Datasets:
File size: 97,153 Bytes
a3be5d0 |
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 2105 2106 2107 2108 2109 2110 2111 2112 2113 2114 2115 2116 2117 2118 2119 2120 2121 2122 2123 2124 2125 2126 2127 2128 2129 2130 2131 2132 2133 2134 2135 2136 2137 2138 2139 2140 2141 2142 2143 2144 2145 2146 2147 2148 2149 2150 2151 2152 2153 2154 2155 2156 2157 2158 2159 2160 2161 2162 2163 2164 2165 2166 2167 2168 2169 2170 2171 2172 2173 2174 2175 2176 2177 2178 2179 2180 2181 2182 2183 2184 2185 2186 2187 2188 2189 2190 2191 2192 2193 2194 2195 2196 2197 2198 2199 2200 2201 2202 2203 2204 2205 2206 2207 2208 2209 2210 2211 2212 2213 2214 2215 2216 2217 2218 2219 2220 2221 2222 2223 2224 2225 2226 2227 2228 2229 2230 2231 2232 2233 2234 2235 2236 2237 2238 2239 2240 2241 2242 2243 2244 2245 2246 2247 2248 2249 2250 2251 2252 2253 2254 2255 2256 2257 2258 2259 2260 2261 2262 2263 2264 2265 2266 2267 2268 2269 2270 2271 2272 2273 2274 2275 2276 2277 2278 2279 2280 2281 2282 2283 2284 2285 2286 2287 2288 2289 2290 2291 2292 2293 2294 2295 2296 2297 2298 2299 2300 2301 2302 2303 2304 2305 2306 2307 2308 2309 2310 2311 2312 2313 2314 2315 2316 2317 2318 2319 2320 2321 2322 2323 2324 2325 2326 2327 2328 2329 2330 2331 2332 2333 2334 2335 2336 2337 2338 2339 2340 2341 2342 2343 2344 2345 2346 2347 2348 2349 2350 2351 2352 2353 2354 2355 2356 2357 2358 2359 2360 2361 2362 2363 2364 2365 2366 2367 2368 2369 2370 2371 2372 2373 2374 2375 2376 2377 2378 2379 2380 2381 2382 2383 2384 2385 2386 2387 2388 2389 2390 2391 2392 2393 2394 2395 2396 2397 2398 2399 2400 2401 2402 2403 2404 2405 2406 2407 2408 2409 2410 2411 2412 2413 2414 2415 2416 2417 2418 2419 2420 2421 2422 2423 2424 2425 2426 2427 2428 2429 2430 2431 2432 2433 2434 2435 2436 2437 2438 2439 2440 2441 2442 2443 2444 2445 2446 2447 2448 2449 2450 2451 2452 2453 2454 2455 2456 2457 2458 2459 2460 2461 2462 2463 2464 2465 2466 2467 2468 2469 2470 2471 2472 2473 2474 2475 2476 2477 2478 2479 2480 2481 2482 2483 2484 2485 2486 2487 2488 2489 2490 2491 2492 2493 2494 2495 2496 2497 2498 2499 2500 2501 2502 2503 2504 2505 2506 2507 2508 2509 2510 2511 2512 2513 2514 2515 2516 2517 2518 2519 2520 2521 2522 2523 2524 2525 2526 2527 2528 2529 2530 2531 2532 2533 2534 2535 2536 2537 2538 2539 2540 2541 2542 2543 2544 2545 2546 2547 2548 2549 2550 2551 2552 2553 2554 2555 2556 2557 2558 2559 2560 2561 2562 2563 2564 2565 2566 2567 2568 2569 2570 2571 2572 2573 2574 2575 2576 2577 2578 2579 2580 2581 2582 2583 2584 2585 2586 2587 2588 2589 2590 2591 2592 2593 2594 2595 2596 2597 2598 2599 2600 2601 2602 2603 2604 2605 2606 2607 2608 2609 2610 2611 2612 2613 2614 2615 2616 2617 2618 2619 2620 2621 2622 2623 2624 2625 2626 2627 2628 2629 2630 2631 2632 2633 2634 2635 2636 2637 2638 2639 2640 2641 2642 2643 2644 2645 2646 2647 2648 2649 2650 2651 2652 2653 2654 2655 2656 2657 2658 2659 2660 2661 2662 2663 2664 2665 2666 2667 2668 2669 2670 2671 2672 2673 2674 2675 2676 2677 2678 2679 2680 2681 2682 2683 2684 2685 2686 2687 2688 2689 2690 2691 2692 2693 2694 2695 2696 2697 2698 2699 2700 2701 2702 2703 2704 2705 2706 2707 2708 2709 2710 2711 2712 2713 2714 2715 2716 2717 2718 2719 2720 2721 2722 2723 2724 2725 2726 2727 2728 2729 2730 2731 2732 2733 2734 2735 2736 2737 2738 2739 2740 2741 2742 2743 2744 2745 2746 2747 2748 2749 2750 2751 2752 2753 2754 2755 2756 2757 2758 2759 2760 2761 2762 2763 2764 2765 2766 2767 2768 2769 2770 2771 2772 2773 2774 2775 2776 2777 2778 2779 2780 2781 2782 2783 2784 2785 2786 2787 2788 2789 2790 2791 2792 2793 2794 2795 2796 2797 2798 2799 2800 2801 2802 2803 2804 2805 2806 2807 2808 2809 2810 2811 2812 2813 2814 2815 2816 2817 2818 2819 2820 2821 2822 2823 2824 2825 2826 2827 2828 2829 2830 2831 2832 2833 2834 2835 2836 2837 2838 2839 2840 2841 2842 2843 2844 2845 2846 2847 2848 2849 2850 2851 2852 2853 2854 2855 2856 2857 2858 2859 2860 2861 2862 2863 2864 2865 2866 2867 2868 2869 2870 2871 2872 2873 2874 2875 2876 2877 2878 2879 2880 2881 2882 2883 2884 2885 2886 2887 2888 2889 2890 2891 2892 2893 2894 2895 2896 2897 2898 2899 2900 2901 2902 2903 2904 2905 2906 2907 2908 2909 2910 2911 2912 2913 2914 2915 2916 2917 2918 2919 2920 2921 2922 2923 2924 2925 2926 2927 2928 2929 2930 2931 2932 2933 2934 2935 2936 2937 2938 2939 2940 2941 2942 2943 2944 2945 2946 2947 2948 2949 2950 2951 2952 2953 2954 2955 2956 2957 2958 2959 2960 2961 2962 2963 2964 2965 2966 2967 2968 2969 2970 2971 2972 2973 2974 2975 2976 2977 2978 2979 2980 2981 2982 2983 2984 2985 2986 2987 2988 2989 2990 2991 2992 2993 2994 2995 2996 2997 2998 2999 3000 3001 3002 3003 3004 3005 3006 3007 3008 3009 3010 3011 3012 3013 3014 3015 3016 3017 3018 3019 3020 3021 3022 3023 3024 3025 3026 3027 3028 3029 3030 3031 3032 3033 3034 3035 3036 3037 3038 3039 3040 3041 3042 3043 3044 3045 3046 3047 3048 3049 3050 3051 3052 3053 3054 3055 3056 3057 3058 3059 3060 3061 3062 3063 3064 3065 3066 3067 3068 3069 3070 3071 3072 3073 3074 3075 3076 3077 3078 3079 3080 3081 3082 3083 3084 3085 3086 3087 3088 3089 3090 3091 3092 3093 3094 3095 3096 3097 3098 3099 3100 3101 3102 3103 3104 3105 3106 3107 3108 3109 3110 3111 3112 3113 3114 3115 3116 3117 3118 3119 3120 3121 3122 3123 3124 3125 3126 3127 3128 3129 3130 3131 3132 3133 3134 3135 3136 3137 3138 3139 3140 3141 3142 3143 3144 3145 3146 3147 3148 3149 3150 3151 3152 3153 3154 3155 3156 3157 3158 3159 3160 3161 3162 3163 3164 3165 3166 3167 3168 3169 3170 3171 3172 3173 3174 3175 3176 3177 3178 3179 3180 3181 3182 3183 3184 3185 3186 3187 3188 3189 3190 3191 3192 3193 3194 3195 3196 3197 3198 3199 3200 3201 3202 3203 3204 3205 3206 3207 3208 3209 3210 3211 3212 3213 3214 3215 3216 3217 3218 3219 3220 3221 3222 3223 3224 3225 3226 3227 3228 3229 3230 3231 3232 3233 3234 3235 3236 3237 3238 3239 3240 3241 3242 3243 3244 3245 3246 3247 3248 3249 3250 3251 3252 3253 3254 3255 3256 3257 3258 3259 3260 3261 3262 3263 3264 3265 3266 3267 3268 3269 3270 3271 3272 3273 3274 3275 3276 3277 3278 3279 3280 3281 3282 3283 3284 3285 3286 3287 3288 3289 3290 3291 3292 3293 3294 3295 3296 3297 3298 3299 3300 3301 3302 3303 3304 3305 3306 3307 3308 3309 3310 3311 3312 3313 3314 3315 3316 3317 3318 3319 3320 3321 3322 3323 3324 3325 3326 3327 3328 3329 3330 3331 3332 3333 3334 3335 3336 3337 3338 3339 3340 3341 3342 3343 3344 3345 3346 3347 3348 3349 3350 3351 3352 3353 3354 3355 3356 3357 3358 3359 3360 3361 3362 3363 3364 3365 3366 3367 3368 3369 3370 3371 3372 3373 3374 3375 3376 3377 3378 3379 3380 3381 3382 3383 3384 3385 3386 3387 3388 3389 3390 3391 3392 3393 3394 3395 3396 3397 3398 3399 3400 3401 3402 3403 3404 3405 3406 3407 3408 3409 3410 3411 3412 3413 3414 3415 3416 3417 3418 3419 3420 3421 3422 3423 3424 3425 3426 3427 3428 3429 3430 3431 3432 3433 3434 3435 3436 3437 3438 3439 3440 3441 3442 3443 3444 3445 3446 3447 3448 3449 3450 3451 3452 3453 3454 3455 3456 3457 3458 3459 3460 3461 3462 3463 3464 3465 3466 3467 3468 3469 3470 3471 3472 3473 3474 3475 3476 3477 3478 3479 3480 3481 3482 3483 3484 3485 3486 3487 3488 3489 3490 3491 3492 3493 3494 3495 3496 3497 3498 3499 3500 3501 3502 3503 3504 3505 3506 3507 3508 3509 3510 3511 3512 3513 3514 3515 3516 3517 3518 3519 3520 3521 3522 3523 3524 3525 3526 3527 3528 3529 3530 3531 3532 3533 3534 3535 3536 3537 3538 3539 3540 3541 3542 3543 3544 3545 3546 3547 3548 3549 3550 3551 3552 3553 3554 3555 3556 3557 3558 3559 3560 3561 3562 3563 3564 3565 3566 3567 3568 3569 3570 3571 3572 3573 3574 3575 3576 3577 3578 3579 3580 3581 3582 3583 3584 3585 3586 3587 3588 3589 3590 3591 3592 3593 3594 3595 3596 3597 3598 3599 3600 3601 3602 3603 3604 3605 3606 3607 3608 3609 3610 3611 3612 3613 3614 3615 3616 3617 3618 3619 3620 3621 3622 3623 3624 3625 3626 3627 3628 3629 3630 3631 3632 3633 3634 3635 3636 3637 3638 3639 3640 3641 3642 3643 3644 3645 3646 3647 3648 3649 3650 3651 3652 3653 3654 3655 3656 3657 3658 3659 3660 3661 3662 3663 3664 3665 3666 3667 3668 3669 3670 3671 3672 3673 3674 3675 3676 3677 3678 3679 3680 3681 3682 3683 3684 3685 3686 3687 3688 3689 3690 3691 3692 3693 3694 3695 3696 3697 3698 3699 3700 3701 3702 3703 3704 3705 3706 3707 3708 3709 3710 3711 3712 3713 3714 3715 3716 3717 3718 3719 3720 3721 3722 3723 3724 3725 3726 3727 3728 3729 3730 3731 3732 3733 3734 3735 3736 3737 3738 3739 3740 3741 3742 3743 3744 3745 3746 3747 3748 3749 3750 3751 3752 3753 3754 3755 3756 3757 3758 3759 3760 3761 3762 3763 3764 3765 3766 3767 3768 3769 3770 3771 3772 3773 3774 3775 3776 3777 3778 3779 3780 3781 3782 3783 3784 3785 3786 3787 3788 3789 3790 3791 3792 3793 3794 3795 3796 3797 3798 3799 3800 3801 3802 3803 3804 3805 3806 3807 3808 3809 3810 3811 3812 3813 3814 3815 3816 3817 3818 3819 3820 3821 3822 3823 3824 3825 3826 3827 3828 3829 3830 3831 3832 3833 3834 3835 3836 3837 3838 3839 3840 3841 3842 3843 3844 3845 3846 3847 3848 3849 3850 3851 3852 3853 3854 3855 3856 3857 3858 3859 3860 3861 3862 3863 3864 3865 3866 3867 3868 3869 3870 3871 3872 3873 3874 3875 3876 3877 3878 3879 3880 3881 3882 3883 3884 3885 3886 3887 3888 3889 3890 3891 3892 3893 3894 3895 3896 3897 3898 3899 3900 3901 3902 3903 3904 3905 3906 3907 3908 3909 3910 3911 3912 3913 3914 3915 3916 3917 3918 3919 3920 3921 3922 3923 3924 3925 3926 3927 3928 3929 3930 3931 3932 3933 3934 3935 3936 3937 3938 3939 3940 3941 3942 3943 3944 3945 3946 3947 3948 3949 3950 3951 3952 3953 3954 3955 3956 3957 3958 3959 3960 3961 3962 3963 3964 3965 3966 3967 3968 3969 3970 3971 3972 3973 3974 3975 3976 3977 3978 3979 3980 3981 3982 3983 3984 3985 3986 3987 3988 3989 3990 3991 3992 3993 3994 3995 3996 3997 3998 3999 4000 4001 4002 4003 4004 4005 4006 4007 4008 4009 4010 4011 4012 4013 4014 4015 4016 4017 4018 4019 4020 4021 4022 4023 4024 4025 4026 4027 4028 4029 4030 4031 4032 4033 4034 4035 4036 4037 4038 4039 4040 4041 4042 4043 4044 4045 4046 4047 4048 4049 4050 4051 4052 4053 4054 4055 4056 4057 4058 4059 4060 4061 4062 4063 4064 4065 4066 4067 4068 4069 4070 4071 4072 4073 4074 4075 4076 4077 4078 4079 4080 4081 4082 4083 4084 4085 4086 4087 4088 4089 4090 4091 4092 4093 4094 4095 4096 4097 4098 4099 4100 4101 4102 4103 4104 4105 4106 4107 4108 4109 4110 4111 4112 4113 4114 4115 4116 4117 4118 4119 4120 4121 4122 4123 4124 4125 4126 4127 4128 4129 4130 4131 4132 4133 4134 4135 4136 4137 4138 4139 4140 4141 4142 4143 4144 4145 4146 4147 4148 4149 4150 4151 4152 4153 4154 4155 4156 4157 4158 4159 4160 4161 |
WEBVTT
00:00.000 --> 00:03.440
The following is a conversation with Keoki Jackson.
00:03.440 --> 00:06.680
He's the CTO of Lockheed Martin,
00:06.680 --> 00:08.720
a company that through his long history
00:08.720 --> 00:11.040
has created some of the most incredible engineering
00:11.040 --> 00:13.920
marvels human beings have ever built,
00:13.920 --> 00:17.040
including planes that fly fast and undetected,
00:17.040 --> 00:19.960
defense systems that intersect nuclear threats that
00:19.960 --> 00:24.280
can take the lives of millions, and systems that venture out
00:24.280 --> 00:28.320
into space, the moon, Mars, and beyond.
00:28.320 --> 00:31.800
And these days, more and more, artificial intelligence
00:31.800 --> 00:34.840
has an assistive role to play in these systems.
00:34.840 --> 00:36.720
I've read several books in preparation
00:36.720 --> 00:38.360
for this conversation.
00:38.360 --> 00:41.240
It is a difficult one, because in part,
00:41.240 --> 00:43.480
Lockheed Martin builds military systems
00:43.480 --> 00:46.360
that operate in a complicated world that often does not
00:46.360 --> 00:52.440
have easy solutions in the gray area between good and evil.
00:52.440 --> 00:56.400
I hope one day this world will rid itself of war
00:56.400 --> 00:58.520
in all its forms.
00:58.520 --> 01:00.480
But the path to achieving that in a world that
01:00.480 --> 01:02.880
does have evil is not obvious.
01:02.880 --> 01:05.120
What is obvious is good engineering
01:05.120 --> 01:07.120
and artificial intelligence research
01:07.120 --> 01:11.200
has a role to play on the side of good.
01:11.200 --> 01:14.000
Lockheed Martin and the rest of our community
01:14.000 --> 01:17.040
are hard at work at exactly this task.
01:17.040 --> 01:19.720
We talk about these and other important topics
01:19.720 --> 01:21.320
in this conversation.
01:21.320 --> 01:27.040
Also, most certainly, both Kiyoki and I have a passion for space,
01:27.040 --> 01:32.280
us humans venturing out toward the stars.
01:32.280 --> 01:35.400
We talk about this exciting future as well.
01:35.400 --> 01:38.040
This is the artificial intelligence podcast.
01:38.040 --> 01:40.480
If you enjoy it, subscribe on YouTube,
01:40.480 --> 01:43.880
give it five stars on iTunes, support it on Patreon,
01:43.880 --> 01:45.920
or simply connect with me on Twitter
01:45.920 --> 01:50.640
at Lex Freedman, spelled F R I D M A N.
01:50.640 --> 01:55.480
And now, here's my conversation with Kiyoki Jackson.
01:55.480 --> 01:57.880
I read several books on Lockheed Martin recently.
01:57.880 --> 02:00.480
My favorite, in particular, is by Ben Rich,
02:00.480 --> 02:03.360
called Skonkork's personal memoir.
02:03.360 --> 02:05.120
It gets a little edgy at times.
02:05.120 --> 02:09.960
But from that, I was reminded that the engineers of Lockheed
02:09.960 --> 02:13.360
Martin have created some of the most incredible engineering
02:13.360 --> 02:17.000
marvels human beings have ever built throughout the 20th century
02:17.000 --> 02:18.680
and the 21st.
02:18.680 --> 02:22.640
Do you remember a particular project or system at Lockheed
02:22.640 --> 02:25.440
or before that at the Space Shuttle Columbia
02:25.440 --> 02:28.240
that you were just in awe at the fact
02:28.240 --> 02:32.600
that us humans could create something like this?
02:32.600 --> 02:34.160
That's a great question.
02:34.160 --> 02:37.400
There's a lot of things that I could draw on there.
02:37.400 --> 02:39.800
When you look at the Skonkorks and Ben Rich's book,
02:39.800 --> 02:41.600
in particular, of course, it starts off
02:41.600 --> 02:46.480
with basically the start of the jet age and the P80.
02:46.480 --> 02:50.440
I had the opportunity to sit next to one of the Apollo
02:50.440 --> 02:53.040
astronauts, Charlie Duke, recently at dinner.
02:53.040 --> 02:56.040
And I said, hey, what's your favorite aircraft?
02:56.040 --> 02:59.520
And he said, well, it was by far the F104 Starfighter, which
02:59.520 --> 03:02.720
was another aircraft that came out of Lockheed there.
03:02.720 --> 03:03.720
What kind of?
03:03.720 --> 03:08.200
It was the first Mach 2 jet fighter aircraft.
03:08.200 --> 03:11.120
They called it the missile with a man in it.
03:11.120 --> 03:12.400
And so those are the kinds of things
03:12.400 --> 03:15.240
I grew up hearing stories about.
03:15.240 --> 03:19.080
Of course, the SR 71 is incomparable
03:19.080 --> 03:25.160
as kind of the epitome of speed, altitude, and just
03:25.160 --> 03:26.760
the coolest looking aircraft ever.
03:26.760 --> 03:28.560
So there's a reconnaissance that's
03:28.560 --> 03:30.920
a plane that's a intelligence surveillance
03:30.920 --> 03:33.320
and reconnaissance aircraft that was designed
03:33.320 --> 03:36.160
to be able to outrun, basically go faster
03:36.160 --> 03:38.560
than any air defense system.
03:38.560 --> 03:42.880
But I'll tell you, I'm a space junkie.
03:42.880 --> 03:44.800
That's why I came to MIT.
03:44.800 --> 03:49.080
That's really what took me, ultimately, to Lockheed Martin.
03:49.080 --> 03:51.320
And I grew up, and so Lockheed Martin, for example,
03:51.320 --> 03:56.280
has been essentially at the heart of every planetary mission,
03:56.280 --> 03:59.520
like all the Mars missions we've had a part in.
03:59.520 --> 04:02.560
And we've talked a lot about the 50th anniversary of Apollo
04:02.560 --> 04:04.920
here in the last couple of weeks, right?
04:04.920 --> 04:10.520
But remember, 1976, July 20, again, the National Space
04:10.520 --> 04:15.240
Day, so the landing of the Viking lander on the surface
04:15.240 --> 04:17.960
of Mars, just a huge accomplishment.
04:17.960 --> 04:20.960
And when I was a young engineer at Lockheed Martin,
04:20.960 --> 04:25.000
I got to meet engineers who had designed various pieces
04:25.000 --> 04:26.880
of that mission as well.
04:26.880 --> 04:29.680
So that's what I grew up on is these planetary missions,
04:29.680 --> 04:31.480
the start of the space shuttle era,
04:31.480 --> 04:35.720
and ultimately had the opportunity
04:35.720 --> 04:39.200
to see Lockheed Martin's part in what
04:39.200 --> 04:41.120
we can maybe talk about some of these here,
04:41.120 --> 04:43.600
but Lockheed Martin's part in all of these space journeys
04:43.600 --> 04:44.720
over the years.
04:44.720 --> 04:48.520
Do you dream, and I apologize for getting philosophical at times,
04:48.520 --> 04:51.680
or sentimental, I do romanticize the notion
04:51.680 --> 04:53.120
of space exploration.
04:53.120 --> 04:56.120
So do you dream of the day when us humans colonize
04:56.120 --> 05:00.760
another planet, like Mars, or a man, a woman, a human being,
05:00.760 --> 05:03.200
steps on Mars?
05:03.200 --> 05:04.200
Absolutely.
05:04.200 --> 05:06.600
And that's a personal dream of mine.
05:06.600 --> 05:09.240
I haven't given up yet on my own opportunity
05:09.240 --> 05:14.440
to fly into space, but from the Lockheed Martin perspective,
05:14.440 --> 05:16.880
this is something that we're working towards every day.
05:16.880 --> 05:20.280
And of course, we're building the Orion spacecraft, which
05:20.280 --> 05:23.880
is the most sophisticated human rated spacecraft ever built.
05:23.880 --> 05:27.000
And it's really designed for these deep space journeys,
05:27.000 --> 05:29.800
starting with the moon, but ultimately going to Mars.
05:29.800 --> 05:34.760
And being the platform from a design perspective,
05:34.760 --> 05:37.440
we call the Mars Base Camp to be able to take humans
05:37.440 --> 05:41.000
to the surface, and then after a mission of a couple of weeks,
05:41.000 --> 05:42.280
bring them back up safely.
05:42.280 --> 05:45.560
And so that is something I want to see happen during my time
05:45.560 --> 05:46.600
at Lockheed Martin.
05:46.600 --> 05:49.400
So I'm pretty excited about that.
05:49.400 --> 05:54.400
And I think once we prove that's possible,
05:54.400 --> 05:57.120
colonization might be a little bit further out,
05:57.120 --> 06:00.040
but it's something that I'd hope to see.
06:00.040 --> 06:02.080
So maybe you can give a little bit
06:02.080 --> 06:04.880
of an overview of, so Lockheed Martin
06:04.880 --> 06:08.240
has partnered with a few years ago with Boeing
06:08.240 --> 06:11.000
to work with the DoD and NASA to build launch systems
06:11.000 --> 06:13.680
and rockets with the ULA.
06:13.680 --> 06:15.520
What's beyond that?
06:15.520 --> 06:18.000
What's Lockheed's mission, timeline, and long term
06:18.000 --> 06:19.360
dream in terms of space?
06:19.360 --> 06:22.120
You mentioned the moon.
06:22.120 --> 06:26.400
I've heard you talk about asteroids as Mars.
06:26.400 --> 06:27.640
What's the timeline?
06:27.640 --> 06:29.280
What's the engineering challenges?
06:29.280 --> 06:31.360
And what's the dream long term?
06:31.360 --> 06:33.400
Yeah, I think the dream long term is
06:33.400 --> 06:37.080
to have a permanent presence in space beyond low Earth
06:37.080 --> 06:41.080
orbit, ultimately with a long term presence on the moon
06:41.080 --> 06:43.760
and then to the planets to Mars.
06:43.760 --> 06:45.600
And it's very interrupting that.
06:45.600 --> 06:49.640
So long term presence means sustained and sustainable
06:49.640 --> 06:52.640
presence in an economy, a space economy,
06:52.640 --> 06:54.400
that really goes alongside that.
06:54.400 --> 06:58.280
With human beings and being able to launch perhaps
06:58.280 --> 07:02.160
from those, so like hop.
07:02.160 --> 07:04.520
You know, there's a lot of energy
07:04.520 --> 07:06.000
that goes in those hops, right?
07:06.000 --> 07:08.960
So I think the first step is being
07:08.960 --> 07:12.240
able to get there and to be able to establish sustained basis,
07:12.240 --> 07:14.840
right, and build from there.
07:14.840 --> 07:18.960
And a lot of that means getting, as you know,
07:18.960 --> 07:21.480
things like the cost of launch down.
07:21.480 --> 07:23.560
And you mentioned United Launch Alliance.
07:23.560 --> 07:26.080
And so I don't want to speak for ULA,
07:26.080 --> 07:28.960
but obviously they're working really hard
07:28.960 --> 07:34.560
to, on their next generation of launch vehicles,
07:34.560 --> 07:39.200
to maintain that incredible mission success record
07:39.200 --> 07:41.360
that ULA has, but ultimately continue
07:41.360 --> 07:44.320
to drive down the cost and make the flexibility, the speed,
07:44.320 --> 07:46.880
and the access ever greater.
07:46.880 --> 07:50.360
So what's the missions that are in the horizon
07:50.360 --> 07:51.640
that you could talk to?
07:51.640 --> 07:53.320
Is there a hope to get to the moon?
07:53.320 --> 07:54.600
Absolutely, absolutely.
07:54.600 --> 07:57.000
I mean, I think you know this, or you
07:57.000 --> 07:59.040
may know this, there's a lot of ways
07:59.040 --> 08:00.600
to accomplish some of these goals.
08:00.600 --> 08:03.760
And so that's a lot of what's in discussion today.
08:03.760 --> 08:06.160
But ultimately, the goal is to be
08:06.160 --> 08:09.520
able to establish a base, essentially
08:09.520 --> 08:16.280
in CIS lunar space that would allow for ready transfer
08:16.280 --> 08:19.920
from orbit to the lunar surface and back again.
08:19.920 --> 08:21.800
And so that's sort of that near term,
08:21.800 --> 08:25.920
I say near term in the next decade or so vision,
08:25.920 --> 08:28.400
starting off with a stated objective
08:28.400 --> 08:32.640
by this administration to get back to the moon in the 2024,
08:32.640 --> 08:37.200
2025 time frame, which is right around the corner here.
08:37.200 --> 08:41.400
How big of an engineering challenge is that?
08:41.400 --> 08:46.040
I think the big challenge is not so much to go, but to stay.
08:46.040 --> 08:48.840
And so we demonstrated in the 60s
08:48.840 --> 08:52.880
that you could send somebody up, do a couple of days of mission,
08:52.880 --> 08:55.560
and bring them home again successfully.
08:55.560 --> 08:57.240
Now we're talking about doing that,
08:57.240 --> 08:59.760
I'd say more to, I don't want to say an industrial scale,
08:59.760 --> 09:01.360
but a sustained scale.
09:01.360 --> 09:09.400
So permanent habitation, regular reuse of vehicles,
09:09.400 --> 09:16.160
the infrastructure to get things like fuel, air, consumables,
09:16.160 --> 09:18.960
replacement parts, all the things that you need to sustain
09:18.960 --> 09:20.760
that kind of infrastructure.
09:20.760 --> 09:23.640
So those are certainly engineering challenges.
09:23.640 --> 09:26.120
There are budgetary challenges.
09:26.120 --> 09:29.240
And those are all things that we're
09:29.240 --> 09:30.680
going to have to work through.
09:30.680 --> 09:33.880
The other thing, and I shouldn't,
09:33.880 --> 09:35.080
I don't want to minimize this.
09:35.080 --> 09:38.240
I mean, I'm excited about human exploration,
09:38.240 --> 09:40.840
but the reality is our technology
09:40.840 --> 09:45.040
and where we've come over the last 40 years, essentially,
09:45.040 --> 09:48.880
has changed what we can do with robotic exploration as well.
09:48.880 --> 09:52.080
And to me, it's incredibly thrilling.
09:52.080 --> 09:54.640
This seems like old news now, but the fact
09:54.640 --> 09:58.640
that we have rovers driving around the surface of Mars
09:58.640 --> 10:01.360
and sending back data is just incredible.
10:01.360 --> 10:04.280
The fact that we have satellites in orbit around Mars
10:04.280 --> 10:06.600
that are collecting weather, they're
10:06.600 --> 10:08.360
looking at the terrain, they're mapping,
10:08.360 --> 10:11.360
all these kinds of things on a continuous basis,
10:11.360 --> 10:12.760
that's incredible.
10:12.760 --> 10:15.440
And the fact that you got the time lag,
10:15.440 --> 10:19.040
of course, going to the planets, but you can effectively
10:19.040 --> 10:23.520
have virtual human presence there in a way
10:23.520 --> 10:25.880
that we have never been able to do before.
10:25.880 --> 10:30.080
And now, with the advent of even greater processing power,
10:30.080 --> 10:33.600
better AI systems, better cognitive systems
10:33.600 --> 10:37.160
and decision systems, you put that together
10:37.160 --> 10:39.760
with the human piece, and we really
10:39.760 --> 10:42.560
opened up the solar system in a whole different way.
10:42.560 --> 10:43.720
And I'll give you an example.
10:43.720 --> 10:47.840
We've got Osiris Rex, which is a mission to the asteroid Benus.
10:47.840 --> 10:52.000
So the spacecraft is out there right now on basically a year
10:52.000 --> 10:57.280
mapping activity to map the entire surface of that asteroid
10:57.280 --> 11:02.520
in great detail, all autonomously piloted, right?
11:02.520 --> 11:04.840
But the idea then that, and this is not too far away,
11:04.840 --> 11:05.920
it's going to go in.
11:05.920 --> 11:09.600
It's got a sort of fancy vacuum cleaner with a bucket.
11:09.600 --> 11:12.720
It's going to collect the sample off the asteroid
11:12.720 --> 11:14.400
and then send it back here to Earth.
11:14.400 --> 11:18.960
And so we have gone from sort of those tentative steps
11:18.960 --> 11:23.920
in the 70s, early landings, video of the solar system
11:23.920 --> 11:27.040
to now we've sent spacecraft to Pluto.
11:27.040 --> 11:31.600
We have gone to comets and brought and intercepted comets.
11:31.600 --> 11:37.240
We've brought stardust, material back.
11:37.240 --> 11:42.520
So we've gone far, and there's incredible opportunity
11:42.520 --> 11:43.680
to go even farther.
11:43.680 --> 11:47.400
So it seems quite crazy that this is even possible,
11:47.400 --> 11:51.400
that can you talk a little bit about what
11:51.400 --> 11:55.520
it means to orbit an asteroid with a bucket to try
11:55.520 --> 11:58.360
to pick up some soil samples?
11:58.360 --> 11:59.360
Yeah.
11:59.360 --> 12:02.400
So part of it is just kind of the,
12:02.400 --> 12:04.840
these are the same kinds of techniques
12:04.840 --> 12:10.960
we use here on Earth for high speed, high accuracy imagery,
12:10.960 --> 12:14.760
stitching these scenes together, and creating essentially
12:14.760 --> 12:17.480
high accuracy world maps.
12:17.480 --> 12:20.320
And so that's what we're doing, obviously,
12:20.320 --> 12:23.120
on a much smaller scale with an asteroid.
12:23.120 --> 12:24.960
But the other thing that's really interesting,
12:24.960 --> 12:30.720
you put together sort of that neat control and data
12:30.720 --> 12:33.640
and imagery problem.
12:33.640 --> 12:36.960
But the stories around how we design the collection,
12:36.960 --> 12:39.800
I mean, as essentially, this is the sort of the human
12:39.800 --> 12:41.360
ingenuity element, right?
12:41.360 --> 12:46.520
That essentially had an engineer who had one day he's like,
12:46.520 --> 12:50.280
well, starts messing around with parts, vacuum cleaner,
12:50.280 --> 12:53.440
bucket, maybe we could do something like this.
12:53.440 --> 12:56.280
And that was what led to what we call the Pogo stick
12:56.280 --> 12:57.000
collection, right?
12:57.000 --> 12:59.200
Where basically, I think comes down,
12:59.200 --> 13:02.840
it's only there for seconds does that collection,
13:02.840 --> 13:07.520
grabs the, essentially blows the regolith material
13:07.520 --> 13:10.200
into the collection hopper and off it goes.
13:10.200 --> 13:11.880
It doesn't really land almost.
13:11.880 --> 13:13.520
It's a very short landing.
13:13.520 --> 13:15.440
Wow, that's incredible.
13:15.440 --> 13:22.160
So what is in those, we talk a little bit more about space.
13:22.160 --> 13:24.360
What's the role of the human in all of this?
13:24.360 --> 13:25.800
What are the challenges?
13:25.800 --> 13:29.040
What are the opportunities for humans
13:29.040 --> 13:33.800
as they pilot these vehicles in space
13:33.800 --> 13:41.240
and for humans that may step foot on either the moon or Mars?
13:41.240 --> 13:44.280
Yeah, it's a great question because I just
13:44.280 --> 13:49.520
have been extolling the virtues of robotic and rovers,
13:49.520 --> 13:54.040
autonomous systems, and those absolutely have a role.
13:54.040 --> 13:57.280
I think the thing that we don't know how to replace today
13:57.280 --> 14:03.320
is the ability to adapt on the fly to new information.
14:03.320 --> 14:07.600
And I believe that will come, but we're not there yet.
14:07.600 --> 14:08.840
There's a ways to go.
14:08.840 --> 14:13.600
And so you think back to Apollo 13
14:13.600 --> 14:16.920
and the ingenuity of the folks on the ground and on the spacecraft
14:16.920 --> 14:20.120
essentially cobbled together a way
14:20.120 --> 14:23.800
to get the carbon dioxide scrubbers to work.
14:23.800 --> 14:28.280
Those are the kinds of things that ultimately,
14:28.280 --> 14:31.280
and I'd say not just from dealing with anomalies,
14:31.280 --> 14:33.640
but dealing with new information.
14:33.640 --> 14:38.360
You see something, and rather than waiting 20 minutes
14:38.360 --> 14:41.600
or half an hour an hour to try to get information back
14:41.600 --> 14:44.000
and forth, but be able to essentially
14:44.000 --> 14:47.600
revect around the fly, collect different samples,
14:47.600 --> 14:52.680
take a different approach, choose different areas to explore.
14:52.680 --> 14:56.680
Those are the kinds of things that that human presence enables
14:56.680 --> 15:00.240
that still weighs ahead of us on the AI side.
15:00.240 --> 15:02.160
Yeah, there's some interesting stuff we'll talk about
15:02.160 --> 15:04.520
on the teaming side here on Earth.
15:04.520 --> 15:06.400
That's pretty cool to explore.
15:06.400 --> 15:08.800
And in space, let's not leave the space piece out.
15:08.800 --> 15:10.320
So what is teaming?
15:10.320 --> 15:13.880
What does AI and humans working together in space look like?
15:13.880 --> 15:15.400
Yeah, one of the things we're working on
15:15.400 --> 15:19.080
is a system called Maya, which is, think of it,
15:19.080 --> 15:21.360
so it's an AI assistant.
15:21.360 --> 15:24.160
And in space, exactly.
15:24.160 --> 15:28.520
And think of it as the Alexa in space, right?
15:28.520 --> 15:31.680
But this goes hand in hand with a lot of other developments.
15:31.680 --> 15:35.120
And so today's world, everything is essentially model based,
15:35.120 --> 15:40.880
model based systems engineering to the actual digital tapestry
15:40.880 --> 15:43.880
that goes through the design, the build, the manufacture,
15:43.880 --> 15:47.600
the testing, and ultimately the sustainment of these systems.
15:47.600 --> 15:52.120
And so our vision is really that when our astronauts
15:52.120 --> 15:55.160
are there around Mars, you're going
15:55.160 --> 16:01.520
to have that entire digital library of the spacecraft,
16:01.520 --> 16:05.440
of its operations, all the test data, all the test data
16:05.440 --> 16:08.040
and flight data from previous missions
16:08.040 --> 16:11.760
to be able to look and see if there are anomalous conditions
16:11.760 --> 16:16.000
until the humans, and potentially deal with that
16:16.000 --> 16:20.640
before it becomes a bad situation and help
16:20.640 --> 16:23.160
the astronauts work through those kinds of things.
16:23.160 --> 16:26.760
And it's not just dealing with problems as they come up,
16:26.760 --> 16:29.160
but also offering up opportunities
16:29.160 --> 16:32.440
for additional exploration capability, for example.
16:32.440 --> 16:35.120
So that's the vision is that these
16:35.120 --> 16:37.720
are going to take the best of the human to respond
16:37.720 --> 16:43.480
to changing circumstances and rely on the best AI
16:43.480 --> 16:48.560
capabilities to monitor this almost infinite number
16:48.560 --> 16:51.520
of data points and correlations of data points
16:51.520 --> 16:53.960
that humans, frankly, aren't that good at.
16:53.960 --> 16:56.200
So how do you develop systems in space like this,
16:56.200 --> 17:01.560
whether it's a Alexa in space or, in general, any kind
17:01.560 --> 17:04.880
of control systems, any kind of intelligent systems,
17:04.880 --> 17:08.600
when you can't really test stuff too much out in space,
17:08.600 --> 17:10.760
it's very expensive to test stuff.
17:10.760 --> 17:14.160
So how do you develop such systems?
17:14.160 --> 17:18.880
Yeah, that's the beauty of this digital twin, if you will.
17:18.880 --> 17:21.080
And of course, with Lockheed Martin,
17:21.080 --> 17:24.520
we've over the past five plus decades
17:24.520 --> 17:28.120
been refining our knowledge of the space environment,
17:28.120 --> 17:33.240
of how materials behave, dynamics, the controls,
17:33.240 --> 17:37.160
the radiation environments, all of these kinds of things.
17:37.160 --> 17:39.880
So we're able to create very sophisticated models.
17:39.880 --> 17:43.440
They're not perfect, but they're very good.
17:43.440 --> 17:46.600
And so you can actually do a lot.
17:46.600 --> 17:51.440
I spent part of my career simulating communication
17:51.440 --> 17:56.400
spacecraft, missile warning spacecraft, GPS spacecraft,
17:56.400 --> 17:59.280
in all kinds of scenarios and all kinds of environments.
17:59.280 --> 18:01.880
So this is really just taking that to the next level.
18:01.880 --> 18:04.000
The interesting thing is that now you're
18:04.000 --> 18:07.800
bringing into that loop a system, depending on how it's
18:07.800 --> 18:10.520
developed, that may be non deterministic,
18:10.520 --> 18:13.160
it may be learning as it goes.
18:13.160 --> 18:16.560
In fact, we anticipate that it will be learning as it goes.
18:16.560 --> 18:22.160
And so that brings a whole new level of interest, I guess,
18:22.160 --> 18:25.320
into how do you do verification and validation
18:25.320 --> 18:28.520
of these non deterministic learning systems
18:28.520 --> 18:32.720
in scenarios that may go out of the bounds or the envelope
18:32.720 --> 18:35.000
that you have initially designed them to.
18:35.000 --> 18:39.200
So this system in its intelligence has the same complexity,
18:39.200 --> 18:41.040
some of the same complexity a human does.
18:41.040 --> 18:43.640
And it learns over time, it's unpredictable
18:43.640 --> 18:46.240
in certain kinds of ways.
18:46.240 --> 18:50.120
So you also have to model that when you're thinking about it.
18:50.120 --> 18:53.440
So in your thoughts, it's possible
18:53.440 --> 18:57.240
to model the majority of situations,
18:57.240 --> 18:59.640
the important aspects of situations here on Earth
18:59.640 --> 19:02.280
and in space, enough to test stuff.
19:02.280 --> 19:05.560
Yeah, this is really an active area of research.
19:05.560 --> 19:07.440
And we're actually funding university research
19:07.440 --> 19:10.080
in a variety of places, including MIT.
19:10.080 --> 19:13.720
This is in the realm of trust and verification
19:13.720 --> 19:17.920
and validation of, I'd say, autonomous systems in general.
19:17.920 --> 19:20.920
And then as a subset of that, autonomous systems
19:20.920 --> 19:24.520
that incorporate artificial intelligence capabilities.
19:24.520 --> 19:27.880
And this is not an easy problem.
19:27.880 --> 19:29.520
We're working with startup companies.
19:29.520 --> 19:33.160
We've got internal R&D, but our conviction
19:33.160 --> 19:39.200
is that autonomy and more and more AI enabled autonomy
19:39.200 --> 19:42.680
is going to be in everything that Lockheed Martin develops
19:42.680 --> 19:44.200
and fields.
19:44.200 --> 19:48.280
And autonomy and AI are going to be
19:48.280 --> 19:50.080
retrofit into existing systems.
19:50.080 --> 19:52.400
They're going to be part of the design
19:52.400 --> 19:54.440
for all of our future systems.
19:54.440 --> 19:56.680
And so maybe I should take a step back and say,
19:56.680 --> 19:58.600
the way we define autonomy.
19:58.600 --> 20:01.400
So we talk about autonomy, essentially,
20:01.400 --> 20:08.400
a system that composes, selects, and then executes decisions
20:08.400 --> 20:12.400
with varying levels of human intervention.
20:12.400 --> 20:15.720
And so you could think of no autonomy.
20:15.720 --> 20:18.400
So this is essentially a human doing the task.
20:18.400 --> 20:23.000
You can think of, effectively, partial autonomy
20:23.000 --> 20:25.720
where the human is in the loop.
20:25.720 --> 20:29.040
So making decisions in every case
20:29.040 --> 20:31.040
about what the autonomous system can do.
20:31.040 --> 20:33.120
Either in the cockpit or remotely.
20:33.120 --> 20:35.960
Or remotely, exactly, but still in that control loop.
20:35.960 --> 20:39.800
And then there's what you'd call supervisory autonomy.
20:39.800 --> 20:42.360
So the autonomous system is doing most of the work.
20:42.360 --> 20:45.880
The human can intervene to stop it or to change the direction.
20:45.880 --> 20:47.840
And then ultimately, full autonomy
20:47.840 --> 20:50.200
where the human is off the loop altogether.
20:50.200 --> 20:52.760
And for different types of missions,
20:52.760 --> 20:55.760
want to have different levels of autonomy.
20:55.760 --> 20:58.280
So now take that spectrum and this conviction
20:58.280 --> 21:01.120
that autonomy and more and more AI
21:01.120 --> 21:05.000
are in everything that we develop.
21:05.000 --> 21:08.960
The kinds of things that Lockheed Martin does a lot of times
21:08.960 --> 21:12.600
are safety of life critical kinds of missions.
21:12.600 --> 21:15.920
Think about aircraft, for example.
21:15.920 --> 21:20.040
And so we require, and our customers require,
21:20.040 --> 21:23.480
an extremely high level of confidence.
21:23.480 --> 21:26.360
One, that we're going to protect life.
21:26.360 --> 21:30.640
Two, that we're going to, that these systems will behave
21:30.640 --> 21:33.840
in ways that their operators can understand.
21:33.840 --> 21:36.360
And so this gets into that whole field.
21:36.360 --> 21:41.320
Again, being able to verify and validate
21:41.320 --> 21:44.920
that the systems have been, that they will operate
21:44.920 --> 21:48.040
the way they're designed and the way they're expected.
21:48.040 --> 21:50.720
And furthermore, that they will do that
21:50.720 --> 21:55.400
in ways that can be explained and understood.
21:55.400 --> 21:58.800
And that is an extremely difficult challenge.
21:58.800 --> 22:00.760
Yeah, so here's a difficult question.
22:00.760 --> 22:04.360
I don't mean to bring this up,
22:04.360 --> 22:05.560
but I think it's a good case study
22:05.560 --> 22:07.840
that people are familiar with.
22:07.840 --> 22:11.080
Boeing 737 MAX commercial airplane
22:11.080 --> 22:13.360
has had two recent crashes
22:13.360 --> 22:15.920
where their flight control software system failed.
22:15.920 --> 22:19.080
And it's software, so I don't mean to speak about Boeing,
22:19.080 --> 22:21.040
but broadly speaking, we have this
22:21.040 --> 22:24.040
in the autonomous vehicle space too, semi autonomous.
22:24.040 --> 22:27.840
When you have millions of lines of code software
22:27.840 --> 22:32.080
making decisions, there is a little bit of a clash
22:32.080 --> 22:35.320
of cultures because software engineers
22:35.320 --> 22:38.400
don't have the same culture of safety often.
22:39.440 --> 22:43.120
That people who build systems like at Lockheed Martin
22:43.120 --> 22:46.480
do where it has to be exceptionally safe,
22:46.480 --> 22:48.080
you have to test this on.
22:48.080 --> 22:49.880
So how do we get this right
22:49.880 --> 22:53.200
when software is making so many decisions?
22:53.200 --> 22:57.160
Yeah, and there's a lot of things that have to happen.
22:57.160 --> 23:01.280
And by and large, I think it starts with the culture,
23:01.280 --> 23:03.320
which is not necessarily something
23:03.320 --> 23:05.960
that A is taught in school,
23:05.960 --> 23:07.960
or B is something that would come,
23:07.960 --> 23:10.840
depending on what kind of software you're developing,
23:10.840 --> 23:14.240
it may not be relevant if you're targeting ads
23:14.240 --> 23:15.760
or something like that.
23:15.760 --> 23:20.600
So, and by and large, I'd say not just Lockheed Martin,
23:20.600 --> 23:23.720
but certainly the aerospace industry as a whole
23:23.720 --> 23:27.240
has developed a culture that does focus on safety,
23:27.240 --> 23:31.000
safety of life, operational safety, mission success.
23:32.200 --> 23:34.040
But as you know, these systems
23:34.040 --> 23:36.120
have gotten incredibly complex.
23:36.120 --> 23:40.720
And so they're to the point where it's almost impossible,
23:40.720 --> 23:44.840
state spaces become so huge that it's impossible to,
23:44.840 --> 23:48.880
or very difficult to do a systematic verification
23:48.880 --> 23:52.280
across the entire set of potential ways
23:52.280 --> 23:53.760
that an aircraft could be flown,
23:53.760 --> 23:55.560
all the conditions that could happen,
23:55.560 --> 23:59.320
all the potential failure scenarios.
23:59.320 --> 24:01.120
Now, maybe that's soluble one day,
24:01.120 --> 24:03.360
maybe when we have our quantum computers
24:03.360 --> 24:07.520
that our fingertips will be able to actually simulate
24:07.520 --> 24:11.280
across an entire almost infinite state space.
24:11.280 --> 24:16.280
But today, there's a lot of work
24:16.280 --> 24:20.960
to really try to bound the system,
24:20.960 --> 24:24.760
to make sure that it behaves in predictable ways,
24:24.760 --> 24:29.080
and then have this culture of continuous inquiry
24:29.080 --> 24:33.160
and skepticism and questioning to say,
24:33.160 --> 24:37.320
did we really consider the right realm of possibilities,
24:37.320 --> 24:40.160
have we done the right range of testing?
24:40.160 --> 24:42.400
Do we really understand, in this case,
24:42.400 --> 24:44.640
human and machine interactions,
24:44.640 --> 24:46.160
the human decision process
24:46.160 --> 24:49.480
alongside the machine processes?
24:49.480 --> 24:51.520
And so that's that culture,
24:51.520 --> 24:53.520
we call it the culture of mission success
24:53.520 --> 24:54.960
at Lockheed Martin,
24:54.960 --> 24:56.720
that really needs to be established.
24:56.720 --> 24:58.120
And it's not something,
24:58.120 --> 25:02.160
it's something that people learn by living in it.
25:02.160 --> 25:05.240
And it's something that has to be promulgated,
25:05.240 --> 25:07.120
and it's done from the highest level.
25:07.120 --> 25:10.160
So I had a company of Lockheed Martin, like Lockheed Martin.
25:10.160 --> 25:12.480
Yeah, and the same as being faced
25:12.480 --> 25:14.000
at certain autonomous vehicle companies
25:14.000 --> 25:15.760
where that culture is not there
25:15.760 --> 25:18.600
because it started mostly by software engineers,
25:18.600 --> 25:20.400
so that's what they're struggling with.
25:21.440 --> 25:25.720
Is there lessons that you think we should learn
25:25.720 --> 25:27.280
as an industry and a society
25:27.280 --> 25:30.240
from the Boeing 737 MAX crashes?
25:30.240 --> 25:34.720
These crashes, obviously, are either tremendous tragedies,
25:34.720 --> 25:37.800
they're tragedies for all of the people,
25:37.800 --> 25:41.240
the crew, the families, the passengers,
25:41.240 --> 25:43.160
the people on the ground involved.
25:44.280 --> 25:49.080
And it's also a huge business and economic setback as well.
25:49.080 --> 25:51.720
I mean, we've seen that it's impacting, essentially,
25:51.720 --> 25:53.840
the trade balance of the US.
25:53.840 --> 25:58.360
So these are important questions.
25:58.360 --> 26:00.200
And these are the kinds of,
26:00.200 --> 26:03.040
we've seen similar kinds of questioning at times.
26:03.040 --> 26:06.000
We go back to the Challenger accident.
26:06.960 --> 26:10.640
And it is, I think, always important to remind ourselves
26:10.640 --> 26:11.960
that humans are fallible,
26:11.960 --> 26:14.040
that the systems we create,
26:14.040 --> 26:16.560
as perfect as we strive to make them,
26:16.560 --> 26:18.960
we can always make them better.
26:18.960 --> 26:21.760
And so another element of that culture of mission success
26:21.760 --> 26:24.960
is really that commitment to continuous improvement.
26:24.960 --> 26:27.480
If there's something that goes wrong,
26:27.480 --> 26:31.160
a real commitment to root cause
26:31.160 --> 26:33.320
and true root cause understanding,
26:33.320 --> 26:35.080
to taking the corrective actions
26:35.080 --> 26:38.880
and to making the future systems better.
26:38.880 --> 26:43.880
And certainly, we strive for no accidents.
26:45.160 --> 26:47.760
And if you look at the record
26:47.760 --> 26:50.440
of the commercial airline industry as a whole
26:50.440 --> 26:53.360
and the commercial aircraft industry as a whole,
26:53.360 --> 26:57.640
there's a very nice decaying exponential
26:57.640 --> 27:01.680
to years now where we have no commercial aircraft accidents
27:01.680 --> 27:04.760
at all, our fatal accidents at all.
27:04.760 --> 27:08.360
So that didn't happen by accident.
27:08.360 --> 27:11.640
It was through the regulatory agencies, FAA,
27:11.640 --> 27:14.400
the airframe manufacturers,
27:14.400 --> 27:18.680
really working on a system to identify root causes
27:18.680 --> 27:20.520
and drive them out.
27:20.520 --> 27:23.880
So maybe we can take a step back
27:23.880 --> 27:25.520
and many people are familiar,
27:25.520 --> 27:28.840
but Lockheed Martin broadly,
27:28.840 --> 27:31.240
what kind of categories of systems
27:32.120 --> 27:34.280
are you involved in building?
27:34.280 --> 27:36.240
You know, Lockheed Martin, we think of ourselves
27:36.240 --> 27:39.880
as a company that solves hard mission problems.
27:39.880 --> 27:42.080
And the output of that might be an airplane
27:42.080 --> 27:44.640
or a spacecraft or a helicopter or radar
27:44.640 --> 27:45.680
or something like that.
27:45.680 --> 27:47.920
But ultimately we're driven by these,
27:47.920 --> 27:50.240
you know, like what is our customer?
27:50.240 --> 27:52.680
What is that mission that they need to achieve?
27:52.680 --> 27:55.480
And so that's what drove the SR 71, right?
27:55.480 --> 27:57.840
How do you get pictures of a place
27:59.000 --> 28:02.160
where you've got sophisticated air defense systems
28:02.160 --> 28:05.440
that are capable of handling any aircraft
28:05.440 --> 28:07.440
that was out there at the time, right?
28:07.440 --> 28:10.440
So that, you know, that's what you'll do to an SR 71.
28:10.440 --> 28:12.480
Build a nice flying camera.
28:12.480 --> 28:16.040
Exactly, and make sure it gets out and it gets back, right?
28:16.040 --> 28:18.280
And that led ultimately to really the start
28:18.280 --> 28:20.440
of the space program in the US as well.
28:22.200 --> 28:24.920
So now take a step back to Lockheed Martin of today.
28:24.920 --> 28:29.040
And we are, you know, on the order of 105 years old now,
28:29.040 --> 28:32.400
between Lockheed and Martin, the two big heritage companies.
28:32.400 --> 28:34.600
Of course, we're made up of a whole bunch of other companies
28:34.600 --> 28:36.120
that came in as well.
28:36.120 --> 28:39.800
General Dynamics, you know, kind of go down the list.
28:39.800 --> 28:42.600
Today we're, you can think of us
28:42.600 --> 28:44.840
in this space of solving mission problems.
28:44.840 --> 28:48.440
So obviously on the aircraft side,
28:48.440 --> 28:53.000
tactical aircraft, building the most advanced fighter aircraft
28:53.000 --> 28:55.120
that the world has ever seen, you know,
28:55.120 --> 28:57.880
we're up to now several hundred of those delivered,
28:57.880 --> 29:00.080
building almost a hundred a year.
29:00.080 --> 29:04.120
And of course, working on the things that come after that.
29:04.120 --> 29:07.720
On the space side, we are engaged in pretty much
29:07.720 --> 29:12.720
every venue of space utilization and exploration
29:13.160 --> 29:14.280
you can imagine.
29:14.280 --> 29:18.040
So I mentioned things like navigation timing, GPS,
29:18.040 --> 29:22.400
communication satellites, missile warning satellites.
29:22.400 --> 29:24.760
We've built commercial surveillance satellites.
29:24.760 --> 29:27.640
We've built commercial communication satellites.
29:27.640 --> 29:29.200
We do civil space.
29:29.200 --> 29:32.320
So everything from human exploration
29:32.320 --> 29:35.000
to the robotic exploration of the outer planets.
29:36.000 --> 29:39.080
And keep going on the space front.
29:39.080 --> 29:40.640
But I don't, you know, a couple of other areas
29:40.640 --> 29:44.520
I'd like to put out, we're heavily engaged
29:44.520 --> 29:47.360
in building critical defensive systems.
29:47.360 --> 29:51.640
And so a couple that I'll mention, the Aegis Combat System,
29:51.640 --> 29:55.680
this is basically the integrated air and missile defense system
29:55.680 --> 29:58.640
for the US and allied fleets.
29:58.640 --> 30:02.840
And so protects, you know, carrier strike groups,
30:02.840 --> 30:06.560
for example, from incoming ballistic missile threats,
30:06.560 --> 30:08.480
aircraft threats, cruise missile threats,
30:08.480 --> 30:10.080
and kind of go down the list.
30:10.080 --> 30:13.240
So the carriers, the fleet itself
30:13.240 --> 30:15.280
is the thing that is being protected.
30:15.280 --> 30:18.120
The carriers aren't serving as a protection
30:18.120 --> 30:19.360
for something else.
30:19.360 --> 30:21.840
Well, that's a little bit of a different application.
30:21.840 --> 30:24.360
We've actually built the version called Aegis Assure,
30:24.360 --> 30:27.960
which is now deployed in a couple of places around the world.
30:27.960 --> 30:31.000
So that same technology, I mean, basically,
30:31.000 --> 30:35.360
can be used to protect either an ocean going fleet
30:35.360 --> 30:37.840
or a land based activity.
30:37.840 --> 30:39.680
Another one, the THAAD program.
30:41.040 --> 30:44.720
So THAAD, this is the Theater High Altitude Area Defense.
30:44.720 --> 30:49.120
This is to protect, you know, relatively broad areas
30:49.120 --> 30:53.400
against sophisticated ballistic missile threats.
30:53.400 --> 30:57.760
And so now, you know, it's deployed
30:57.760 --> 30:59.880
with a lot of US capabilities.
30:59.880 --> 31:01.960
And now we have international customers
31:01.960 --> 31:04.520
that are looking to buy that capability as well.
31:04.520 --> 31:07.000
And so these are systems that defend,
31:07.000 --> 31:10.080
not just defend militaries and military capabilities,
31:10.080 --> 31:12.400
but defend population areas.
31:12.400 --> 31:16.320
And we saw, you know, maybe the first public use of these
31:16.320 --> 31:20.200
back in the first Gulf War with the Patriot systems.
31:21.200 --> 31:23.120
And these are the kinds of things
31:23.120 --> 31:25.960
that Lockheed Martin delivers.
31:25.960 --> 31:27.960
And there's a lot of stuff that goes with it.
31:27.960 --> 31:31.520
So think about the radar systems and the sensing systems
31:31.520 --> 31:35.200
that cue these, the command and control systems
31:35.200 --> 31:39.560
that decide how you pair a weapon against an incoming threat.
31:39.560 --> 31:42.600
And then all the human and machine interfaces
31:42.600 --> 31:45.400
to make sure that they can be operated successfully
31:45.400 --> 31:48.040
in very strenuous environments.
31:48.040 --> 31:51.840
Yeah, there's some incredible engineering
31:51.840 --> 31:54.440
that I'd ever find, like you said.
31:54.440 --> 32:00.440
So maybe if we just take a look at Lockheed history broadly,
32:00.720 --> 32:02.960
maybe even looking at Skunk Works.
32:04.200 --> 32:07.240
What are the biggest, most impressive,
32:07.240 --> 32:11.160
biggest, most impressive milestones of innovation?
32:11.160 --> 32:13.560
So if you look at stealth,
32:13.560 --> 32:15.200
I would have called you crazy if you said
32:15.200 --> 32:16.760
that's possible at the time.
32:17.880 --> 32:21.280
And supersonic and hypersonic.
32:21.280 --> 32:24.000
So traveling at, first of all,
32:24.000 --> 32:27.280
traveling at the speed of sound is pretty damn fast.
32:27.280 --> 32:29.680
And supersonic and hypersonic,
32:29.680 --> 32:32.160
three, four, five times the speed of sound,
32:32.160 --> 32:34.360
that seems, I would also call you crazy
32:34.360 --> 32:35.760
if you say you can do that.
32:35.760 --> 32:38.080
So can you tell me how it's possible
32:38.080 --> 32:39.560
to do these kinds of things?
32:39.560 --> 32:41.080
And is there other milestones
32:41.080 --> 32:45.040
and innovation that's going on that you can talk about?
32:45.040 --> 32:49.000
Yeah, well, let me start on the Skunk Works saga.
32:49.000 --> 32:51.520
And you kind of alluded to it in the beginning.
32:51.520 --> 32:54.920
I mean, Skunk Works is as much an idea as a place.
32:54.920 --> 32:59.520
And so it's driven really by Kelly Johnson's 14 principles.
32:59.520 --> 33:02.000
And I'm not gonna list all 14 of them off,
33:02.000 --> 33:04.480
but the idea, and this I'm sure will resonate
33:04.480 --> 33:06.240
with any engineer who's worked
33:06.240 --> 33:09.440
on a highly motivated small team before.
33:09.440 --> 33:13.400
The idea that if you can essentially have a small team
33:13.400 --> 33:17.280
of very capable people who wanna work
33:17.280 --> 33:20.520
on really hard problems, you can do almost anything.
33:20.520 --> 33:23.280
Especially if you kind of shield them
33:23.280 --> 33:26.680
from bureaucratic influences,
33:26.680 --> 33:30.680
if you create very tight relationships with your customer
33:30.680 --> 33:34.360
so that you have that team and shared vision
33:34.360 --> 33:38.280
with the customer, those are the kinds of things
33:38.280 --> 33:43.040
that enable the Skunk Works to do these incredible things.
33:43.040 --> 33:46.360
And we listed off a number that you brought up stealth.
33:46.360 --> 33:50.520
And I mean, this whole, I wish I could have seen Ben Rich
33:50.520 --> 33:53.880
with a ball bearing rolling across the desk
33:53.880 --> 33:55.880
to a general officer and saying,
33:55.880 --> 33:58.400
would you like to have an aircraft
33:58.400 --> 34:01.800
that has the radar cross section of this ball bearing?
34:01.800 --> 34:04.280
Probably one of the least expensive
34:04.280 --> 34:06.320
and most effective marketing campaigns
34:06.320 --> 34:08.440
in the history of the industry.
34:08.440 --> 34:10.680
So just for people not familiar,
34:10.680 --> 34:12.800
I mean, the way you detect aircraft,
34:12.800 --> 34:14.680
so I mean, I'm sure there's a lot of ways,
34:14.680 --> 34:17.360
but radar for the longest time,
34:17.360 --> 34:20.680
there's a big blob that appears in the radar.
34:20.680 --> 34:22.360
How do you make a plane disappear
34:22.360 --> 34:26.200
so it looks as big as a ball bearing?
34:26.200 --> 34:28.040
What's involved in technology wise there?
34:28.040 --> 34:32.480
What's broadly sort of the stuff you can speak about?
34:32.480 --> 34:34.680
I'll stick to what's in Ben Rich's book,
34:34.680 --> 34:39.000
but obviously the geometry of how radar gets reflected
34:39.000 --> 34:42.400
and the kinds of materials that either reflect or absorb
34:42.400 --> 34:46.480
are kind of the couple of the critical elements there.
34:46.480 --> 34:48.080
I mean, it's a cat and mouse game, right?
34:48.080 --> 34:52.960
I mean, radars get better, stealth capabilities get better.
34:52.960 --> 34:57.680
And so it's a really game of continuous improvement
34:57.680 --> 34:58.520
and innovation there.
34:58.520 --> 35:00.160
I'll leave it at that.
35:00.160 --> 35:04.720
Yeah, so the idea that something is essentially invisible
35:04.720 --> 35:06.440
is quite fascinating.
35:06.440 --> 35:08.920
But the other one is flying fast.
35:08.920 --> 35:13.240
So speed of sound is 750, 60 miles an hour.
35:15.360 --> 35:18.480
So supersonic is three, Mach three,
35:18.480 --> 35:19.320
something like that.
35:19.320 --> 35:21.640
Yeah, we talk about the supersonic obviously
35:21.640 --> 35:24.120
and we kind of talk about that as that realm
35:24.120 --> 35:26.720
from Mach one up through about Mach five.
35:26.720 --> 35:31.720
And then hypersonic, so high supersonic speeds
35:32.040 --> 35:34.800
would be past Mach five.
35:34.800 --> 35:37.160
And you got to remember Lockheed, Martin,
35:37.160 --> 35:39.080
and actually other companies have been involved
35:39.080 --> 35:42.240
in hypersonic development since the late 60s.
35:42.240 --> 35:45.360
You think of everything from the X 15
35:45.360 --> 35:48.040
to the space shuttle as examples of that.
35:50.080 --> 35:54.360
I think the difference now is if you look around the world,
35:54.360 --> 35:57.360
particularly the threat environment that we're in today,
35:57.360 --> 36:02.360
you're starting to see publicly folks like the Russians
36:02.520 --> 36:07.520
and the Chinese saying they have hypersonic weapons
36:07.560 --> 36:12.560
capability that could threaten US and allied capabilities.
36:14.280 --> 36:18.840
And also basically the claims are these could get around
36:18.840 --> 36:21.840
defensive systems that are out there today.
36:21.840 --> 36:24.520
And so there's a real sense of urgency.
36:24.520 --> 36:28.160
You hear it from folks like the undersecretary of defense
36:28.160 --> 36:30.800
for research and engineering, Dr. Mike Griffin
36:30.800 --> 36:32.800
and others in the Department of Defense
36:32.800 --> 36:37.200
that hypersonics is something that's really important
36:37.200 --> 36:41.040
to the nation in terms of both parity
36:41.040 --> 36:43.120
but also defensive capabilities.
36:43.120 --> 36:46.200
And so that's something that we're pleased.
36:46.200 --> 36:49.240
It's something Lockheed, Martin's had a heritage in.
36:49.240 --> 36:53.800
We've invested R&D dollars on our side for many years.
36:53.800 --> 36:56.240
And we have a number of things going on
36:56.240 --> 36:59.760
with various US government customers in that field today
36:59.760 --> 37:01.520
that we're very excited about.
37:01.520 --> 37:04.520
So I would anticipate we'll be hearing more about that
37:04.520 --> 37:06.240
in the future from our customers.
37:06.240 --> 37:08.880
And I've actually haven't read much about this.
37:08.880 --> 37:10.840
Probably you can't talk about much of it at all,
37:10.840 --> 37:12.760
but on the defensive side,
37:12.760 --> 37:15.600
it's a fascinating problem of perception
37:15.600 --> 37:18.360
of trying to detect things that are really hard to see.
37:18.360 --> 37:21.560
Can you comment on how hard that problem is
37:21.560 --> 37:26.560
and how hard is it to stay ahead,
37:26.680 --> 37:29.200
even if we're going back a few decades,
37:29.200 --> 37:30.480
stay ahead of the competition?
37:30.480 --> 37:33.680
Well, maybe I, again, you gotta think of these
37:33.680 --> 37:36.480
as ongoing capability development.
37:36.480 --> 37:40.720
And so think back to the early phase of missile defense.
37:40.720 --> 37:44.120
So this would be in the 80s, the SDI program.
37:44.120 --> 37:46.440
And in that timeframe, we proved,
37:46.440 --> 37:48.920
and Lockheed Martin proved that you could hit a bullet
37:48.920 --> 37:50.320
with a bullet, essentially,
37:50.320 --> 37:53.240
and which is something that had never been done before
37:53.240 --> 37:56.200
to take out an incoming ballistic missile.
37:56.200 --> 37:58.760
And so that's led to these incredible
37:58.760 --> 38:01.880
hit to kill kinds of capabilities, PAC 3.
38:03.160 --> 38:07.040
That's the Patriot Advanced Capability Model 3
38:07.040 --> 38:08.160
that Lockheed Martin builds,
38:08.160 --> 38:10.740
the THAAD system that I talked about.
38:12.120 --> 38:13.880
So now hypersonics,
38:13.880 --> 38:17.560
you know, they're different from ballistic systems.
38:17.560 --> 38:19.520
And so we gotta take the next step
38:19.520 --> 38:21.160
in defensive capability.
38:22.680 --> 38:25.520
I can, I'll leave that there, but I can only imagine.
38:26.520 --> 38:29.160
Now, let me just comment, sort of as an engineer,
38:29.160 --> 38:33.440
it's sad to know that so much that Lockheed has done
38:33.440 --> 38:37.640
in the past is classified,
38:37.640 --> 38:40.960
or today, you know, and it's shrouded in secrecy.
38:40.960 --> 38:44.720
It has to be by the nature of the application.
38:46.200 --> 38:49.200
So like what I do, so what we do here at MIT,
38:49.200 --> 38:53.920
we'd like to inspire young engineers, young scientists,
38:53.920 --> 38:56.480
and yet in the Lockheed case,
38:56.480 --> 38:59.720
some of that engineer has to stay quiet.
38:59.720 --> 39:00.920
How do you think about that?
39:00.920 --> 39:02.120
How does that make you feel?
39:02.120 --> 39:07.120
Is there a future where more can be shown,
39:07.120 --> 39:10.600
or is it just the nature, the nature of this world
39:10.600 --> 39:12.760
that it has to remain secret?
39:12.760 --> 39:14.920
It's a good question.
39:14.920 --> 39:19.920
I think the public can see enough of,
39:21.160 --> 39:24.960
including students who may be in grade school,
39:24.960 --> 39:27.160
high school, college today,
39:28.160 --> 39:31.760
to understand the kinds of really hard problems
39:31.760 --> 39:33.360
that we work on.
39:33.360 --> 39:36.160
And I mean, look at the F35, right?
39:36.160 --> 39:40.640
And obviously a lot of the detailed performance levels
39:40.640 --> 39:43.160
are sensitive and controlled.
39:43.160 --> 39:48.160
But we can talk about what an incredible aircraft this is.
39:48.160 --> 39:50.480
It's a supersonic, super cruise kind of a fighter,
39:50.480 --> 39:54.560
a stealth capabilities.
39:54.560 --> 39:57.920
It's a flying information system in the sky
39:57.920 --> 40:01.480
with data fusion, sensor fusion capabilities
40:01.480 --> 40:03.200
that have never been seen before.
40:03.200 --> 40:05.280
So these are the kinds of things that I believe,
40:05.280 --> 40:08.000
these are the kinds of things that got me excited
40:08.000 --> 40:08.960
when I was a student.
40:08.960 --> 40:12.240
I think these still inspire students today.
40:12.240 --> 40:17.040
And the other thing, I mean, people are inspired by space.
40:17.040 --> 40:20.200
People are inspired by aircraft.
40:22.000 --> 40:25.360
Our employees are also inspired by that sense of mission.
40:25.360 --> 40:27.560
And I'll just give you an example.
40:27.560 --> 40:32.640
I had the privilege to work and lead our GPS programs
40:32.640 --> 40:34.400
for some time.
40:34.400 --> 40:37.800
And that was a case where I actually
40:37.800 --> 40:41.040
worked on a program that touches billions of people
40:41.040 --> 40:41.680
every day.
40:41.680 --> 40:43.480
And so when I said I worked on GPS,
40:43.480 --> 40:45.240
everybody knew what I was talking about,
40:45.240 --> 40:47.800
even though they didn't maybe appreciate the technical
40:47.800 --> 40:51.320
challenges that went into that.
40:51.320 --> 40:54.960
But I'll tell you, I got a briefing one time
40:54.960 --> 40:57.400
from a major in the Air Force.
40:57.400 --> 41:01.640
And he said, I go by call sign GIMP.
41:01.640 --> 41:04.320
GPS is my passion.
41:04.320 --> 41:05.720
I love GPS.
41:05.720 --> 41:08.960
And he was involved in the operational test of the system.
41:08.960 --> 41:11.680
He said, I was out in Iraq.
41:11.680 --> 41:17.280
And I was on a helicopter, Black Hawk helicopter.
41:17.280 --> 41:21.440
And I was bringing back a sergeant and a handful of troops
41:21.440 --> 41:23.800
from a deployed location.
41:23.800 --> 41:26.600
And he said, my job is GPS.
41:26.600 --> 41:27.800
So I asked that sergeant.
41:27.800 --> 41:31.360
And he's beaten down and half asleep.
41:31.360 --> 41:34.080
And I said, what do you think about GPS?
41:34.080 --> 41:35.120
And he brightened up.
41:35.120 --> 41:35.920
His eyes lit up.
41:35.920 --> 41:39.240
And he said, well, GPS, that brings me and my troops home
41:39.240 --> 41:39.960
every day.
41:39.960 --> 41:41.080
I love GPS.
41:41.080 --> 41:43.760
And that's the kind of story where it's like, OK,
41:43.760 --> 41:46.440
I'm really making a difference here in the kind of work.
41:46.440 --> 41:48.920
So that mission piece is really important.
41:48.920 --> 41:51.720
The last thing I'll say is, and this
41:51.720 --> 41:54.840
gets to some of these questions around advanced
41:54.840 --> 41:59.560
technologies, they're not just airplanes and spacecraft
41:59.560 --> 41:59.960
anymore.
41:59.960 --> 42:02.760
For people who are excited about advanced software
42:02.760 --> 42:06.040
capabilities, about AI, about bringing machine learning,
42:06.040 --> 42:10.120
these are the things that we're doing to exponentially
42:10.120 --> 42:13.120
increase the mission capabilities that
42:13.120 --> 42:14.280
go on those platforms.
42:14.280 --> 42:15.920
And those are the kinds of things I think
42:15.920 --> 42:18.400
are more and more visible to the public.
42:18.400 --> 42:21.440
Yeah, I think autonomy, especially in flight,
42:21.440 --> 42:23.880
is super exciting.
42:23.880 --> 42:28.040
Do you see a day, here we go, back into philosophy,
42:28.040 --> 42:35.120
a future when most fighter jets will be highly autonomous
42:35.120 --> 42:37.720
to a degree where a human doesn't need
42:37.720 --> 42:40.640
to be in the cockpit in almost all cases?
42:40.640 --> 42:43.520
Well, I mean, that's a world that to a certain extent,
42:43.520 --> 42:44.240
we're in today.
42:44.240 --> 42:47.800
Now, these are remotely piloted aircraft, to be sure.
42:47.800 --> 42:53.920
But we have hundreds of thousands of flight hours a year now
42:53.920 --> 42:56.240
in remotely piloted aircraft.
42:56.240 --> 43:00.720
And then if you take the F 35, I mean,
43:00.720 --> 43:04.640
there are huge layers, I guess, in levels of autonomy
43:04.640 --> 43:10.040
built into that aircraft so that the pilot is essentially
43:10.040 --> 43:13.280
more of a mission manager rather than doing
43:13.280 --> 43:16.560
the data, the second to second elements of flying
43:16.560 --> 43:17.160
the aircraft.
43:17.160 --> 43:19.920
So in some ways, it's the easiest aircraft in the world
43:19.920 --> 43:20.840
to fly.
43:20.840 --> 43:22.480
I'm kind of a funny story on that.
43:22.480 --> 43:27.280
So I don't know if you know how aircraft carrier landings work.
43:27.280 --> 43:30.760
But basically, there's what's called a tail hook,
43:30.760 --> 43:33.760
and it catches wires on the deck of the carrier.
43:33.760 --> 43:39.360
And that's what brings the aircraft to a screeching halt.
43:39.360 --> 43:41.800
And there's typically three of these wires.
43:41.800 --> 43:43.480
So if you miss the first, the second one,
43:43.480 --> 43:45.920
you catch the next one, right?
43:45.920 --> 43:49.280
And we got a little criticism.
43:49.280 --> 43:50.880
I don't know how true this story is,
43:50.880 --> 43:52.360
but we got a little criticism.
43:52.360 --> 43:56.200
The F 35 is so perfect, it always gets the second wires.
43:56.200 --> 44:00.880
We're wearing out the wire because it always hits that one.
44:00.880 --> 44:04.600
But that's the kind of autonomy that just makes these,
44:04.600 --> 44:06.880
essentially up levels what the human is doing
44:06.880 --> 44:08.520
to more of that mission manager.
44:08.520 --> 44:12.040
So much of that landing by the F 35 is autonomous.
44:12.040 --> 44:14.000
Well, it's just the control systems
44:14.000 --> 44:17.960
are such that you really have dialed out the variability
44:17.960 --> 44:19.720
that comes with all the environmental conditions.
44:19.720 --> 44:20.800
You're wearing it out.
44:20.800 --> 44:24.320
So my point is, to a certain extent,
44:24.320 --> 44:27.320
that world is here today.
44:27.320 --> 44:30.000
Do I think that we're going to see a day anytime soon
44:30.000 --> 44:31.840
when there are no humans in the cockpit?
44:31.840 --> 44:33.320
I don't believe that.
44:33.320 --> 44:36.680
But I do think we're going to see much more human machine
44:36.680 --> 44:38.760
teaming, and we're going to see that much more
44:38.760 --> 44:40.480
at the tactical edge.
44:40.480 --> 44:41.480
And we did a demo.
44:41.480 --> 44:43.760
You asked about what the Skunkworks is doing these days.
44:43.760 --> 44:46.200
And so this is something I can talk about.
44:46.200 --> 44:51.200
But we did a demo with the Air Force Research Laboratory.
44:51.200 --> 44:52.600
We called it HAV Raider.
44:52.600 --> 44:59.760
And so using an F 16 as an autonomous wingman,
44:59.760 --> 45:02.480
and we demonstrated all kinds of maneuvers
45:02.480 --> 45:06.280
and various mission scenarios with the autonomous F 16
45:06.280 --> 45:09.640
being that so called loyal or trusted wingman.
45:09.640 --> 45:11.320
And so those are the kinds of things
45:11.320 --> 45:15.400
that we've shown what is possible now,
45:15.400 --> 45:18.960
given that you've upleveled that pilot to be a mission manager.
45:18.960 --> 45:22.280
Now they can control multiple other aircraft,
45:22.280 --> 45:25.000
they can almost as extensions of your own aircraft
45:25.000 --> 45:27.160
flying alongside with you.
45:27.160 --> 45:30.240
So that's another example of how this is really
45:30.240 --> 45:31.560
coming to fruition.
45:31.560 --> 45:35.120
And then I mentioned the landings,
45:35.120 --> 45:38.080
but think about just the implications
45:38.080 --> 45:39.800
for humans and flight safety.
45:39.800 --> 45:41.800
And this goes a little bit back to the discussion
45:41.800 --> 45:45.720
we were having about how do you continuously improve
45:45.720 --> 45:48.920
the level of safety through automation
45:48.920 --> 45:52.120
while working through the complexities that automation
45:52.120 --> 45:53.320
introduces.
45:53.320 --> 45:55.520
So one of the challenges that you have in high performance
45:55.520 --> 45:57.480
fighter aircraft is what's called Glock.
45:57.480 --> 45:59.960
So this is G induced loss of consciousness.
45:59.960 --> 46:02.800
So you pull 9Gs, you're wearing a pressure suit,
46:02.800 --> 46:05.760
that's not enough to keep the blood going to your brain,
46:05.760 --> 46:07.760
you black out.
46:07.760 --> 46:12.320
And of course, that's bad if you happen to be flying low,
46:12.320 --> 46:17.520
near the deck, and in an obstacle or terrain environment.
46:17.520 --> 46:22.400
And so we developed a system in our aeronautics division
46:22.400 --> 46:26.040
called Auto GCAS, so Autonomous Ground Collision Avoidance
46:26.040 --> 46:27.400
System.
46:27.400 --> 46:30.080
And we built that into the F16.
46:30.080 --> 46:33.000
It's actually saved seven aircraft, eight pilots already.
46:33.000 --> 46:35.840
And the relatively short time it's been deployed,
46:35.840 --> 46:39.320
it was so successful that the Air Force said,
46:39.320 --> 46:41.480
hey, we need to have this in the F35 right away.
46:41.480 --> 46:46.400
So we've actually done testing of that now in the F35.
46:46.400 --> 46:50.200
And we've also integrated an autonomous air collision
46:50.200 --> 46:51.000
avoidance system.
46:51.000 --> 46:53.000
So I think the air to air problem.
46:53.000 --> 46:56.000
So now it's the integrated collision avoidance system.
46:56.000 --> 46:58.760
But these are the kinds of capabilities.
46:58.760 --> 46:59.920
I wouldn't call them AI.
46:59.920 --> 47:04.040
I mean, they're very sophisticated models
47:04.040 --> 47:08.080
of the aircraft's dynamics coupled with the terrain models
47:08.080 --> 47:12.240
to be able to predict when essentially the pilot is
47:12.240 --> 47:14.840
doing something that is going to take the aircraft into,
47:14.840 --> 47:18.120
or the pilot's not doing something in this case.
47:18.120 --> 47:23.280
But it just gives you an example of how autonomy can be really
47:23.280 --> 47:25.960
a lifesaver in today's world.
47:25.960 --> 47:29.160
It's like an autonomous automated emergency
47:29.160 --> 47:30.520
braking in cars.
47:30.520 --> 47:35.080
But is there any exploration of perception of, for example,
47:35.080 --> 47:39.640
detecting a Glock that the pilot is out,
47:39.640 --> 47:42.960
so as opposed to perceiving the external environment
47:42.960 --> 47:46.000
to infer that the pilot is out, but actually perceiving
47:46.000 --> 47:47.320
the pilot directly?
47:47.320 --> 47:48.880
Yeah, this is one of those cases where
47:48.880 --> 47:52.040
you'd like to not take action if you think the pilot's there.
47:52.040 --> 47:54.160
And it's almost like systems that try
47:54.160 --> 47:56.880
to detect if a driver is falling asleep on the road,
47:56.880 --> 48:00.000
right, with limited success.
48:00.000 --> 48:03.400
So I mean, this is what I call the system of last resort,
48:03.400 --> 48:06.880
right, where if the aircraft has determined
48:06.880 --> 48:10.880
that it's going into the terrain, get it out of there.
48:10.880 --> 48:12.960
And this is not something that we're just
48:12.960 --> 48:15.680
doing in the aircraft world.
48:15.680 --> 48:18.600
And I wanted to highlight, we have a technology we call Matrix,
48:18.600 --> 48:21.960
but this is developed at Sikorsky Innovations.
48:21.960 --> 48:26.080
The whole idea there is what we call optimal piloting,
48:26.080 --> 48:30.560
so not optional piloting or unpiloted,
48:30.560 --> 48:32.240
but optimal piloting.
48:32.240 --> 48:35.880
So an FAA certified system, so you
48:35.880 --> 48:37.400
have a high degree of confidence.
48:37.400 --> 48:40.560
It's generally pretty deterministic,
48:40.560 --> 48:43.880
so we know that it'll do in different situations,
48:43.880 --> 48:49.240
but effectively be able to fly a mission with two pilots,
48:49.240 --> 48:51.560
one pilot, no pilots.
48:51.560 --> 48:56.720
And you can think of it almost as like a dial of the level
48:56.720 --> 48:59.480
of autonomy that you want, so it's
48:59.480 --> 49:01.320
running in the background at all times
49:01.320 --> 49:04.040
and able to pick up tasks, whether it's
49:04.040 --> 49:10.160
sort of autopilot kinds of tasks or more sophisticated path
49:10.160 --> 49:12.040
planning kinds of activities.
49:12.040 --> 49:15.200
To be able to do things like, for example, land on an oil
49:15.200 --> 49:19.480
rig in the North Sea in bad weather, zero, zero conditions.
49:19.480 --> 49:20.880
And you can imagine, of course, there's
49:20.880 --> 49:24.560
a lot of military utility to capability like that.
49:24.560 --> 49:26.480
You could have an aircraft that you
49:26.480 --> 49:28.280
want to send out for a crewed mission,
49:28.280 --> 49:31.880
but then at night, if you want to use it to deliver supplies
49:31.880 --> 49:35.600
in an unmanned mode, that could be done as well.
49:35.600 --> 49:39.960
And so there's clear advantages there.
49:39.960 --> 49:41.840
But think about on the commercial side,
49:41.840 --> 49:44.560
if you're an aircraft taken, you're
49:44.560 --> 49:46.080
going to fly out to this oil rig.
49:46.080 --> 49:48.000
If you get out there and you can't land,
49:48.000 --> 49:51.200
then you've got to bring all those people back, reschedule
49:51.200 --> 49:53.080
another flight, pay the overtime for the crew
49:53.080 --> 49:55.280
that you just brought back because they didn't get what
49:55.280 --> 49:57.240
they were going to pay for the overtime for the folks that
49:57.240 --> 49:58.640
are out there on the oil rig.
49:58.640 --> 50:00.680
This is real economic.
50:00.680 --> 50:03.480
These are dollars and cents kinds of advantages
50:03.480 --> 50:06.000
that we're bringing in the commercial world as well.
50:06.000 --> 50:09.120
So this is a difficult question from the AI space
50:09.120 --> 50:11.600
that I would love it if we were able to comment.
50:11.600 --> 50:15.360
So a lot of this autonomy in AI you've mentioned just now
50:15.360 --> 50:17.040
has this empowering effect.
50:17.040 --> 50:20.400
One is the last resort, it keeps you safe.
50:20.400 --> 50:25.200
The other is there's with the teaming and in general,
50:25.200 --> 50:29.120
assistive AI.
50:29.120 --> 50:33.160
And I think there's always a race.
50:33.160 --> 50:36.960
So the world is full of the world is complex.
50:36.960 --> 50:41.160
It's full of bad actors.
50:41.160 --> 50:43.600
So there's often a race to make sure
50:43.600 --> 50:48.960
that we keep this country safe.
50:48.960 --> 50:52.120
But with AI, there is a concern that it's
50:52.120 --> 50:55.080
a slightly different race.
50:55.080 --> 50:56.760
There's a lot of people in the AI space
50:56.760 --> 50:59.600
that are concerned about the AI arms race.
50:59.600 --> 51:02.280
That as opposed to the United States
51:02.280 --> 51:05.400
becoming having the best technology
51:05.400 --> 51:09.160
and therefore keeping us safe, even we lose ability
51:09.160 --> 51:11.520
to keep control of it.
51:11.520 --> 51:16.800
So the AI arms race getting away from all of us humans.
51:16.800 --> 51:19.440
So do you share this worry?
51:19.440 --> 51:21.080
Do you share this concern when we're
51:21.080 --> 51:23.400
talking about military applications
51:23.400 --> 51:26.520
that too much control and decision making
51:26.520 --> 51:31.640
capabilities giving to software or AI?
51:31.640 --> 51:34.120
Well, I don't see it happening today.
51:34.120 --> 51:38.040
And in fact, this is something from a policy perspective.
51:38.040 --> 51:39.920
It's obviously a very dynamic space.
51:39.920 --> 51:42.800
But the Department of Defense has put quite a bit of thought
51:42.800 --> 51:44.280
into that.
51:44.280 --> 51:46.560
And maybe before talking about the policy,
51:46.560 --> 51:48.920
I'll just talk about some of the why.
51:48.920 --> 51:52.640
And you alluded to it being sort of a complicated and a little
51:52.640 --> 51:54.040
bit scary world out there.
51:54.040 --> 51:57.280
But there's some big things happening today.
51:57.280 --> 52:00.600
You hear a lot of talk now about a return to great powers
52:00.600 --> 52:05.400
competition, particularly around China and Russia with the US.
52:05.400 --> 52:09.400
But there are some other big players out there as well.
52:09.400 --> 52:13.400
And what we've seen is the deployment
52:13.400 --> 52:20.480
of some very, I'd say, concerning new weapons systems,
52:20.480 --> 52:24.520
particularly with Russia and breaching some of the IRBM,
52:24.520 --> 52:26.040
intermediate range ballistic missile
52:26.040 --> 52:29.480
treaties that's been in the news a lot.
52:29.480 --> 52:33.640
The building of islands, artificial islands in the South
52:33.640 --> 52:38.720
China Sea by the Chinese, and then arming those islands.
52:38.720 --> 52:42.880
The annexation of Crimea by Russia,
52:42.880 --> 52:44.800
the invasion of Ukraine.
52:44.800 --> 52:47.160
So there's some pretty scary things.
52:47.160 --> 52:51.640
And then you add on top of that, the North Korean threat has
52:51.640 --> 52:52.960
certainly not gone away.
52:52.960 --> 52:56.680
There's a lot going on in the Middle East with Iran in particular.
52:56.680 --> 53:02.360
And we see this global terrorism threat has not abated, right?
53:02.360 --> 53:06.080
So there are a lot of reasons to look for technology
53:06.080 --> 53:08.160
to assist with those problems, whether it's
53:08.160 --> 53:11.240
AI or other technologies like hypersonage, which
53:11.240 --> 53:13.000
was which we discussed.
53:13.000 --> 53:17.280
So now, let me give just a couple of hypotheticals.
53:17.280 --> 53:22.320
So people react sort of in the second time frame, right?
53:22.320 --> 53:27.760
You're photon hitting your eye to a movement
53:27.760 --> 53:30.600
is on the order of a few tenths of a second
53:30.600 --> 53:34.440
kinds of processing times.
53:34.440 --> 53:38.240
Roughly speaking, computers are operating
53:38.240 --> 53:41.560
in the nanosecond time scale, right?
53:41.560 --> 53:44.640
So just to bring home what that means,
53:44.640 --> 53:50.640
a nanosecond to a second is like a second to 32 years.
53:50.640 --> 53:53.920
So seconds on the battlefield, in that sense,
53:53.920 --> 53:56.600
literally are lifetimes.
53:56.600 --> 54:01.920
And so if you can bring an autonomous or AI enabled
54:01.920 --> 54:05.480
capability that will enable the human to shrink,
54:05.480 --> 54:07.480
maybe you've heard the term the OODA loop.
54:07.480 --> 54:12.120
So this whole idea that a typical battlefield decision
54:12.120 --> 54:15.800
is characterized by observe.
54:15.800 --> 54:19.040
So information comes in, orient.
54:19.040 --> 54:21.240
What does that mean in the context?
54:21.240 --> 54:23.040
Decide, what do I do about it?
54:23.040 --> 54:25.160
And then act, take that action.
54:25.160 --> 54:27.320
If you can use these capabilities
54:27.320 --> 54:30.400
to compress that OODA loop to stay
54:30.400 --> 54:32.200
inside what your adversary is doing,
54:32.200 --> 54:37.640
that's an incredible, powerful force on the battlefield.
54:37.640 --> 54:39.120
That's a really nice way to put it,
54:39.120 --> 54:41.680
that the role of AI in computing in general
54:41.680 --> 54:46.000
has a lot to benefit from just decreasing from 32 years
54:46.000 --> 54:49.680
to one second, as opposed to on the scale of seconds
54:49.680 --> 54:51.480
and minutes and hours making decisions
54:51.480 --> 54:53.400
that humans are better at making.
54:53.400 --> 54:54.960
And it actually goes the other way, too.
54:54.960 --> 54:57.160
So that's on the short time scale.
54:57.160 --> 55:00.600
So humans kind of work in the one second, two seconds
55:00.600 --> 55:01.520
to eight hours.
55:01.520 --> 55:04.320
After eight hours, you get tired.
55:04.320 --> 55:07.480
You got to go to the bathroom, whatever the case might be.
55:07.480 --> 55:09.720
So there's this whole range of other things.
55:09.720 --> 55:16.560
Think about surveillance and guarding facilities.
55:16.560 --> 55:20.480
Think about moving material, logistics, sustainment.
55:20.480 --> 55:23.280
A lot of these what they call dull, dirty, and dangerous
55:23.280 --> 55:26.160
things that you need to have sustained activity,
55:26.160 --> 55:28.000
but it's sort of beyond the length of time
55:28.000 --> 55:30.920
that a human can practically do as well.
55:30.920 --> 55:34.200
So there's this range of things that
55:34.200 --> 55:39.080
are critical in military and defense applications
55:39.080 --> 55:43.200
that AI and autonomy are particularly well suited to.
55:43.200 --> 55:45.840
Now, the interesting question that you brought up
55:45.840 --> 55:49.840
is, OK, how do you make sure that stays within human control?
55:49.840 --> 55:52.320
So that was the context for the policy.
55:52.320 --> 55:56.160
And so there is a DOD directive called 3,000.09,
55:56.160 --> 55:58.520
because that's the way we name stuff in this world.
56:01.720 --> 56:04.240
And I'd say it's well worth reading.
56:04.240 --> 56:07.240
It's only a couple pages long, but it makes some key points.
56:07.240 --> 56:09.480
And it's really around making sure
56:09.480 --> 56:14.840
that there's human agency and control over use
56:14.840 --> 56:20.240
of semi autonomous and autonomous weapons systems,
56:20.240 --> 56:23.800
making sure that these systems are tested, verified,
56:23.800 --> 56:28.200
and evaluated in realistic, real world type scenarios,
56:28.200 --> 56:29.960
making sure that the people are actually
56:29.960 --> 56:32.440
trained on how to use them, making sure
56:32.440 --> 56:36.160
that the systems have human machine interfaces that
56:36.160 --> 56:39.320
can show what state they're in and what kinds of decisions
56:39.320 --> 56:41.080
they're making, making sure that you
56:41.080 --> 56:45.800
establish doctrine and tactics and techniques and procedures
56:45.800 --> 56:48.240
for the use of these kinds of systems.
56:48.240 --> 56:52.880
And so, and by the way, I mean, none of this is easy,
56:52.880 --> 56:56.480
but I'm just trying to lay kind of the picture of how
56:56.480 --> 56:59.080
the US has said, this is the way we're
56:59.080 --> 57:02.600
going to treat AI and autonomous systems,
57:02.600 --> 57:04.600
that it's not a free for all.
57:04.600 --> 57:08.120
And like there are rules of war and rules of engagement
57:08.120 --> 57:10.600
with other kinds of systems, think chemical weapons,
57:10.600 --> 57:13.080
biological weapons, we need to think
57:13.080 --> 57:15.760
about the same sorts of implications.
57:15.760 --> 57:17.920
And this is something that's really important for Lockheed
57:17.920 --> 57:20.680
Martin, I mean, obviously we are 100%
57:20.680 --> 57:26.400
complying with our customer and the policies and regulations.
57:26.400 --> 57:30.760
But I mean, AI is an incredible enabler, say,
57:30.760 --> 57:32.360
within the walls of Lockheed Martin
57:32.360 --> 57:35.640
in terms of improving production efficiency,
57:35.640 --> 57:38.240
helping engineers doing generative design,
57:38.240 --> 57:42.040
improving logistics, driving down energy costs.
57:42.040 --> 57:44.320
I mean, there's so many applications.
57:44.320 --> 57:47.440
But we're also very interested in some
57:47.440 --> 57:50.000
of the elements of ethical application
57:50.000 --> 57:51.800
within Lockheed Martin.
57:51.800 --> 57:56.720
So we need to make sure that things like privacy is taken care
57:56.720 --> 57:59.240
of, that we do everything we can to drive out
57:59.240 --> 58:03.440
bias in AI enabled kinds of systems,
58:03.440 --> 58:06.280
that we make sure that humans are involved in decisions
58:06.280 --> 58:10.600
that we're not just delegating accountability to algorithms.
58:10.600 --> 58:14.480
And so for us, I talked about culture before,
58:14.480 --> 58:17.840
and it comes back to sort of the Lockheed Martin culture
58:17.840 --> 58:19.200
and our core values.
58:19.200 --> 58:21.680
And so it's pretty simple for us to do what's right,
58:21.680 --> 58:24.200
respect others, perform with excellence.
58:24.200 --> 58:27.880
And now how do we tie that back to the ethical principles
58:27.880 --> 58:31.960
that will govern how AI is used within Lockheed Martin?
58:31.960 --> 58:35.520
And we actually have a world, so you might not know this,
58:35.520 --> 58:37.680
but they're actually awards for ethics programs.
58:37.680 --> 58:41.400
Lockheed Martin's had a recognized ethics program
58:41.400 --> 58:43.600
for many years, and this is one of the things
58:43.600 --> 58:47.760
that our ethics team is working with our engineering team on.
58:47.760 --> 58:51.240
One of the miracles to me, perhaps a layman,
58:51.240 --> 58:53.680
again, I was born in the Soviet Union,
58:53.680 --> 58:58.400
so I have echoes, at least in my family history of World War
58:58.400 --> 59:02.080
II and the Cold War, do you have a sense
59:02.080 --> 59:06.120
of why human civilization has not destroyed itself
59:06.120 --> 59:09.120
through nuclear war, so nuclear deterrence?
59:09.120 --> 59:12.760
And thinking about the future, this technology
59:12.760 --> 59:15.080
of our role to play here, and what
59:15.080 --> 59:20.440
is the long term future of nuclear deterrence look like?
59:20.440 --> 59:25.760
Yeah, this is one of those hard, hard questions.
59:25.760 --> 59:28.960
And I should note that Lockheed Martin is both proud
59:28.960 --> 59:31.480
and privileged to play a part in multiple legs
59:31.480 --> 59:35.880
of our nuclear and strategic deterrent systems
59:35.880 --> 59:41.800
like the Trident submarine launch ballistic missiles.
59:41.800 --> 59:47.320
You talk about, is there still a possibility
59:47.320 --> 59:49.080
that human race could destroy itself?
59:49.080 --> 59:54.520
I'd say that possibility is real, but interestingly,
59:54.520 --> 59:58.600
in some sense, I think the strategic deterrence
59:58.600 --> 1:00:03.400
have prevented the kinds of incredibly destructive world
1:00:03.400 --> 1:00:07.280
wars that we saw in the first half of the 20th century.
1:00:07.280 --> 1:00:10.880
Now, things have gotten more complicated since that time
1:00:10.880 --> 1:00:12.280
and since the Cold War.
1:00:12.280 --> 1:00:16.560
It is more of a multipolar, great powers world today.
1:00:16.560 --> 1:00:19.000
Just to give you an example, back then,
1:00:19.000 --> 1:00:21.840
there were in the Cold War timeframe
1:00:21.840 --> 1:00:24.160
just a handful of nations that had ballistic missile
1:00:24.160 --> 1:00:25.960
capability.
1:00:25.960 --> 1:00:28.200
By last count, and this is a few years old,
1:00:28.200 --> 1:00:31.200
there's over 70 nations today that have that,
1:00:31.200 --> 1:00:38.000
similar kinds of numbers in terms of space based capabilities.
1:00:38.000 --> 1:00:42.520
So the world has gotten more complex and more challenging
1:00:42.520 --> 1:00:46.040
and the threats, I think, have proliferated in ways
1:00:46.040 --> 1:00:49.480
that we didn't expect.
1:00:49.480 --> 1:00:51.920
The nation today is in the middle
1:00:51.920 --> 1:00:55.280
of a recapitalization of our strategic deterrent.
1:00:55.280 --> 1:00:58.680
I look at that as one of the most important things
1:00:58.680 --> 1:01:00.240
that our nation can do.
1:01:00.240 --> 1:01:01.840
What is involved in deterrence?
1:01:01.840 --> 1:01:08.000
Is it being ready to attack?
1:01:08.000 --> 1:01:11.520
Or is it the defensive systems that catch attacks?
1:01:11.520 --> 1:01:13.120
A little bit of both, and so it's
1:01:13.120 --> 1:01:16.600
a complicated game theoretical kind of program.
1:01:16.600 --> 1:01:23.280
But ultimately, we are trying to prevent the use
1:01:23.280 --> 1:01:24.880
of any of these weapons.
1:01:24.880 --> 1:01:28.000
And the theory behind prevention is
1:01:28.000 --> 1:01:33.280
that even if an adversary uses a weapon against you,
1:01:33.280 --> 1:01:37.600
you have the capability to essentially strike back
1:01:37.600 --> 1:01:40.800
and do harm to them that's unacceptable.
1:01:40.800 --> 1:01:44.880
And so that will deter them from making use
1:01:44.880 --> 1:01:48.000
of these weapons systems.
1:01:48.000 --> 1:01:50.760
The deterrence calculus has changed, of course,
1:01:50.760 --> 1:01:56.320
with more nations now having these kinds of weapons.
1:01:56.320 --> 1:01:59.120
But I think from my perspective, it's
1:01:59.120 --> 1:02:05.000
very important to maintain a strategic deterrent.
1:02:05.000 --> 1:02:08.760
You have to have systems that you will know will work
1:02:08.760 --> 1:02:10.920
when they're required to work.
1:02:10.920 --> 1:02:12.640
And you know that they have to be
1:02:12.640 --> 1:02:16.440
adaptable to a variety of different scenarios
1:02:16.440 --> 1:02:17.680
in today's world.
1:02:17.680 --> 1:02:20.320
And so that's what this recapitalization of systems
1:02:20.320 --> 1:02:23.200
that were built over previous decades,
1:02:23.200 --> 1:02:26.640
making sure that they are appropriate not just for today,
1:02:26.640 --> 1:02:29.080
but for the decades to come.
1:02:29.080 --> 1:02:32.160
So the other thing I'd really like to note
1:02:32.160 --> 1:02:40.120
is strategic deterrence has a very different character today.
1:02:40.120 --> 1:02:42.360
We used to think of weapons of mass destruction
1:02:42.360 --> 1:02:45.720
in terms of nuclear, chemical, biological.
1:02:45.720 --> 1:02:48.640
And today we have a cyber threat.
1:02:48.640 --> 1:02:54.320
We've seen examples of the use of cyber weaponry.
1:02:54.320 --> 1:02:58.520
And if you think about the possibilities
1:02:58.520 --> 1:03:03.880
of using cyber capabilities or an adversary attacking the US
1:03:03.880 --> 1:03:07.560
to take out things like critical infrastructure,
1:03:07.560 --> 1:03:12.840
electrical grids, water systems, those
1:03:12.840 --> 1:03:16.280
are scenarios that are strategic in nature
1:03:16.280 --> 1:03:19.040
to the survival of a nation as well.
1:03:19.040 --> 1:03:23.000
So that is the kind of world that we live in today.
1:03:23.000 --> 1:03:26.640
And part of my hope on this is one
1:03:26.640 --> 1:03:30.840
that we can also develop technological systems,
1:03:30.840 --> 1:03:33.640
perhaps enabled by AI and autonomy,
1:03:33.640 --> 1:03:38.600
that will allow us to contain and to fight back
1:03:38.600 --> 1:03:42.840
against these kinds of new threats that were not
1:03:42.840 --> 1:03:46.280
conceived when we first developed our strategic deterrence.
1:03:46.280 --> 1:03:48.360
Yeah, I know that Lockheed is involved in cyber.
1:03:48.360 --> 1:03:52.040
So I saw that you mentioned that.
1:03:52.040 --> 1:03:54.440
It's an incredibly change.
1:03:54.440 --> 1:03:57.360
Nuclear almost seems easier than cyber,
1:03:57.360 --> 1:03:58.680
because there's so many attack.
1:03:58.680 --> 1:04:01.720
There's so many ways that cyber can evolve
1:04:01.720 --> 1:04:03.400
in such an uncertain future.
1:04:03.400 --> 1:04:05.800
But talking about engineering with a mission,
1:04:05.800 --> 1:04:09.680
I mean, in this case, your engineering systems
1:04:09.680 --> 1:04:13.880
that basically save the world.
1:04:13.880 --> 1:04:18.040
Well, like I said, we're privileged to work
1:04:18.040 --> 1:04:20.000
on some very challenging problems
1:04:20.000 --> 1:04:23.360
for very critical customers here in the US
1:04:23.360 --> 1:04:26.920
and with our allies abroad as well.
1:04:26.920 --> 1:04:30.800
Lockheed builds both military and nonmilitary systems.
1:04:30.800 --> 1:04:32.960
And perhaps the future of Lockheed
1:04:32.960 --> 1:04:35.360
may be more in nonmilitary applications
1:04:35.360 --> 1:04:38.320
if you talk about space and beyond.
1:04:38.320 --> 1:04:41.480
I say that as a preface to a difficult question.
1:04:41.480 --> 1:04:46.200
So President Eisenhower in 1961 in his farewell address
1:04:46.200 --> 1:04:49.080
talked about the military industrial complex
1:04:49.080 --> 1:04:52.800
and that it shouldn't grow beyond what is needed.
1:04:52.800 --> 1:04:55.880
So what are your thoughts on those words
1:04:55.880 --> 1:04:58.800
on the military industrial complex,
1:04:58.800 --> 1:05:04.080
on the concern of growth of their developments
1:05:04.080 --> 1:05:07.120
beyond what may be needed?
1:05:07.120 --> 1:05:12.400
That what may be needed is a critical phrase, of course.
1:05:12.400 --> 1:05:14.960
And I think it is worth pointing out, as you noted,
1:05:14.960 --> 1:05:19.360
that Lockheed Martin, we're in a number of commercial businesses
1:05:19.360 --> 1:05:23.960
from energy to space to commercial aircraft.
1:05:23.960 --> 1:05:28.640
And so I wouldn't neglect the importance
1:05:28.640 --> 1:05:32.160
of those parts of our business as well.
1:05:32.160 --> 1:05:34.480
I think the world is dynamic.
1:05:34.480 --> 1:05:38.880
And there was a time, it doesn't seem that long ago to me,
1:05:38.880 --> 1:05:41.840
was I was a graduate student here at MIT
1:05:41.840 --> 1:05:43.320
and we were talking about the peace
1:05:43.320 --> 1:05:45.760
dividend at the end of the Cold War.
1:05:45.760 --> 1:05:49.200
If you look at expenditure on military systems
1:05:49.200 --> 1:05:55.640
as a fraction of GDP, we're far below peak levels of the past.
1:05:55.640 --> 1:05:59.120
And to me, at least, it looks like a time
1:05:59.120 --> 1:06:02.920
where you're seeing global threats changing in a way that
1:06:02.920 --> 1:06:06.920
would warrant relevant investments
1:06:06.920 --> 1:06:10.920
in defensive capabilities.
1:06:10.920 --> 1:06:18.520
The other thing I'd note, for military and defensive systems,
1:06:18.520 --> 1:06:21.440
it's not quite a free market, right?
1:06:21.440 --> 1:06:25.720
We don't sell to people on the street.
1:06:25.720 --> 1:06:29.440
And that warrants a very close partnership
1:06:29.440 --> 1:06:34.280
between, I'd say, the customers and the people that design,
1:06:34.280 --> 1:06:39.200
build, and maintain these systems because
1:06:39.200 --> 1:06:44.920
of the very unique nature, the very difficult requirements,
1:06:44.920 --> 1:06:49.440
the very great importance on safety
1:06:49.440 --> 1:06:54.560
and on operating the way they're intended every time.
1:06:54.560 --> 1:06:57.680
And so that does create, and it's frankly
1:06:57.680 --> 1:06:59.560
one of Lockheed Martin's great strengths
1:06:59.560 --> 1:07:01.920
is that we have this expertise built up
1:07:01.920 --> 1:07:05.440
over many years in partnership with our customers
1:07:05.440 --> 1:07:08.360
to be able to design and build these systems that
1:07:08.360 --> 1:07:11.600
meet these very unique mission needs.
1:07:11.600 --> 1:07:14.400
Yeah, because building those systems very costly,
1:07:14.400 --> 1:07:16.120
there's very little room for mistake.
1:07:16.120 --> 1:07:19.000
I mean, it's just Ben Rich's book and so on
1:07:19.000 --> 1:07:20.360
just tells the story.
1:07:20.360 --> 1:07:22.440
It's nowhere I can just reading it.
1:07:22.440 --> 1:07:24.400
If you're an engineer, it reads like a thriller.
1:07:24.400 --> 1:07:30.680
OK, let's go back to space for a second.
1:07:30.680 --> 1:07:33.080
I'm always happy to go back to space.
1:07:33.080 --> 1:07:38.320
So a few quick, maybe out there, maybe fun questions,
1:07:38.320 --> 1:07:40.520
maybe a little provocative.
1:07:40.520 --> 1:07:46.560
What are your thoughts on the efforts of the new folks,
1:07:46.560 --> 1:07:48.840
SpaceX and Elon Musk?
1:07:48.840 --> 1:07:50.880
What are your thoughts about what Elon is doing?
1:07:50.880 --> 1:07:55.320
Do you see him as competition, do you enjoy competition?
1:07:55.320 --> 1:07:56.440
What are your thoughts?
1:07:56.440 --> 1:08:00.160
First of all, certainly Elon, I'd
1:08:00.160 --> 1:08:03.200
say SpaceX and some of his other ventures
1:08:03.200 --> 1:08:08.160
are definitely a competitive force in the space industry.
1:08:08.160 --> 1:08:09.880
And do we like competition?
1:08:09.880 --> 1:08:11.520
Yeah, we do.
1:08:11.520 --> 1:08:15.480
And we think we're very strong competitors.
1:08:15.480 --> 1:08:20.800
I think competition is what the US is founded on
1:08:20.800 --> 1:08:24.680
in a lot of ways and always coming up with a better way.
1:08:24.680 --> 1:08:29.480
And I think it's really important to continue
1:08:29.480 --> 1:08:33.000
to have fresh eyes coming in, new innovation.
1:08:33.000 --> 1:08:35.480
I do think it's important to have level playing fields.
1:08:35.480 --> 1:08:38.760
And so you want to make sure that you're not
1:08:38.760 --> 1:08:42.800
giving different requirements to different players.
1:08:42.800 --> 1:08:47.560
But I tell people, I spent a lot of time at places like MIT.
1:08:47.560 --> 1:08:50.600
I'm going to be at the MIT Beaver Works Summer Institute
1:08:50.600 --> 1:08:52.120
over the weekend here.
1:08:52.120 --> 1:08:55.040
And I tell people, this is the most exciting time
1:08:55.040 --> 1:08:58.400
to be in the space business in my entire life.
1:08:58.400 --> 1:09:02.960
And it is this explosion of new capabilities
1:09:02.960 --> 1:09:06.960
that have been driven by things like the massive increase
1:09:06.960 --> 1:09:10.920
in computing power, things like the massive increase
1:09:10.920 --> 1:09:15.120
in comms capabilities, advanced and additive manufacturing,
1:09:15.120 --> 1:09:18.800
are really bringing down the barriers to entry
1:09:18.800 --> 1:09:21.880
in this field and it's driving just incredible innovation.
1:09:21.880 --> 1:09:23.600
It's happening at startups, but it's also
1:09:23.600 --> 1:09:25.400
happening at Lockheed Martin.
1:09:25.400 --> 1:09:27.600
I did not realize this, but Lockheed Martin, working
1:09:27.600 --> 1:09:31.360
with Stanford, actually built the first cubes that
1:09:31.360 --> 1:09:35.120
was launched here out of the US that was called Quakesat.
1:09:35.120 --> 1:09:37.440
And we did that with Stellar Solutions.
1:09:37.440 --> 1:09:41.640
This was right around just after 2000, I guess.
1:09:41.640 --> 1:09:45.480
And so we've been in that from the very beginning.
1:09:45.480 --> 1:09:50.080
And I talked about some of these like Maya and Orion,
1:09:50.080 --> 1:09:54.760
but we're in the middle of what we call smartsats and software
1:09:54.760 --> 1:09:58.800
to find satellites that can essentially restructure and remap
1:09:58.800 --> 1:10:02.400
their purpose, their mission on orbit
1:10:02.400 --> 1:10:06.520
to give you almost unlimited flexibility for these satellites
1:10:06.520 --> 1:10:08.000
over their lifetimes.
1:10:08.000 --> 1:10:10.200
So those are just a couple of examples,
1:10:10.200 --> 1:10:13.440
but yeah, this is a great time to be in space.
1:10:13.440 --> 1:10:14.360
Absolutely.
1:10:14.360 --> 1:10:20.160
So Wright Brothers flew for the first time 116 years ago.
1:10:20.160 --> 1:10:23.040
So now we have supersonic stealth planes
1:10:23.040 --> 1:10:25.440
and all the technology we've talked about.
1:10:25.440 --> 1:10:29.280
What innovations, obviously you can't predict the future,
1:10:29.280 --> 1:10:32.440
but do you see Lockheed in the next 100 years?
1:10:32.440 --> 1:10:36.800
If you take that same leap, how will the world of technology
1:10:36.800 --> 1:10:37.840
and engineering change?
1:10:37.840 --> 1:10:39.320
I know it's an impossible question,
1:10:39.320 --> 1:10:42.920
but nobody could have predicted that we could even
1:10:42.920 --> 1:10:45.800
fly 120 years ago.
1:10:45.800 --> 1:10:50.640
So what do you think is the edge of possibility
1:10:50.640 --> 1:10:52.680
that we're going to be exploring in the next 100 years?
1:10:52.680 --> 1:10:55.440
I don't know that there is an edge.
1:10:55.440 --> 1:11:00.760
We've been around for almost that entire time, right?
1:11:00.760 --> 1:11:03.840
The Lockheed Brothers and Glenn L. Martin
1:11:03.840 --> 1:11:07.960
starting their companies in the basement of a church
1:11:07.960 --> 1:11:11.840
and an old service station.
1:11:11.840 --> 1:11:14.240
We're very different companies today
1:11:14.240 --> 1:11:15.720
than we were back then, right?
1:11:15.720 --> 1:11:17.680
And that's because we've continuously
1:11:17.680 --> 1:11:21.680
reinvented ourselves over all of those decades.
1:11:21.680 --> 1:11:24.320
I think it's fair to say, I know this for sure,
1:11:24.320 --> 1:11:27.840
the world of the future, it's going to move faster,
1:11:27.840 --> 1:11:29.320
it's going to be more connected,
1:11:29.320 --> 1:11:31.640
it's going to be more autonomous,
1:11:31.640 --> 1:11:36.160
and it's going to be more complex than it is today.
1:11:36.160 --> 1:11:39.680
And so this is the world as a CTO of Lockheed Martin
1:11:39.680 --> 1:11:41.560
that I think about, what are the technologies
1:11:41.560 --> 1:11:42.720
that we have to invest in?
1:11:42.720 --> 1:11:45.480
Whether it's things like AI and autonomy,
1:11:45.480 --> 1:11:47.280
you can think about quantum computing,
1:11:47.280 --> 1:11:49.120
which is an area that we've invested in
1:11:49.120 --> 1:11:53.520
to try to stay ahead of these technological changes
1:11:53.520 --> 1:11:56.280
and frankly, some of the threats that are out there.
1:11:56.280 --> 1:11:58.360
And I believe that we're going to be out there
1:11:58.360 --> 1:12:00.840
in the solar system, that we're going to be defending
1:12:00.840 --> 1:12:04.960
and defending well against probably military threats
1:12:04.960 --> 1:12:08.120
that nobody has even thought about today.
1:12:08.120 --> 1:12:12.400
We are going to be, we're going to use these capabilities
1:12:12.400 --> 1:12:15.720
to have far greater knowledge of our own planet,
1:12:15.720 --> 1:12:19.320
the depths of the oceans, all the way to the upper reaches
1:12:19.320 --> 1:12:21.400
of the atmosphere and everything out to the sun
1:12:21.400 --> 1:12:23.440
and to the edge of the solar system.
1:12:23.440 --> 1:12:26.760
So that's what I look forward to.
1:12:26.760 --> 1:12:30.840
And I'm excited, I mean, just looking ahead
1:12:30.840 --> 1:12:33.360
in the next decade or so to the steps
1:12:33.360 --> 1:12:35.320
that I see ahead of us in that time.
1:12:35.320 --> 1:12:38.240
I don't think there's a better place to end.
1:12:38.240 --> 1:12:39.600
Okay, thank you so much.
1:12:39.600 --> 1:12:41.800
Lex, it's been a real pleasure and sorry,
1:12:41.800 --> 1:12:43.400
it took so long to get up here,
1:12:43.400 --> 1:13:05.680
but glad we were able to make it happen.
|