->
<div style="background: #f8fafc; border-radius: 12px; padding: 20px; border-left: 4px solid #3b82f6;">
<div style="display: flex; align-items: flex-start; gap: 15px;">
<div style="font-size: 24px; color: #3b82f6;">🎯</div>
<div style="flex: 1;">
<div style="font-size: 16px; font-weight: 600; color: #1e293b; margin-bottom: 8px;">
Doctrinal Constraint: Scaling Cannot Appear First
</div>
<div style="font-size: 14px; color: #475569; line-height: 1.6;">
If retry amplification is detected, scaling is <strong>contraindicated entirely</strong>.
The system must observe stabilization before considering capacity increases.
Historical evidence shows scaling-first fails 76% of the time during amplification.
</div>
</div>
</div>
</div>
<!-- Sequence State -->
<div style="display: flex; justify-content: space-between; align-items: center; margin-top: 20px;
padding-top: 20px; border-top: 2px solid #e2e8f0;">
<div>
<div style="font-size: 13px; color: #64748b; margin-bottom: 5px;">Current Sequence State</div>
<div style="font-size: 15px; font-weight: 600; color: #1e293b;">Waiting for detection process</div>
</div>
<div style="display: flex; gap: 10px;">
<div style="padding: 8px 16px; background: #f1f5f9; color: #64748b; border-radius: 20px; font-size: 12px; font-weight: 500;">
🔄 Sequence: 0/4
</div>
<div style="padding: 8px 16px; background: #f1f5f9; color: #64748b; border-radius: 20px; font-size: 12px; font-weight: 500;">
⏱️ Time: 0s
</div>
</div>
</div>
</div>
""")
def create_detection_display() -> gr.HTML:
"""Creates detection process HTML display."""
return gr.HTML("""
<div style="border: 2px solid #3b82f6; border-radius: 14px; padding: 20px; background: linear-gradient(135deg, #f0f9ff 0%, #ffffff 100%); margin: 10px 0;">
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 15px;">
<div style="display: flex; align-items: center; gap: 12px;">
<div style="width: 40px; height: 40px; background: #3b82f6; color: white; border-radius: 50%;
display: flex; align-items: center; justify-content: center; font-size: 18px;">
🕵️♂️
</div>
<div>
<h4 style="margin: 0 0 4px 0; font-size: 16px; color: #1e293b; font-weight: 600;">Detection Process</h4>
<p style="margin: 0; font-size: 13px; color: #64748b;">Telemetry analysis & pattern recognition</p>
</div>
</div>
<div style="padding: 6px 14px; background: #dbeafe; color: #1d4ed8; border-radius: 20px; font-size: 12px; font-weight: bold;">
STATUS: ACTIVE
</div>
</div>
<div style="display: grid; grid-template-columns: repeat(2, 1fr); gap: 15px; margin-bottom: 20px;">
<div style="padding: 12px; background: #f8fafc; border-radius: 8px;">
<div style="font-size: 12px; color: #64748b; margin-bottom: 5px;">Pattern Match</div>
<div style="font-size: 14px; color: #1e293b; font-weight: 500;">Retry Amplification</div>
</div>
<div style="padding: 12px; background: #f8fafc; border-radius: 8px;">
<div style="font-size: 12px; color: #64748b; margin-bottom: 5px;">Confidence</div>
<div style="font-size: 14px; color: #1e293b; font-weight: 500;">92.7%</div>
</div>
<div style="padding: 12px; background: #f8fafc; border-radius: 8px;">
<div style="font-size: 12px; color: #64748b; margin-bottom: 5px;">Detection Time</div>
<div style="font-size: 14px; color: #1e293b; font-weight: 500;">0.8 seconds</div>
</div>
<div style="padding: 12px; background: #f8fafc; border-radius: 8px;">
<div style="font-size: 12px; color: #64748b; margin-bottom: 5px;">Severity</div>
<div style="font-size: 14px; color: #f59e0b; font-weight: 500;">HIGH_VARIANCE</div>
</div>
</div>
<div style="background: #f0fdf4; border-radius: 10px; padding: 15px; border-left: 4px solid #10b981;">
<div style="font-size: 14px; color: #065f46; font-weight: 500;">
✅ Detected: Retry amplification pattern with exponential growth (r=1.8)
</div>
<div style="font-size: 13px; color: #047857; margin-top: 5px;">
Telemetry shows request rate doubling every 45 seconds. System flagged for sequencing enforcement.
</div>
</div>
<div style="margin-top: 15px; display: flex; justify-content: space-between; align-items: center;">
<div>
<div style="font-size: 12px; color: #64748b;">Next Step:</div>
<div style="font-size: 13px; color: #1e293b; font-weight: 500;">Activate recall process</div>
</div>
<div style="display: flex; gap: 8px;">
<span style="padding: 4px 10px; background: #f1f5f9; color: #64748b; border-radius: 12px; font-size: 11px; font-weight: 500;">📊 12 metrics</span>
<span style="padding: 4px 10px; background: #f1f5f9; color: #64748b; border-radius: 12px; font-size: 11px; font-weight: 500;">⏱️ 0.8s latency</span>
<span style="padding: 4px 10px; background: #f1f5f9; color: #64748b; border-radius: 12px; font-size: 11px; font-weight: 500;">🔍 3 patterns</span>
</div>
</div>
</div>
""")
def create_recall_display() -> gr.HTML:
"""Creates recall process HTML display with historical evidence dominance."""
return gr.HTML("""
<div style="border: 2px solid #8b5cf6; border-radius: 14px; padding: 20px; background: linear-gradient(135deg, #f8fafc 0%, #ffffff 100%); margin: 10px 0;">
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 15px;">
<div style="display: flex; align-items: center; gap: 12px;">
<div style="width: 40px; height: 40px; background: #8b5cf6; color: white; border-radius: 50%;
display: flex; align-items: center; justify-content: center; font-size: 18px;">
🧠
</div>
<div>
<h4 style="margin: 0 0 4px 0; font-size: 16px; color: #1e293b; font-weight: 600;">Recall Process</h4>
<p style="margin: 0; font-size: 13px; color: #64748b;">Historical evidence & pattern matching</p>
</div>
</div>
<div style="padding: 6px 14px; background: #ede9fe; color: #5b21b6; border-radius: 20px; font-size: 12px; font-weight: bold;">
STATUS: ACTIVE
</div>
</div>
<div style="background: #f5f3ff; border-radius: 10px; padding: 20px; margin-bottom: 20px;">
<div style="font-size: 15px; font-weight: 600; color: #5b21b6; margin-bottom: 15px; display: flex; align-items: center; gap: 8px;">
🏆 RECALL DOMINANCE: Historical Evidence > Predictive Confidence
</div>
<div style="display: grid; grid-template-columns: 1fr 1fr; gap: 20px;">
<!-- Scaling-First Failures -->
<div>
<div style="font-size: 14px; font-weight: 600; color: #dc2626; margin-bottom: 12px; display: flex; align-items: center; gap: 6px;">
⛔ Scaling-First Failures
</div>
<div style="border-left: 3px solid #dc2626; padding-left: 12px; margin-bottom: 15px;">
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 5px;">
<div style="font-size: 12px; font-weight: 600; color: #1e293b;">2024-11-15 • prod-east</div>
<div style="padding: 2px 8px; background: #fee2e2; color: #dc2626; border-radius: 10px; font-size: 10px; font-weight: bold;">FAILED</div>
</div>
<div style="font-size: 11px; color: #475569; margin-bottom: 3px;">
<strong>Action:</strong> Scale during retry storm
</div>
<div style="font-size: 11px; color: #dc2626; font-weight: 500; margin-bottom: 3px;">
<strong>Outcome:</strong> Amplification increased 300%
</div>
<div style="font-size: 10px; color: #7f1d1d; font-style: italic; background: #fef2f2; padding: 6px; border-radius: 4px;">
"Scaling during amplification worsens the problem"
</div>
</div>
<div style="border-left: 3px solid #dc2626; padding-left: 12px;">
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 5px;">
<div style="font-size: 12px; font-weight: 600; color: #1e293b;">2024-09-22 • staging</div>
<div style="padding: 2px 8px; background: #fee2e2; color: #dc2626; border-radius: 10px; font-size: 10px; font-weight: bold;">FAILED</div>
</div>
<div style="font-size: 11px; color: #475569; margin-bottom: 3px;">
<strong>Action:</strong> Add capacity without dampening
</div>
<div style="font-size: 11px; color: #dc2626; font-weight: 500; margin-bottom: 3px;">
<strong>Outcome:</strong> 45 min outage, $8.2K loss
</div>
<div style="font-size: 10px; color: #7f1d1d; font-style: italic; background: #fef2f2; padding: 6px; border-radius: 4px;">
"New capacity consumed by amplification loop"
</div>
</div>
</div>
<!-- Dampening-First Successes -->
<div>
<div style="font-size: 14px; font-weight: 600; color: #10b981; margin-bottom: 12px; display: flex; align-items: center; gap: 6px;">
✅ Dampening-First Successes
</div>
<div style="border-left: 3px solid #10b981; padding-left: 12px; margin-bottom: 15px;">
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 5px;">
<div style="font-size: 12px; font-weight: 600; color: #1e293b;">2024-12-03 • prod-west</div>
<div style="padding: 2px 8px; background: #dcfce7; color: #166534; border-radius: 10px; font-size: 10px; font-weight: bold;">SUCCESS</div>
</div>
<div style="font-size: 11px; color: #475569; margin-bottom: 3px;">
<strong>Action:</strong> Request coalescing + backoff
</div>
<div style="font-size: 11px; color: #10b981; font-weight: 500; margin-bottom: 3px;">
<strong>Outcome:</strong> Resolved in 8 min, $5.1K saved
</div>
<div style="font-size: 10px; color: #065f46; font-style: italic; background: #f0fdf4; padding: 6px; border-radius: 4px;">
"Dampening broke amplification cycle"
</div>
</div>
<div style="border-left: 3px solid #10b981; padding-left: 12px;">
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 5px;">
<div style="font-size: 12px; font-weight: 600; color: #1e293b;">2024-10-17 • prod-eu</div>
<div style="padding: 2px 8px; background: #dcfce7; color: #166534; border-radius: 10px; font-size: 10px; font-weight: bold;">SUCCESS</div>
</div>
<div style="font-size: 11px; color: #475569; margin-bottom: 3px;">
<strong>Action:</strong> Circuit breaker + observability
</div>
<div style="font-size: 11px; color: #10b981; font-weight: 500; margin-bottom: 3px;">
<strong>Outcome:</strong> 12 min recovery, 0 user impact
</div>
<div style="font-size: 10px; color: #065f46; font-style: italic; background: #f0fdf4; padding: 6px; border-radius: 4px;">
"Sequencing prevented escalation"
</div>
</div>
</div>
</div>
</div>
<div style="background: #fef3c7; border-radius: 10px; padding: 15px; border-left: 4px solid #f59e0b;">
<div style="font-size: 14px; color: #92400e; font-weight: 500; margin-bottom: 5px;">
🎯 RECALL DECISION: Scaling contraindicated due to historical evidence
</div>
<div style="font-size: 13px; color: #b45309;">
Historical evidence (76% failure rate) dominates predictive confidence (92%).
System will enforce dampening-first sequencing.
</div>
</div>
<div style="margin-top: 15px; display: flex; justify-content: space-between; align-items: center;">
<div>
<div style="font-size: 12px; color: #64748b;">Evidence Weight:</div>
<div style="font-size: 13px; color: #1e293b; font-weight: 500;">Historical: 85% • Predictive: 15%</div>
</div>
<div style="display: flex; gap: 8px;">
<span style="padding: 4px 10px; background: #f1f5f9; color: #64748b; border-radius: 12px; font-size: 11px; font-weight: 500;">📚 8 incidents</span>
<span style="padding: 4px 10px; background: #f1f5f9; color: #64748b; border-radius: 12px; font-size: 11px; font-weight: 500;">🎯 76% failure rate</span>
<span style="padding: 4px 10px; background: #f1f5f9; color: #64748b; border-radius: 12px; font-size: 11px; font-weight: 500;">🏆 recall dominance</span>
</div>
</div>
</div>
""")
def create_decision_display() -> gr.HTML:
"""Creates decision process HTML display."""
return gr.HTML("""
<div style="border: 2px solid #10b981; border-radius: 14px; padding: 20px; background: linear-gradient(135deg, #f0fdf4 0%, #ffffff 100%); margin: 10px 0;">
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 15px;">
<div style="display: flex; align-items: center; gap: 12px;">
<div style="width: 40px; height: 40px; background: #10b981; color: white; border-radius: 50%;
display: flex; align-items: center; justify-content: center; font-size: 18px;">
🎯
</div>
<div>
<h4 style="margin: 0 0 4px 0; font-size: 16px; color: #1e293b; font-weight: 600;">Decision Process</h4>
<p style="margin: 0; font-size: 13px; color: #64748b;">HealingIntent creation & sequencing</p>
</div>
</div>
<div style="padding: 6px 14px; background: #dcfce7; color: #166534; border-radius: 20px; font-size: 12px; font-weight: bold;">
STATUS: ACTIVE
</div>
</div>
<!-- Formal HealingIntent Display -->
<div style="background: white; border-radius: 10px; padding: 20px; border: 2px solid #e2e8f0; margin-bottom: 20px;">
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 15px; padding-bottom: 10px; border-bottom: 2px solid #f1f5f9;">
<div>
<h5 style="margin: 0 0 5px 0; font-size: 15px; color: #1e293b; font-weight: 600;">Formal HealingIntent Created</h5>
<p style="margin: 0; font-size: 12px; color: #64748b;">Preconditions checked, contraindications listed</p>
</div>
<div style="padding: 6px 12px; background: linear-gradient(135deg, #3b82f6 0%, #1d4ed8 100%);
color: white; border-radius: 15px; font-size: 11px; font-weight: bold;">
CONFIDENCE: 87.3%
</div>
</div>
<div style="display: grid; grid-template-columns: 1fr 1fr; gap: 15px; margin-bottom: 20px;">
<div>
<div style="font-size: 13px; color: #475569; margin-bottom: 8px; font-weight: 600;">Primary Action</div>
<div style="padding: 12px; background: #f0fdf4; border-radius: 8px; border-left: 4px solid #10b981;">
<div style="font-size: 14px; color: #065f46; font-weight: 500;">
Implement request coalescing with exponential backoff (jitter: 25%)
</div>
</div>
</div>
<div>
<div style="font-size: 13px; color: #475569; margin-bottom: 8px; font-weight: 600;">Sequencing Rule</div>
<div style="padding: 12px; background: #f0f9ff; border-radius: 8px; border-left: 4px solid #0ea5e9;">
<div style="font-size: 14px; color: #0369a1; font-weight: 500;">
dampening_first_then_observe_then_optional_scale
</div>
</div>
</div>
</div>
<div style="display: grid; grid-template-columns: repeat(3, 1fr); gap: 12px; margin-bottom: 20px;">
<div style="padding: 10px; background: #f8fafc; border-radius: 8px;">
<div style="font-size: 12px; color: #64748b; margin-bottom: 5px;">Preconditions</div>
<div style="font-size: 11px; color: #475569;">• Retry amplification detected<br>• Confidence > 70%<br>• No scaling contraindicated</div>
</div>
<div style="padding: 10px; background: #f8fafc; border-radius: 8px;">
<div style="font-size: 12px; color: #64748b; margin-bottom: 5px;">Contraindications</div>
<div style="font-size: 11px; color: #b91c1c;">⛔ Scale during retry storm<br>⛔ Add capacity immediately<br>⛔ Restart during amplification</div>
</div>
<div style="padding: 10px; background: #f8fafc; border-radius: 8px;">
<div style="font-size: 12px; color: #64748b; margin-bottom: 5px;">Reversibility</div>
<div style="font-size: 11px; color: #047857;">✅ Backoff can be adjusted<br>✅ Coalescing can be disabled<br>✅ No stateful changes</div>
</div>
</div>
</div>
<!-- Observation Gate Status -->
<div style="background: #fef3c7; border-radius: 10px; padding: 15px; border-left: 4px solid #f59e0b; margin-bottom: 15px;">
<div style="display: flex; align-items: center; gap: 10px; margin-bottom: 10px;">
<div style="font-size: 20px;">⏳</div>
<div style="flex: 1;">
<div style="font-size: 14px; font-weight: 600; color: #92400e; margin-bottom: 3px;">
Observation Gate: ACTIVE (65.0% confidence)
</div>
<div style="font-size: 13px; color: #b45309;">
System will observe for 5 minutes before proceeding to execution
</div>
</div>
</div>
<div style="height: 8px; background: #e2e8f0; border-radius: 4px; margin: 10px 0; overflow: hidden;">
<div style="width: 65%; height: 100%; background: linear-gradient(90deg, #f59e0b, #fbbf24); border-radius: 4px;"></div>
</div>
<div style="display: flex; justify-content: space-between;">
<span style="font-size: 11px; color: #64748b;">0%</span>
<span style="font-size: 11px; color: #64748b; font-weight: 600;">Threshold: 70%</span>
<span style="font-size: 11px; color: #64748b;">100%</span>
</div>
</div>
<div style="margin-top: 15px; display: flex; justify-content: space-between; align-items: center;">
<div>
<div style="font-size: 12px; color: #64748b;">Next Step:</div>
<div style="font-size: 13px; color: #1e293b; font-weight: 500;">Wait for observation gate clearance</div>
</div>
<div style="display: flex; gap: 8px;">
<span style="padding: 4px 10px; background: #f1f5f9; color: #64748b; border-radius: 12px; font-size: 11px; font-weight: 500;">📝 formal intent</span>
<span style="padding: 4px 10px; background: #f1f5f9; color: #64748b; border-radius: 12px; font-size: 11px; font-weight: 500;">🔄 sequenced</span>
<span style="padding: 4px 10px; background: #f1f5f9; color: #64748b; border-radius: 12px; font-size: 11px; font-weight: 500;">🎯 87% confidence</span>
</div>
</div>
</div>
""")
def create_oss_advisory_section() -> gr.HTML:
"""Creates OSS advisory section showing policy vs execution boundary."""
return gr.HTML("""
<div style="padding: 25px; border-radius: 16px; margin-bottom: 15px; flex: 1; min-height: 320px;
background: linear-gradient(135deg, #f0f9ff 0%, #e0f2fe 100%); border: 2px solid #0ea5e9;">
<div style="display: flex; align-items: center; gap: 10px; margin-bottom: 20px; padding-bottom: 15px; border-bottom: 2px solid rgba(14, 165, 233, 0.2);">
<div style="font-size: 32px;">🆓</div>
<div>
<h3 style="margin: 0 0 5px 0; font-size: 20px; color: #1e293b;">Policy Edition</h3>
<p style="margin: 0; font-size: 14px; color: #64748b;">Analysis & Advisory Only - Apache 2.0</p>
</div>
<div style="margin-left: auto; padding: 6px 14px; background: rgba(255, 255, 255, 0.9);
border-radius: 10px; font-size: 11px; font-weight: bold; color: #475569;">
PERMANENTLY SAFE
</div>
</div>
<div style="background: white; border-radius: 12px; padding: 20px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); margin-bottom: 20px;">
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 15px; padding-bottom: 12px; border-bottom: 1px solid #f1f5f9;">
<h4 style="margin: 0; font-size: 16px; color: #1e293b;">📝 HealingIntent Created</h4>
<span style="padding: 6px 12px; background: #dbeafe; color: #1d4ed8; border-radius: 8px; font-size: 12px; font-weight: bold;">94% confidence</span>
</div>
<div style="margin-bottom: 15px;">
<div style="display: flex; align-items: center; gap: 10px; margin-bottom: 10px;">
<div style="width: 24px; height: 24px; background: #10b981; color: white; border-radius: 50%;
display: flex; align-items: center; justify-content: center; font-size: 12px;">
✅
</div>
<div>
<div style="font-size: 14px; color: #475569; font-weight: 500;">Action Recommended</div>
<div style="font-size: 13px; color: #1e293b;">Implement request coalescing with exponential backoff</div>
</div>
</div>
<div style="display: flex; align-items: center; gap: 10px; margin-bottom: 10px;">
<div style="width: 24px; height: 24px; background: #8b5cf6; color: white; border-radius: 50%;
display: flex; align-items: center; justify-content: center; font-size: 12px;">
🧠
</div>
<div>
<div style="font-size: 14px; color: #475569; font-weight: 500;">Pattern Match</div>
<div style="font-size: 13px; color: #1e293b;">Similar incident resolved with dampening (87% success rate)</div>
</div>
</div>
<div style="display: flex; align-items: center; gap: 10px; margin-bottom: 10px;">
<div style="width: 24px; height: 24px; background: #f59e0b; color: white; border-radius: 50%;
display: flex; align-items: center; justify-content: center; font-size: 12px;">
⚠️
</div>
<div>
<div style="font-size: 14px; color: #475569; font-weight: 500;">Contraindications</div>
<div style="font-size: 13px; color: #1e293b;">✅ Checked (retry amplification detected)</div>
</div>
</div>
<div style="display: flex; align-items: center; gap: 10px;">
<div style="width: 24px; height: 24px; background: #3b82f6; color: white; border-radius: 50%;
display: flex; align-items: center; justify-content: center; font-size: 12px;">
🔄
</div>
<div>
<div style="font-size: 14px; color: #475569; font-weight: 500;">Sequencing Rule</div>
<div style="font-size: 13px; color: #1e293b;">dampening_first_then_observe_then_optional_scale</div>
</div>
</div>
</div>
</div>
<!-- OSS Boundary -->
<div style="text-align: center;">
<div style="height: 2px; background: linear-gradient(90deg, transparent, #3b82f6, transparent); margin: 8px 0;"></div>
<div style="padding: 10px; background: #fee2e2; color: #dc2626; border-radius: 10px;
font-size: 14px; font-weight: bold; display: inline-block; border: 2px solid #dc2626;">
🚫 OSS STOPS HERE - No Execution
</div>
<div style="height: 2px; background: linear-gradient(90deg, transparent, #3b82f6, transparent); margin: 8px 0;"></div>
<div style="margin-top: 15px; padding: 12px; background: rgba(255, 255, 255, 0.8); border-radius: 10px;">
<div style="font-size: 13px; color: #475569; font-weight: 500;">
OSS provides policy advice only. Enterprise edition required for execution.
</div>
<div style="font-size: 12px; color: #64748b; margin-top: 5px;">
This architectural boundary ensures safety by design.
</div>
</div>
</div>
</div>
""")
def create_timeline_comparison_plot() -> go.Figure:
"""Creates timeline comparison plot for incident resolution."""
fig = go.Figure()
# Timeline data
manual_times = [0, 5, 15, 30, 45, 60]
manual_users = [45000, 45000, 42000, 35000, 20000, 5000]
arf_times = [0, 0.8, 1.5, 3, 8, 12]
arf_users = [45000, 45000, 45000, 42000, 15000, 0]
# Add traces
fig.add_trace(go.Scatter(
x=manual_times,
y=manual_users,
mode='lines+markers',
name='Manual Resolution',
line=dict(color='#ef4444', width=3, dash='dash'),
marker=dict(size=8, color='#ef4444'),
hovertemplate='Time: %{x}min<br>Users Affected: %{y:,}<extra></extra>'
))
fig.add_trace(go.Scatter(
x=arf_times,
y=arf_users,
mode='lines+markers',
name='ARF Policy Execution',
line=dict(color='#10b981', width=4),
marker=dict(size=10, color='#10b981'),
hovertemplate='Time: %{x}min<br>Users Affected: %{y:,}<extra></extra>'
))
# Add vertical lines for key events
fig.add_vline(x=0.8, line_width=2, line_dash="dot", line_color="#3b82f6",
annotation_text="Detection", annotation_position="top right")
fig.add_vline(x=1.5, line_width=2, line_dash="dot", line_color="#8b5cf6",
annotation_text="Recall", annotation_position="top right")
fig.add_vline(x=3, line_width=2, line_dash="dot", line_color="#f59e0b",
annotation_text="Decision", annotation_position="top right")
fig.add_vline(x=8, line_width=2, line_dash="dot", line_color="#10b981",
annotation_text="Resolution", annotation_position="top right")
# Update layout
fig.update_layout(
title=dict(
text="⏰ Incident Timeline: Manual vs Policy Execution",
font=dict(size=18, color='#1e293b'),
x=0.5
),
xaxis=dict(
title="Time (minutes)",
gridcolor='#e2e8f0',
tickformat=',d'
),
yaxis=dict(
title="Users Affected",
gridcolor='#e2e8f0',
tickformat=','
),
plot_bgcolor='white',
paper_bgcolor='white',
font=dict(family="Inter, sans-serif", color="#475569"),
hovermode='x unified',
legend=dict(
orientation="h",
yanchor="bottom",
y=1.02,
xanchor="center",
x=0.5,
bgcolor='rgba(255, 255, 255, 0.8)',
bordercolor='#e2e8f0',
borderwidth=1
),
margin=dict(l=50, r=50, t=80, b=50),
height=400
)
# Add annotation for savings
fig.add_annotation(
x=12,
y=0,
text="🚀 73% faster resolution<br>💰 $6.3K saved",
showarrow=True,
arrowhead=2,
arrowsize=1,
arrowwidth=2,
arrowcolor="#10b981",
ax=50,
ay=-50,
bgcolor="#f0fdf4",
bordercolor="#10b981",
borderwidth=2,
font=dict(size=12, color="#065f46")
)
return fig
# -----------------------------
# NEW: Observation Gate Renderer - CRITICAL PSYCHOLOGICAL FIX
# -----------------------------
def render_observation_gate(healing_intent: Dict[str, Any]) -> gr.HTML:
"""
Render observation gate state as active restraint, not passive waiting.
Doctrinal: Make inaction an explicit, powerful decision.
"""
deferral_reason = healing_intent.get("deferral_reason", "uncertainty_too_high_for_action")
frozen_until = healing_intent.get("decision_frozen_until", "")
confidence = healing_intent.get("confidence", 0.0)
# Parse timestamp for countdown
countdown_text = ""
if frozen_until:
try:
frozen_dt = datetime.datetime.fromisoformat(frozen_until.replace("Z", "+00:00"))
now = datetime.datetime.now(datetime.timezone.utc)
if frozen_dt.tzinfo is None:
frozen_dt = frozen_dt.replace(tzinfo=datetime.timezone.utc)
time_left = frozen_dt - now
minutes_left = max(0, int(time_left.total_seconds() / 60))
countdown_text = f"{minutes_left}m"
except:
countdown_text = "5m"
return gr.HTML(f"""
<div style="border: 3px solid #3b82f6; border-radius: 16px; padding: 25px; background: linear-gradient(135deg, #f0f9ff 0%, #ffffff 100%); margin-bottom: 20px;">
<div style="display: flex; align-items: center; gap: 15px; margin-bottom: 20px;">
<div style="font-size: 40px; color: #3b82f6;">⏳</div>
<div style="flex: 1;">
<h3 style="margin: 0 0 8px 0; font-size: 20px; color: #1e293b; font-weight: 700;">
Decision Intentionally Deferred
</h3>
<p style="margin: 0; font-size: 14px; color: #64748b;">
System state: <strong>observe_only</strong> • Confidence: {confidence:.1%}
</p>
</div>
<div style="padding: 10px 20px; background: #dbeafe; color: #1e40af; border-radius: 25px; font-size: 14px; font-weight: bold;">
ACTIVE RESTRAINT
</div>
</div>
<div style="display: grid; grid-template-columns: 1fr 1fr; gap: 20px; margin-bottom: 20px;">
<div style="padding: 18px; background: #f8fafc; border-radius: 12px;">
<div style="font-size: 13px; color: #64748b; margin-bottom: 8px; font-weight: 600;">REASON FOR DEFERRAL</div>
<div style="font-size: 15px; color: #1e293b; font-weight: 500; padding: 12px; background: white; border-radius: 8px; border-left: 4px solid #3b82f6;">
{deferral_reason.replace('_', ' ').title()}
</div>
</div>
<div style="padding: 18px; background: #f8fafc; border-radius: 12px;">
<div style="font-size: 13px; color: #64748b; margin-bottom: 8px; font-weight: 600;">NEXT EVALUATION</div>
<div style="font-size: 15px; color: #1e293b; font-weight: 500; padding: 12px; background: white; border-radius: 8px; border-left: 4px solid #10b981;">
System re-evaluates in: <span style="font-size: 24px; font-weight: 700; color: #10b981;">{countdown_text}</span>
</div>
</div>
</div>
<div style="background: #f0fdf4; border-radius: 12px; padding: 20px; border: 2px solid #10b981;">
<div style="display: flex; align-items: flex-start; gap: 15px;">
<div style="font-size: 24px; color: #10b981;">🎯</div>
<div style="flex: 1;">
<div style="font-size: 16px; font-weight: 600; color: #065f46; margin-bottom: 8px;">
This is a System Choice, Not a Limitation
</div>
<div style="font-size: 14px; color: #047857; line-height: 1.6;">
The system is <strong>choosing not to act</strong> because uncertainty exceeds policy thresholds.
This restraint demonstrates operational maturity—eagerness is a liability in production.
<br><br>
<em>"What you are seeing is not waiting. It is judgment under uncertainty."</em>
</div>
</div>
</div>
</div>
<div style="margin-top: 20px; padding-top: 20px; border-top: 2px solid #e2e8f0;">
<div style="font-size: 14px; color: #64748b; font-weight: 600; margin-bottom: 10px;">PREVENTED ACTIONS (CONTRANDICATED)</div>
<div style="display: flex; flex-wrap: wrap; gap: 10px;">
<span style="padding: 8px 16px; background: #fee2e2; color: #7f1d1d; border-radius: 20px; font-size: 13px; font-weight: 500;">scale_during_retry_storm</span>
<span style="padding: 8px 16px; background: #fee2e2; color: #7f1d1d; border-radius: 20px; font-size: 13px; font-weight: 500;">add_capacity_during_amplification</span>
<span style="padding: 8px 16px; background: #fee2e2; color: #7f1d1d; border-radius: 20px; font-size: 13px; font-weight: 500;">any_action_during_high_uncertainty</span>
</div>
</div>
</div>
""")
# -----------------------------
# NEW: Historical Evidence Panel - RECALL DOMINANCE
# -----------------------------
def create_historical_evidence_panel(scenario_data: Dict[str, Any]) -> gr.HTML:
"""
Create doctrinally compliant historical evidence panel.
Must be visually dominant with dates/environments.
"""
# Extract from scenario or use defaults
historical_panel = scenario_data.get("historical_evidence_panel", {})
scaling_failures = historical_panel.get("scaling_first_failures", [])
dampening_successes = historical_panel.get("dampening_first_successes", [])
# Build failures HTML
failures_html = ""
for i, failure in enumerate(scaling_failures[:3]): # Show top 3
failures_html += f"""
<div style="border-left: 4px solid #ef4444; padding-left: 15px; margin-bottom: 15px;">
<div style="display: flex; justify-content: space-between; align-items: flex-start; margin-bottom: 5px;">
<div style="font-size: 14px; font-weight: 600; color: #1e293b;">{failure.get('date', 'Unknown')} • {failure.get('environment', 'Unknown')}</div>
<div style="padding: 3px 10px; background: #fee2e2; color: #dc2626; border-radius: 12px; font-size: 11px; font-weight: bold;">FAILED</div>
</div>
<div style="font-size: 13px; color: #475569; margin-bottom: 5px;">
<strong>Action:</strong> {failure.get('action', 'Unknown')}
</div>
<div style="font-size: 13px; color: #dc2626; font-weight: 500; margin-bottom: 3px;">
<strong>Outcome:</strong> {failure.get('outcome', 'Unknown')}
</div>
<div style="font-size: 12px; color: #7f1d1d; font-style: italic; background: #fef2f2; padding: 8px; border-radius: 6px;">
{failure.get('lesson', 'No lesson captured')}
</div>
</div>
"""
# Build successes HTML
successes_html = ""
for i, success in enumerate(dampening_successes[:3]): # Show top 3
successes_html += f"""
<div style="border-left: 4px solid #10b981; padding-left: 15px; margin-bottom: 15px;">
<div style="display: flex; justify-content: space-between; align-items: flex-start; margin-bottom: 5px;">
<div style="font-size: 14px; font-weight: 600; color: #1e293b;">{success.get('date', 'Unknown')} • {success.get('environment', 'Unknown')}</div>
<div style="padding: 3px 10px; background: #dcfce7; color: #166534; border-radius: 12px; font-size: 11px; font-weight: bold;">SUCCESS</div>
</div>
<div style="font-size: 13px; color: #475569; margin-bottom: 5px;">
<strong>Action:</strong> {success.get('action', 'Unknown')}
</div>
<div style="font-size: 13px; color: #10b981; font-weight: 500; margin-bottom: 3px;">
<strong>Outcome:</strong> {success.get('outcome', 'Unknown')}
</div>
<div style="font-size: 12px; color: #065f46; font-style: italic; background: #f0fdf4; padding: 8px; border-radius: 6px;">
{success.get('lesson', 'No lesson captured')}
</div>
</div>
"""
return gr.HTML(f"""
<div style="border: 3px solid #3b82f6; border-radius: 16px; padding: 25px; margin-bottom: 25px; background: linear-gradient(135deg, #f8fafc 0%, #ffffff 100%);">
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 25px;">
<div>
<h3 style="margin: 0 0 8px 0; font-size: 20px; color: #1e293b; font-weight: 700;">
🧠 Historical Evidence (Why Sequencing Matters)
</h3>
<p style="margin: 0; font-size: 14px; color: #64748b;">
Real outcomes from similar incidents—this evidence dominates decision logic
</p>
</div>
<div style="padding: 8px 16px; background: #dbeafe; color: #1e40af; border-radius: 20px; font-size: 12px; font-weight: bold;">
RECALL DOMINANCE: POLICY OVER PREDICTION
</div>
</div>
<div style="display: grid; grid-template-columns: 1fr 1fr; gap: 25px; margin-bottom: 25px;">
<div>
<div style="font-size: 16px; font-weight: 600; color: #dc2626; margin-bottom: 15px; display: flex; align-items: center; gap: 8px;">
<span>⛔</span> Scaling-First Failures
</div>
{failures_html if failures_html else """
<div style="padding: 20px; background: #fef2f2; border-radius: 10px; text-align: center;">
<div style="font-size: 32px; color: #dc2626; margin-bottom: 10px;">📊</div>
<div style="font-size: 14px; color: #7f1d1d;">No scaling failure evidence in memory</div>
</div>
"""}
</div>
<div>
<div style="font-size: 16px; font-weight: 600; color: #10b981; margin-bottom: 15px; display: flex; align-items: center; gap: 8px;">
<span>✅</span> Dampening-First Successes
</div>
{successes_html if successes_html else """
<div style="padding: 20px; background: #f0fdf4; border-radius: 10px; text-align: center;">
<div style="font-size: 32px; color: #10b981; margin-bottom: 10px;">📊</div>
<div style="font-size: 14px; color: #065f46;">No dampening success evidence in memory</div>
</div>
"""}
</div>
</div>
<div style="background: linear-gradient(135deg, #f0f9ff 0%, #e0f2fe 100%); border-radius: 12px; padding: 20px; border: 2px solid #0ea5e9;">
<div style="display: flex; align-items: flex-start; gap: 15px;">
<div style="font-size: 28px; color: #0ea5e9;">🎯</div>
<div style="flex: 1;">
<div style="font-size: 16px; font-weight: 600; color: #0369a1; margin-bottom: 8px;">
Doctrinal Principle: Memory Dominates Models
</div>
<div style="font-size: 14px; color: #0c4a6e; line-height: 1.6;">
The system prioritizes <strong>historical evidence over predictive confidence</strong>.
If scaling-first failed in similar conditions, scaling is contraindicated regardless of model confidence.
<br><br>
<em>"What happened is more important than what might happen."</em>
</div>
</div>
</div>
</div>
</div>
""")
# -----------------------------
# Performance Metrics Function - DOCTRINAL METRICS
# -----------------------------
# 1. First, update the update_performance_metrics function to return what app.py expects:
def update_performance_metrics(scenario_name: str, scenarios=INCIDENT_SCENARIOS) -> tuple:
"""
Update performance metrics based on scenario
Returns: (detection_time_html, recall_quality_html, confidence_score_html, sequencing_stage_html)
MUST MATCH what app.py demo_btn.click() expects!
"""
# Scenario-specific metrics mapping WITH GRADIENT COLORS
metrics_config = {
"Cache": {
"detection_time": ("45s", "89% faster", "linear-gradient(135deg, #3b82f6 0%, #1d4ed8 100%)"),
"recall_quality": ("92%", "85% accuracy", "linear-gradient(135deg, #10b981 0%, #047857 100%)"),
"confidence_score": ("87%", "High certainty", "linear-gradient(135deg, #8b5cf6 0%, #7c3aed 100%)"),
"sequencing_stage": ("Dampening", "Step 1/4", "linear-gradient(135deg, #f59e0b 0%, #d97706 100%)"),
"savings_multiplier": 0.85
},
"Database": {
"detection_time": ("38s", "91% faster", "linear-gradient(135deg, #3b82f6 0%, #1d4ed8 100%)"),
"recall_quality": ("89%", "82% accuracy", "linear-gradient(135deg, #10b981 0%, #047857 100%)"),
"confidence_score": ("84%", "High certainty", "linear-gradient(135deg, #8b5cf6 0%, #7c3aed 100%)"),
"sequencing_stage": ("Concurrency", "Step 2/4", "linear-gradient(135deg, #f59e0b 0%, #d97706 100%)"),
"savings_multiplier": 0.82
},
"Kubernetes": {
"detection_time": ("52s", "87% faster", "linear-gradient(135deg, #3b82f6 0%, #1d4ed8 100%)"),
"recall_quality": ("91%", "84% accuracy", "linear-gradient(135deg, #10b981 0%, #047857 100%)"),
"confidence_score": ("86%", "High certainty", "linear-gradient(135deg, #8b5cf6 0%, #7c3aed 100%)"),
"sequencing_stage": ("Observe", "Step 3/4", "linear-gradient(135deg, #f59e0b 0%, #d97706 100%)"),
"savings_multiplier": 0.83
},
"Network": {
"detection_time": ("28s", "93% faster", "linear-gradient(135deg, #3b82f6 0%, #1d4ed8 100%)"),
"recall_quality": ("94%", "88% accuracy", "linear-gradient(135deg, #10b981 0%, #047857 100%)"),
"confidence_score": ("89%", "High certainty", "linear-gradient(135deg, #8b5cf6 0%, #7c3aed 100%)"),
"sequencing_stage": ("Scale", "Step 4/4", "linear-gradient(135deg, #f59e0b 0%, #d97706 100%)"),
"savings_multiplier": 0.88
},
"Default": {
"detection_time": ("42s", "90% faster", "linear-gradient(135deg, #3b82f6 0%, #1d4ed8 100%)"),
"recall_quality": ("90%", "85% accuracy", "linear-gradient(135deg, #10b981 0%, #047857 100%)"),
"confidence_score": ("85%", "High certainty", "linear-gradient(135deg, #8b5cf6 0%, #7c3aed 100%)"),
"sequencing_stage": ("Dampening", "Step 1/4", "linear-gradient(135deg, #f59e0b 0%, #d97706 100%)"),
"savings_multiplier": 0.85
}
}
# Determine scenario type
scenario_type = "Default"
for key in ["Cache", "Database", "Kubernetes", "Network", "Storage"]:
if key.lower() in scenario_name.lower():
scenario_type = key
break
# Get metrics for scenario type
metrics = metrics_config.get(scenario_type, metrics_config["Default"])
# Create HTML for each metric card WITH GRADIENT BORDERS
detection_time_html = f"""
<div style="border: 1px solid #e2e8f0; border-radius: 12px; padding: 18px; background: white; margin: 8px; text-align: center; flex: 1; min-width: 140px;
border-left: 4px solid; border-image: {metrics['detection_time'][2]}; border-image-slice: 1;">
<div style="font-size: 28px; margin-bottom: 10px;">⏱️</div>
<div>
<h4 style="margin: 0 0 8px 0; font-size: 14px; color: #64748b; font-weight: 600;">Detection Time</h4>
<p style="font-size: 28px; font-weight: bold; background: {metrics['detection_time'][2]}; -webkit-background-clip: text; -webkit-text-fill-color: transparent; margin: 8px 0;">{metrics['detection_time'][0]}</p>
<p style="font-size: 12px; color: #64748b; margin: 0;">{metrics['detection_time'][1]} than baseline</p>
</div>
</div>
"""
recall_quality_html = f"""
<div style="border: 1px solid #e2e8f0; border-radius: 12px; padding: 18px; background: white; margin: 8px; text-align: center; flex: 1; min-width: 140px;
border-left: 4px solid; border-image: {metrics['recall_quality'][2]}; border-image-slice: 1;">
<div style="font-size: 28px; margin-bottom: 10px;">🧠</div>
<div>
<h4 style="margin: 0 0 8px 0; font-size: 14px; color: #64748b; font-weight: 600;">Recall Quality</h4>
<p style="font-size: 28px; font-weight: bold; background: {metrics['recall_quality'][2]}; -webkit-background-clip: text; -webkit-text-fill-color: transparent; margin: 8px 0;">{metrics['recall_quality'][0]}</p>
<p style="font-size: 12px; color: #64748b; margin: 0;">{metrics['recall_quality'][1]}</p>
</div>
</div>
"""
confidence_score_html = f"""
<div style="border: 1px solid #e2e8f0; border-radius: 12px; padding: 18px; background: white; margin: 8px; text-align: center; flex: 1; min-width: 140px;
border-left: 4px solid; border-image: {metrics['confidence_score'][2]}; border-image-slice: 1;">
<div style="font-size: 28px; margin-bottom: 10px;">🎯</div>
<div>
<h4 style="margin: 0 0 8px 0; font-size: 14px; color: #64748b; font-weight: 600;">Confidence Score</h4>
<p style="font-size: 28px; font-weight: bold; background: {metrics['confidence_score'][2]}; -webkit-background-clip: text; -webkit-text-fill-color: transparent; margin: 8px 0;">{metrics['confidence_score'][0]}</p>
<p style="font-size: 12px; color: #64748b; margin: 0;">{metrics['confidence_score'][1]}</p>
</div>
</div>
"""
sequencing_stage_html = f"""
<div style="border: 1px solid #e2e8f0; border-radius: 12px; padding: 18px; background: white; margin: 8px; text-align: center; flex: 1; min-width: 140px;
border-left: 4px solid; border-image: {metrics['sequencing_stage'][2]}; border-image-slice: 1;">
<div style="font-size: 28px; margin-bottom: 10px;">🔁</div>
<div>
<h4 style="margin: 0 0 8px 0; font-size: 14px; color: #64748b; font-weight: 600;">Sequencing Stage</h4>
<p style="font-size: 28px; font-weight: bold; background: {metrics['sequencing_stage'][2]}; -webkit-background-clip: text; -webkit-text-fill-color: transparent; margin: 8px 0;">{metrics['sequencing_stage'][0]}</p>
<p style="font-size: 12px; color: #64748b; margin: 0;">{metrics['sequencing_stage'][1]}</p>
</div>
</div>
"""
logger.info(f"✅ Updated performance metrics for {scenario_name} ({scenario_type} type)")
return detection_time_html, recall_quality_html, confidence_score_html, sequencing_stage_html
# 2. Update create_tab1_incident_demo to use the SAME variable names:
def create_tab1_incident_demo():
"""
Creates Live Demo Tab components with psychological advantage baked in.
Returns EXACTLY 26 values matching app.py expectations.
Canonical Question: "What should we do right now?" (Policy advice only)
No business metrics allowed in this tab.
"""
import gradio as gr
# 1. Core Scenario Selection (Psychological: User controls context)
scenario_dropdown = gr.Dropdown(
choices=["Retry Storm Amplification", "Cascading Dependency Failure",
"Partial Regional Outage", "Latent Configuration Drift"],
value="Retry Storm Amplification",
label="Select Incident Scenario",
info="Choose the operational context for policy evaluation"
)
# 2. Historical Evidence Panel (DOMINANT VISUALLY - psychological advantage)
historical_panel = gr.DataFrame(
value=[
["2024-03-15", "US-East", "Retry Storm", "Dampen → Observe → Scale", "Contained in 42s"],
["2024-02-28", "EU-West", "Cascading Failure", "Dampen → Isolate → Repair", "Contained in 3m 18s"],
["2024-01-12", "AP-South", "Config Drift", "Observe → Diagnose → Fix", "Prevented outage"]
],
headers=["Date", "Environment", "Pattern", "Sequence Applied", "Outcome"],
label="📊 Historical Evidence Dominates Models",
interactive=False,
height=200
)
# 3. Scenario Context Card
scenario_card = gr.Markdown("""
### Scenario Context: Retry Storm Amplification
**What we're seeing:** Client retries triggering backend amplification (8x retry multiplier)
**Current state:** 42% error rate, rising at 3.2%/minute
**Risk profile:** Service degradation → Partial outage in 8-12 minutes
""")
# 4. Telemetry Visualization (Psychological: Show what's knowable)
telemetry_viz = gr.Plot(
value=create_telemetry_plot(),
label="Real-time Telemetry: Error Rate & Load"
)
# 5. Business Impact Visualization (Psychological: Show consequences)
impact_viz = gr.Plot(
value=create_impact_plot(),
label="Predicted Impact Trajectory"
)
# 6. OBSERVATION GATE (CRITICAL PSYCHOLOGICAL ELEMENT)
observation_gate_placeholder = create_observation_gate_placeholder()
# 7. SEQUENCING VISUALIZATION (Policy, not reaction)
sequencing_panel = create_sequencing_visualization()
# 8. Workflow Header
workflow_header = gr.Markdown("### Policy Execution Sequence")
# 9-11. PROCESS DISPLAYS (Doctrinal: "Process" not "Agent")
detection_process = create_detection_display("DETECTION_PROCESS")
recall_process = create_recall_display("RECALL_PROCESS")
decision_process = create_decision_display("DECISION_PROCESS")
# 12-14. OSS/Enterprise Boundary
oss_section = gr.Markdown("#### 🔓 Open Source Capabilities")
enterprise_section = gr.Markdown("#### 🔒 Enterprise Governance")
oss_btn = gr.Button("View OSS Implementation", variant="secondary", size="sm")
enterprise_btn = gr.Button("Requires Enterprise License", variant="secondary", size="sm")
# 15-17. Approval & MCP
approval_toggle = gr.Checkbox(
label="Manual Approval Required",
value=True,
info="Policy: Human approval required for scaling actions during retry storms"
)
mcp_mode = gr.Radio(
choices=["Policy Evaluation", "Manual Control", "Full Autonomous"],
value="Policy Evaluation",
label="Execution Mode"
)
timeline_viz = gr.Plot(value=create_timeline_plot())
# 18-21. PERFORMANCE METRICS (CRITICAL: Must match app.py indices 18-21)
detection_time = gr.Number(
value=2.8,
label="Detection Time (seconds)",
precision=1
)
# INDEX 19: MUST BE recall_quality (not mttr)
recall_quality = gr.Number(
value=0.92,
label="Recall Quality Score",
precision=2,
info="Historical match confidence"
)
# INDEX 20: MUST BE confidence_score (not auto_heal)
confidence_score = gr.Number(
value=0.65,
label="System Confidence",
precision=2,
info="Policy execution confidence < 70% triggers observation gate"
)
# INDEX 21: MUST BE sequencing_stage (not savings)
sequencing_stage = gr.Textbox(
value="Dampening",
label="Current Sequencing Stage",
info="Policy: Dampen → Observe → Concurrent Fix → Scale"
)
# 22-24. Results Displays
oss_results_display = gr.Markdown("### OSS Results Will Appear Here")
enterprise_results_display = gr.Markdown("### Enterprise Results Will Appear Here")
approval_display = gr.Markdown("**Status:** Awaiting manual approval per policy")
# 25. DEMO BUTTON (CRITICAL: Index 25 must be demo_btn)
demo_btn = gr.Button(
"▶️ Run Complete Walkthrough",
variant="primary",
size="lg",
elem_id="demo_primary_btn"
)
# RETURN EXACTLY 26 VALUES IN CORRECT ORDER
return (
scenario_dropdown, historical_panel, scenario_card, telemetry_viz, impact_viz,
observation_gate_placeholder, sequencing_panel, workflow_header,
detection_process, recall_process, decision_process,
oss_section, enterprise_section, oss_btn, enterprise_btn,
approval_toggle, mcp_mode, timeline_viz,
detection_time, recall_quality, confidence_score, sequencing_stage, # ← CORRECT VARIABLES
oss_results_display, enterprise_results_display, approval_display, demo_btn
)
# -----------------------------
# Tab 1: Live Incident Demo - UPDATED WITH RESTORED FUNCTIONS
# -----------------------------
def create_tab1_incident_demo(scenarios=INCIDENT_SCENARIOS, default_scenario="Cache Miss Storm") -> tuple:
"""
Create doctrinally compliant incident demo tab.
Doctrinal: Language discipline, sequencing display, no early "critical"
"""
# Get the default scenario data
default_scenario_data = scenarios.get(default_scenario, {})
business_impact = default_scenario_data.get("business_impact", {})
metrics = default_scenario_data.get("metrics", {})
with gr.Row():
# Left Column: Scenario Selection & Live Visualization
with gr.Column(scale=1, variant="panel") as left_col:
# Scenario Selection with rich preview
scenario_dropdown = gr.Dropdown(
choices=list(scenarios.keys()),
value=default_scenario,
label="🎯 Select Variance Scenario",
info="Choose a production variance pattern to analyze",
interactive=True,
container=False
)
# ============ HISTORICAL EVIDENCE PANEL FIRST (RECALL DOMINANCE) ============
historical_panel = create_historical_evidence_panel(default_scenario_data)
# Scenario Card with doctrinally compliant language
scenario_card = gr.HTML(f"""
<div style="border: 1px solid #e2e8f0; border-radius: 14px; padding: 20px; background: white; box-shadow: 0 4px 12px rgba(0,0,0,0.05); margin-bottom: 20px;">
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 15px; padding-bottom: 12px; border-bottom: 2px solid #f1f5f9;">
<h3 style="margin: 0; font-size: 18px; color: #1e293b;">📊 {default_scenario}</h3>
<span style="padding: 4px 12px; background: linear-gradient(135deg, #f59e0b 0%, #d97706 100%); border-radius: 20px; font-size: 12px; font-weight: bold; color: white; text-transform: uppercase; letter-spacing: 0.5px;">{default_scenario_data.get('severity', 'HIGH_VARIANCE')}</span>
</div>
<div style="margin-top: 15px;">
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 8px; padding: 4px 0;">
<span style="font-size: 13px; color: #64748b; font-weight: 500;">Component:</span>
<span style="font-size: 14px; color: #1e293b; font-weight: 600;">{default_scenario_data.get('component', 'Unknown').replace('_', ' ').title()}</span>
</div>
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 8px; padding: 4px 0;">
<span style="font-size: 13px; color: #64748b; font-weight: 500;">Users Affected:</span>
<span style="font-size: 14px; color: #1e293b; font-weight: 600;">{metrics.get('affected_users', 'Unknown') if 'affected_users' in metrics else 'Unknown'}</span>
</div>
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 8px; padding: 4px 0;">
<span style="font-size: 13px; color: #64748b; font-weight: 500;">Revenue Risk:</span>
<span style="font-size: 14px; color: #f59e0b; font-weight: 700;">${business_impact.get('revenue_risk_per_hour', 0):,}/hour</span>
</div>
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 8px; padding: 4px 0;">
<span style="font-size: 13px; color: #64748b; font-weight: 500;">Detection Time:</span>
<span style="font-size: 14px; color: #1e293b; font-weight: 600;">45 seconds (Policy System)</span>
</div>
<div style="display: flex; flex-wrap: wrap; gap: 6px; margin-top: 15px; padding-top: 12px; border-top: 1px solid #f1f5f9;">
<span style="padding: 3px 8px; background: #f1f5f9; border-radius: 6px; font-size: 11px; color: #475569; font-weight: 500;">{default_scenario_data.get('component', 'unknown').split('_')[0]}</span>
<span style="padding: 3px 8px; background: #f1f5f9; border-radius: 6px; font-size: 11px; color: #475569; font-weight: 500;">variance</span>
<span style="padding: 3px 8px; background: #f1f5f9; border-radius: 6px; font-size: 11px; color: #475569; font-weight: 500;">production</span>
<span style="padding: 3px 8px; background: #f1f5f9; border-radius: 6px; font-size: 11px; color: #475569; font-weight: 500;">pattern</span>
</div>
</div>
</div>
""")
# Visualization section
with gr.Row():
with gr.Column(scale=1):
telemetry_header = gr.Markdown("### 📈 Live Telemetry")
telemetry_viz = gr.Plot(
label="",
show_label=False,
elem_id="telemetry_plot"
)
with gr.Column(scale=1):
impact_header = gr.Markdown("### 💰 Business Impact")
impact_viz = gr.Plot(
label="",
show_label=False,
elem_id="impact_plot"
)
# Middle Column: Process Workflow (NOT Agent Workflow)
with gr.Column(scale=2, variant="panel") as middle_col:
# ============ OBSERVATION GATE PLACEHOLDER ============
observation_gate_placeholder = create_observation_gate_placeholder()
# ============ SEQUENCING VISUALIZATION ============
sequencing_header = gr.Markdown("### 🔄 Sequencing Logic: Dampening → Concurrency → Observe → Scale")
sequencing_panel = create_sequencing_visualization()
# Process Workflow Header (NOT Agent Workflow)
workflow_header = gr.Markdown("## 🔄 Policy Process Workflow")
workflow_subheader = gr.Markdown("### How the system transforms variance into policy execution")
# Process Status Cards (NOT Agent Status Cards)
with gr.Row():
detection_process = create_detection_display()
recall_process = create_recall_display()
decision_process = create_decision_display()
# Mode Selection & Safety Controls
with gr.Row():
with gr.Column(scale=1):
approval_toggle = gr.CheckboxGroup(
choices=["👤 Require Human Approval"],
label="Safety Controls",
value=[],
info="Toggle human oversight"
)
with gr.Column(scale=2):
mcp_mode = gr.Radio(
choices=["🛡️ Advisory (OSS Only)", "👥 Approval", "⚡ Autonomous"],
value="🛡️ Advisory (OSS Only)",
label="Policy Safety Mode",
info="Control execution safety level",
interactive=True
)
# OSS vs Enterprise Boundary Visualization
boundary_header = gr.Markdown("### 🎭 Policy vs Execution: The Safety Boundary")
with gr.Row():
oss_section = create_oss_advisory_section()
enterprise_section = gr.HTML("""
<div style="padding: 25px; border-radius: 16px; margin-bottom: 15px; flex: 1; min-height: 320px;
background: linear-gradient(135deg, #f0fdf4 0%, #dcfce7 100%); border: 2px solid #10b981;">
<div style="display: flex; align-items: center; gap: 10px; margin-bottom: 20px; padding-bottom: 15px; border-bottom: 2px solid rgba(16, 185, 129, 0.2);">
<div style="font-size: 32px;">💰</div>
<div>
<h3 style="margin: 0 0 5px 0; font-size: 20px; color: #1e293b;">Execution Edition</h3>
<p style="margin: 0; font-size: 14px; color: #64748b;">Full Execution & Learning - Commercial</p>
</div>
<div style="margin-left: auto; padding: 6px 14px; background: rgba(255, 255, 255, 0.9);
border-radius: 10px; font-size: 11px; font-weight: bold; color: #475569;">
REQUIRES LICENSE
</div>
</div>
<div style="background: white; border-radius: 12px; padding: 20px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); margin-bottom: 20px;">
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 15px; padding-bottom: 12px; border-bottom: 1px solid #f1f5f9;">
<h4 style="margin: 0; font-size: 16px; color: #1e293b;">⚡ Ready to Execute</h4>
<span style="padding: 6px 12px; background: #10b981; color: white; border-radius: 8px; font-size: 12px; font-weight: bold; text-transform: uppercase;">AUTONOMOUS</span>
</div>
<div style="margin-bottom: 15px;">
<div style="display: flex; align-items: center; gap: 10px; margin-bottom: 10px;">
<div style="width: 24px; height: 24px; background: #3b82f6; color: white; border-radius: 50%;
display: flex; align-items: center; justify-content: center; font-size: 12px;">
⚙️
</div>
<div>
<div style="font-size: 14px; color: #475569; font-weight: 500;">Mode</div>
<div style="font-size: 13px; color: #1e293b;">Autonomous (Requires Enterprise license)</div>
</div>
</div>
<div style="display: flex; align-items: center; gap: 10px; margin-bottom: 10px;">
<div style="width: 24px; height: 24px; background: #10b981; color: white; border-radius: 50%;
display: flex; align-items: center; justify-content: center; font-size: 12px;">
⚡
</div>
<div>
<div style="font-size: 14px; color: #475569; font-weight: 500;">Expected Recovery</div>
<div style="font-size: 13px; color: #1e293b;">12 minutes (vs 45 min manual)</div>
</div>
</div>
<div style="display: flex; align-items: center; gap: 10px; margin-bottom: 10px;">
<div style="width: 24px; height: 24px; background: #f59e0b; color: white; border-radius: 50%;
display: flex; align-items: center; justify-content: center; font-size: 12px;">
💰
</div>
<div>
<div style="font-size: 14px; color: #475569; font-weight: 500;">Cost Avoided</div>
<div style="font-size: 13px; color: #10b981; font-weight: 700;">$6,375</div>
</div>
</div>
<div style="display: flex; align-items: center; gap: 10px;">
<div style="width: 24px; height: 24px; background: #8b5cf6; color: white; border-radius: 50%;
display: flex; align-items: center; justify-content: center; font-size: 12px;">
👥
</div>
<div>
<div style="font-size: 14px; color: #475569; font-weight: 500;">Users Protected</div>
<div style="font-size: 13px; color: #1e293b;">45,000 → 0 impacted</div>
</div>
</div>
</div>
</div>
<!-- Enterprise Boundary -->
<div style="text-align: center;">
<div style="height: 2px; background: linear-gradient(90deg, transparent, #10b981, transparent); margin: 8px 0;"></div>
<div style="padding: 10px; background: #dcfce7; color: #166534; border-radius: 10px;
font-size: 14px; font-weight: bold; display: inline-block; border: 2px solid #10b981;">
✅ Enterprise executes with MCP safety
</div>
<div style="height: 2px; background: linear-gradient(90deg, transparent, #10b981, transparent); margin: 8px 0;"></div>
<div style="margin-top: 15px; padding: 12px; background: rgba(255, 255, 255, 0.8); border-radius: 10px;">
<div style="font-size: 13px; color: #475569; font-weight: 500;">
Enterprise edition adds execution, learning, and safety guarantees.
</div>
<div style="font-size: 12px; color: #64748b; margin-top: 5px;">
MCP safety modes: Advisory → Approval → Autonomous
</div>
</div>
</div>
</div>
""")
# Execution Controls
with gr.Row():
with gr.Column(scale=1):
oss_btn = gr.Button(
"🆓 Run Policy Analysis",
variant="secondary",
size="lg"
)
oss_info = gr.Markdown("*Free, policy-only analysis*")
with gr.Column(scale=1):
enterprise_btn = gr.Button(
"💰 Execute Enterprise Healing",
variant="primary",
size="lg"
)
enterprise_info = gr.Markdown("*Requires Enterprise license*")
# Timeline visualization
timeline_header = gr.Markdown("### ⏰ Incident Timeline")
timeline_viz = gr.Plot(
create_timeline_comparison_plot(),
label="",
show_label=False,
elem_id="timeline_plot"
)
# Right Column: Results & Metrics
with gr.Column(scale=1, variant="panel") as right_col:
# Real-time Metrics Dashboard
metrics_header = gr.Markdown("## 📊 Performance Metrics")
# Metric Cards Grid - MUST MATCH app.py expectations: detection_time, mttr, auto_heal, savings
detection_time = gr.HTML()
mttr = gr.HTML() # Mean Time to Resolve
auto_heal = gr.HTML() # Auto-heal rate
savings = gr.HTML() # Cost savings
# Results Display Areas
oss_results_header = gr.Markdown("### 🆓 Policy Analysis Results")
oss_results_display = gr.JSON(
label="",
value={
"status": "Analysis Pending",
"processes": ["Detection", "Recall", "Decision"],
"mode": "Advisory Only",
"action": "Generate Formal HealingIntent"
},
height=200
)
enterprise_results_header = gr.Markdown("### 💰 Execution Results")
enterprise_results_display = gr.JSON(
label="",
value={
"status": "Execution Pending",
"requires_license": True,
"available_modes": ["Approval", "Autonomous"],
"expected_outcome": "12m MTTR, $6.3K saved"
},
height=200
)
# Approval Status
approval_display = gr.HTML("""
<div style="border: 2px solid #e2e8f0; border-radius: 14px; padding: 20px; background: white; margin-top: 20px;">
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 15px; padding-bottom: 12px; border-bottom: 2px solid #f1f5f9;">
<h4 style="margin: 0; font-size: 16px; color: #1e293b;">👤 Human Approval Status</h4>
<span style="padding: 4px 12px; background: #10b981; color: white; border-radius: 8px; font-size: 12px; font-weight: bold; text-transform: uppercase;">Not Required</span>
</div>
<div style="margin-top: 15px;">
<p style="margin: 8px 0; font-size: 14px; color: #475569;"><strong>Current Mode:</strong> Advisory (Policy Only)</p>
<p style="margin: 8px 0; font-size: 14px; color: #475569; font-style: italic;">Switch to "Approval" mode to enable human-in-the-loop workflows</p>
<div style="display: flex; flex-direction: column; gap: 10px; margin-top: 20px;">
<div style="padding: 12px; background: #f8fafc; border-radius: 10px; border-left: 4px solid #3b82f6; font-size: 14px; color: #475569; font-weight: 500;">1. System generates formal HealingIntent</div>
<div style="padding: 12px; background: #f8fafc; border-radius: 10px; border-left: 4px solid #3b82f6; font-size: 14px; color: #475569; font-weight: 500;">2. Human reviews & approves contraindications</div>
<div style="padding: 12px; background: #f8fafc; border-radius: 10px; border-left: 4px solid #3b82f6; font-size: 14px; color: #475569; font-weight: 500;">3. System executes with sequencing constraints</div>
</div>
</div>
</div>
""")
# Demo Actions
demo_btn = gr.Button(
"▶️ Run Complete Walkthrough",
variant="secondary",
size="lg"
)
demo_info = gr.Markdown("*Experience the full workflow from detection to resolution*")
# CRITICAL: Return EXACTLY 26 values that app.py expects
return (
# Left column returns (5 values)
scenario_dropdown, historical_panel, scenario_card, telemetry_viz, impact_viz,
# Middle column returns (13 values)
observation_gate_placeholder, sequencing_panel, workflow_header, detection_process,
recall_process, decision_process, oss_section, enterprise_section, oss_btn, enterprise_btn,
approval_toggle, mcp_mode, timeline_viz,
# Right column returns (8 values - MUST BE: detection_time, mttr, auto_heal, savings, oss_results_display, enterprise_results_display, approval_display, demo_btn)
detection_time, mttr, auto_heal, savings,
oss_results_display, enterprise_results_display, approval_display, demo_btn
# DO NOT include: oss_info, enterprise_info, demo_info - app.py doesn't expect them
)
# -----------------------------
# NEW: Create Realism Panel (Updated for doctrinal compliance)
# -----------------------------
def create_realism_panel(scenario_data: Dict, scenario_name: str) -> gr.HTML:
"""
Create doctrinally compliant realism panel.
Updated to show formal HealingIntent fields and sequencing logic.
"""
ranked_actions = scenario_data.get("ranked_actions", [])
# Build ranked actions HTML with formal HealingIntent fields
actions_html = ""
for action in ranked_actions:
category = action.get("category", "unknown")
category_color = {
"dampening": "#3b82f6",
"concurrency_control": "#10b981",
"observation": "#8b5cf6",
"scaling": "#f59e0b"
}.get(category, "#64748b")
rank_color = "#3b82f6" if action["rank"] == 1 else "#f59e0b" if action["rank"] == 2 else "#64748b"
status = "✅ RECOMMENDED" if action["rank"] == 1 else "🟡 SECONDARY" if action["rank"] == 2 else "🔴 CONTRAINDICATED"
# Formal HealingIntent fields
preconditions_html = ""
if action.get("preconditions"):
preconditions_html = f"""
<div style="margin-top: 10px; padding: 10px; background: #f8fafc; border-radius: 8px; border-left: 3px solid #3b82f6;">
<div style="font-size: 12px; color: #475569; font-weight: 600; margin-bottom: 5px;">Preconditions:</div>
{"".join([f'<div style="font-size: 11px; color: #64748b; margin-bottom: 3px;">• {pre}</div>' for pre in action["preconditions"]])}
</div>
"""
contraindications_html = ""
if action.get("contraindicated_actions"):
contraindications_html = f"""
<div style="margin-top: 10px; padding: 10px; background: #fef2f2; border-radius: 8px; border-left: 3px solid #ef4444;">
<div style="font-size: 12px; color: #7f1d1d; font-weight: 600; margin-bottom: 5px;">Contraindicated Actions:</div>
{"".join([f'<div style="font-size: 11px; color: #b91c1c; margin-bottom: 3px;">⛔ {contra}</div>' for contra in action["contraindicated_actions"]])}
</div>
"""
reversibility_html = ""
if action.get("reversibility_statement"):
reversibility_html = f"""
<div style="margin-top: 10px; padding: 10px; background: #f0fdf4; border-radius: 8px; border-left: 3px solid #10b981;">
<div style="font-size: 12px; color: #065f46; font-weight: 600; margin-bottom: 5px;">Reversibility Statement:</div>
<div style="font-size: 11px; color: #047857;">{action["reversibility_statement"]}</div>
</div>
"""
historical_evidence_html = ""
if action.get("historical_evidence"):
historical_evidence_html = f"""
<div style="margin-top: 10px; padding: 10px; background: #fef3c7; border-radius: 8px; border-left: 3px solid #f59e0b;">
<div style="font-size: 12px; color: #92400e; font-weight: 600; margin-bottom: 5px;">Historical Evidence:</div>
{"".join([f'<div style="font-size: 11px; color: #b45309; margin-bottom: 3px;">📊 {evidence}</div>' for evidence in action["historical_evidence"]])}
</div>
"""
actions_html += f"""
<div style="border: 2px solid {category_color}; border-radius: 12px; padding: 16px;
background: {category_color}10; margin-bottom: 12px;">
<div style="display: flex; justify-content: space-between; align-items: flex-start; margin-bottom: 10px;">
<div style="flex: 1;">
<div style="display: flex; align-items: center; gap: 10px; margin-bottom: 5px;">
<div style="width: 24px; height: 24px; background: {category_color};
color: white; border-radius: 50%; display: flex; align-items: center;
justify-content: center; font-size: 12px; font-weight: bold;">
{action['rank']}
</div>
<span style="font-size: 14px; font-weight: 600; color: #1e293b;">
{status} • {action.get('confidence', 0)}% confidence
</span>
<span style="padding: 3px 8px; background: {category_color}30; color: {category_color}; border-radius: 12px; font-size: 11px; font-weight: bold;">
{category.upper().replace('_', ' ')}
</span>
</div>
<p style="font-size: 14px; color: #475569; margin: 8px 0; font-weight: 500;">
{action.get('action', 'No action specified')}
</p>
</div>
<div style="padding: 6px 12px; background: {category_color}20; border-radius: 20px;
font-size: 12px; font-weight: bold; color: {category_color};">
{action.get('confidence', 0)}%
</div>
</div>
{preconditions_html}
{contraindications_html}
{reversibility_html}
{historical_evidence_html}
<div style="margin-top: 10px; font-size: 12px; color: #64748b;">
<strong>Sequencing:</strong> {action.get('category', 'unknown').replace('_', ' ')} • {action.get('constraints', ['No constraints'])[0]}
</div>
</div>
"""
# Combine all panels
full_html = f"""
<div style="border: 2px solid #3b82f6; border-radius: 16px; padding: 25px;
background: linear-gradient(135deg, #f0f9ff 0%, #ffffff 100%); margin-top: 20px;">
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 20px;">
<div>
<h3 style="margin: 0 0 8px 0; font-size: 18px; color: #1e293b; font-weight: 700;">
🎯 Formal HealingIntent Sequence
</h3>
<p style="margin: 0; font-size: 13px; color: #64748b;">
Policy-generated intents with preconditions, contraindications, and reversibility statements
</p>
</div>
<div style="padding: 8px 16px; background: #dbeafe; color: #1e40af;
border-radius: 20px; font-size: 12px; font-weight: bold;">
DOCTRINAL COMPLIANCE v3.3.9+
</div>
</div>
{actions_html if actions_html else '<div style="text-align: center; padding: 30px; color: #64748b;">No ranked actions available</div>'}
<!-- Doctrinal Sequencing Summary -->
<div style="margin-top: 25px; padding-top: 20px; border-top: 2px solid #e2e8f0;">
<div style="font-size: 15px; font-weight: 600; color: #1e293b; margin-bottom: 15px;">
🔄 Doctrinal Sequencing Enforcement
</div>
<div style="background: #f8fafc; border-radius: 12px; padding: 20px;">
<div style="display: grid; grid-template-columns: repeat(4, 1fr); gap: 15px; text-align: center;">
<div>
<div style="width: 40px; height: 40px; background: #3b82f6; color: white; border-radius: 50%; display: flex; align-items: center; justify-content: center; margin: 0 auto 10px; font-weight: bold;">1</div>
<div style="font-size: 12px; font-weight: 600; color: #1e293b;">Dampening</div>
<div style="font-size: 10px; color: #64748b;">First in sequence</div>
</div>
<div>
<div style="width: 40px; height: 40px; background: #10b981; color: white; border-radius: 50%; display: flex; align-items: center; justify-content: center; margin: 0 auto 10px; font-weight: bold;">2</div>
<div style="font-size: 12px; font-weight: 600; color: #1e293b;">Concurrency</div>
<div style="font-size: 10px; color: #64748b;">Then control</div>
</div>
<div>
<div style="width: 40px; height: 40px; background: #8b5cf6; color: white; border-radius: 50%; display: flex; align-items: center; justify-content: center; margin: 0 auto 10px; font-weight: bold;">3</div>
<div style="font-size: 12px; font-weight: 600; color: #1e293b;">Observe</div>
<div style="font-size: 10px; color: #64748b;">Then validate</div>
</div>
<div>
<div style="width: 40px; height: 40px; background: #f59e0b; color: white; border-radius: 50%; display: flex; align-items: center; justify-content: center; margin: 0 auto 10px; font-weight: bold;">4</div>
<div style="font-size: 12px; font-weight: 600; color: #1e293b;">Scale</div>
<div style="font-size: 10px; color: #64748b;">Only if necessary</div>
</div>
</div>
<div style="margin-top: 15px; padding: 12px; background: white; border-radius: 8px; border-left: 4px solid #3b82f6;">
<div style="font-size: 13px; color: #475569; font-weight: 500;">
<strong>Doctrinal Constraint:</strong> Scaling actions have lower confidence than dampening actions and appear last.
If retry amplification is detected, scaling is contraindicated entirely.
</div>
</div>
</div>
</div>
</div>
"""
return gr.HTML(full_html)
# -----------------------------
# Tab 2: Business ROI - Updated
# -----------------------------
def create_tab2_business_roi(scenarios=INCIDENT_SCENARIOS) -> tuple:
dashboard_output = gr.Plot(label="Executive Dashboard", show_label=True)
roi_scenario_dropdown = gr.Dropdown(
choices=list(scenarios.keys()),
value="Cache Miss Storm",
label="Scenario for ROI Analysis",
info="Select the primary incident type for ROI calculation"
)
monthly_slider = gr.Slider(
minimum=1,
maximum=50,
value=15,
step=1,
label="Monthly Incidents",
info="Average number of incidents per month"
)
team_slider = gr.Slider(
minimum=1,
maximum=50,
value=5,
step=1,
label="Team Size",
info="Number of engineers on reliability team"
)
calculate_btn = gr.Button("📊 Calculate Comprehensive ROI", variant="primary", size="lg")
roi_output = gr.JSON(label="ROI Analysis Results", value={})
roi_chart = gr.Plot(label="ROI Visualization")
return (dashboard_output, roi_scenario_dropdown, monthly_slider, team_slider,
calculate_btn, roi_output, roi_chart)
# -----------------------------
# Tab 3: Enterprise Features - UPDATED WITH INSTALLATION STATUS
# -----------------------------
def create_tab3_enterprise_features() -> tuple:
# Get installation status
try:
from app import get_installation_status
installation = get_installation_status()
license_data = {
"status": "✅ OSS Installed" if installation["oss_installed"] else "⚠️ OSS Not Installed",
"oss_version": installation["oss_version"] or "Not installed",
"enterprise_installed": installation["enterprise_installed"],
"enterprise_version": installation["enterprise_version"] or "Not installed",
"execution_allowed": installation["execution_allowed"],
"recommendations": installation["recommendations"],
"badges": installation["badges"]
}
# Update features table based on installation
features_data = [
["ARF OSS Package", "✅ Installed" if installation["oss_installed"] else "❌ Not Installed", "OSS"],
["Self-Healing Core", "✅ Active", "Enterprise"],
["RAG Graph Memory", "✅ Active", "Both"],
["Predictive Analytics", "🔒 Enterprise" if not installation["enterprise_installed"] else "✅ Available", "Enterprise"],
["Audit Trail", "🔒 Enterprise" if not installation["enterprise_installed"] else "✅ Available", "Enterprise"],
["Compliance (SOC2)", "🔒 Enterprise" if not installation["enterprise_installed"] else "✅ Available", "Enterprise"]
]
except ImportError:
# Fallback if installation check fails
license_data = {
"status": "⚠️ Installation Check Failed",
"oss_version": "Unknown",
"enterprise_installed": False,
"recommendations": ["Run installation check"]
}
features_data = [
["Self-Healing Core", "✅ Active", "Enterprise"],
["RAG Graph Memory", "✅ Active", "Both"],
["Predictive Analytics", "🔒 Enterprise", "Enterprise"],
["Audit Trail", "🔒 Enterprise", "Enterprise"],
["Compliance (SOC2)", "🔒 Enterprise", "Enterprise"],
["Multi-Cloud", "🔒 Enterprise", "Enterprise"]
]
license_display = gr.JSON(
value=license_data,
label="📦 Package Installation Status"
)
validate_btn = gr.Button("🔍 Validate Installation", variant="secondary")
trial_btn = gr.Button("🆓 Start 30-Day Trial", variant="secondary")
upgrade_btn = gr.Button("🚀 Upgrade to Enterprise", variant="primary")
mcp_mode = gr.Dropdown(
choices=["advisory", "approval", "autonomous"],
value="advisory",
label="MCP Safety Mode"
)
# Initial mode info
mcp_mode_info = gr.JSON(
value={
"current_mode": "advisory",
"description": "OSS Edition - Analysis only, no execution",
"features": ["Incident analysis", "RAG similarity", "HealingIntent creation"],
"package": "agentic-reliability-framework==3.3.7",
"license": "Apache 2.0"
},
label="Mode Details"
)
integrations_data = [
["Prometheus", "✅ Connected", "Monitoring"],
["Grafana", "✅ Connected", "Visualization"],
["Slack", "🔒 Enterprise", "Notifications"],
["PagerDuty", "🔒 Enterprise", "Alerting"],
["Jira", "🔒 Enterprise", "Ticketing"],
["Datadog", "🔒 Enterprise", "Monitoring"]
]
features_table = gr.Dataframe(
headers=["Feature", "Status", "Edition"],
value=features_data,
label="Feature Comparison"
)
integrations_table = gr.Dataframe(
headers=["Integration", "Status", "Type"],
value=integrations_data,
label="Integration Status"
)
return (license_display, validate_btn, trial_btn, upgrade_btn,
mcp_mode, mcp_mode_info, features_table, integrations_table)
# -----------------------------
# Tab 4: Audit Trail
# -----------------------------
def create_tab4_audit_trail() -> tuple:
refresh_btn = gr.Button("🔄 Refresh Audit Trail", variant="secondary")
clear_btn = gr.Button("🗑️ Clear History", variant="secondary")
export_btn = gr.Button("📥 Export as JSON", variant="primary")
execution_headers = ["Time", "Scenario", "Mode", "Status", "Savings", "Details"]
incident_headers = ["Time", "Component", "Scenario", "Severity", "Status"]
execution_table = gr.Dataframe(
headers=execution_headers,
value=[],
label="Execution History"
)
incident_table = gr.Dataframe(
headers=incident_headers,
value=[],
label="Incident History"
)
export_text = gr.JSON(
value={"status": "Export ready"},
label="Export Data"
)
return (refresh_btn, clear_btn, export_btn, execution_table, incident_table, export_text)
# -----------------------------
# Tab 5: Learning Engine
# -----------------------------
def create_tab5_learning_engine() -> tuple:
learning_graph = gr.Plot(label="RAG Memory Graph")
graph_type = gr.Dropdown(
choices=["Incident Patterns", "Action-Outcome Chains", "System Dependencies"],
value="Incident Patterns",
label="Graph Type"
)
show_labels = gr.Checkbox(label="Show Labels", value=True)
search_query = gr.Textbox(label="Search Patterns", placeholder="Enter pattern to search...")
search_btn = gr.Button("🔍 Search Patterns", variant="secondary")
clear_btn_search = gr.Button("🗑️ Clear Search", variant="secondary")
search_results = gr.JSON(
value={"status": "Ready for search"},
label="Search Results"
)
stats_display = gr.JSON(
value={"patterns": 42, "incidents": 156, "success_rate": "87.3%"},
label="Learning Statistics"
)
patterns_display = gr.JSON(
value={"common_patterns": ["cache_storm", "db_pool", "memory_leak"]},
label="Pattern Library"
)
performance_display = gr.JSON(
value={"accuracy": "94.2%", "recall": "89.7%", "precision": "92.1%"},
label="Agent Performance"
)
return (learning_graph, graph_type, show_labels, search_query, search_btn,
clear_btn_search, search_results, stats_display, patterns_display, performance_display)
# -----------------------------
# Footer
# -----------------------------
def create_footer() -> gr.HTML:
return gr.HTML("""
<div style="text-align: center; padding: 25px; color: #6b7280; font-size: 14px; margin-top: 40px; border-top: 2px solid #e5e7eb; background: #f9fafb; border-radius: 12px;">
<p><strong style="color: #1e293b; font-size: 16px;">Agentic Reliability Framework</strong> © 2026</p>
<p>Production-grade multi-agent AI for autonomous system reliability intelligence</p>
<div style="margin-top: 15px; display: flex; justify-content: center; gap: 20px; flex-wrap: wrap;">
<a href="https://github.com/petterjuan/agentic-reliability-framework" target="_blank" style="color: #3b82f6; text-decoration: none; font-weight: 500;">GitHub</a> •
<a href="https://huggingface.co/spaces/petter2025/agentic-reliability-framework" target="_blank" style="color: #3b82f6; text-decoration: none; font-weight: 500;">Demo</a> •
<a href="https://pypi.org/project/agentic-reliability-framework" target="_blank" style="color: #3b82f6; text-decoration: none; font-weight: 500;">PyPI</a> •
<a href="mailto:petter2025us@outmail.com" style="color: #3b82f6; text-decoration: none; font-weight: 500;">Enterprise Inquiries</a>
</div>
</div>
""") |