[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-82109ba3b9adde1d-ai-50x-faster-bottlenecked-by-human-tools-rebuild-summary":3,"summaries-facets-categories":98,"summary-related-82109ba3b9adde1d-ai-50x-faster-bottlenecked-by-human-tools-rebuild-summary":3667},{"id":4,"title":5,"ai":6,"body":13,"categories":52,"created_at":54,"date_modified":54,"description":46,"extension":55,"faq":54,"featured":56,"kicker_label":54,"meta":57,"navigation":80,"path":81,"published_at":82,"question":54,"scraped_at":83,"seo":84,"sitemap":85,"source_id":86,"source_name":87,"source_type":88,"source_url":89,"stem":90,"tags":91,"thumbnail_url":54,"tldr":95,"tweet":54,"unknown_tags":96,"__hash__":97},"summaries\u002Fsummaries\u002F82109ba3b9adde1d-ai-50x-faster-bottlenecked-by-human-tools-rebuild--summary.md","AI 50x Faster, Bottlenecked by Human Tools: Rebuild for Agents",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8554,1924,15870,0.0026503,{"type":14,"value":15,"toc":45},"minimark",[16,21,25,29,32,35,38,42],[17,18,20],"h2",{"id":19},"human-tools-bottleneck-superfast-ai-agents","Human Tools Bottleneck Superfast AI Agents",[22,23,24],"p",{},"AI agents now reason 10-50x faster than humans on tasks like coding, where 20-40% of FANG code is AI-written and Anthropic's Claude writes 80% of its own code. Jeff Dean (Google Chief Scientist) states that even infinitely fast models yield only 2-3x productivity gains because tool overhead—compilers, APIs, file systems, CRMs—dominates wall-clock time, designed for human speeds like pagination (100 rows\u002Fpage), timeouts, logins, and startups. Agents consume 10-20,000 tokens\u002Fsecond per user (NVIDIA's Bill Dally), but 90% of data center power now goes to inference, not training. Optimizing models alone fails: every faster model increases relative tool drag, turning 30% overhead into 60%. Leaders sticking to human-in-the-loop workflows lose ground as agent loops spend most time on tools, not thinking.",[17,26,28],{"id":27},"rebuild-infrastructure-in-three-radical-layers","Rebuild Infrastructure in Three Radical Layers",[22,30,31],{},"Layer 1 accelerates existing tools: JavaScript shifts to Rust\u002FGo\u002FZig for 10x+ speed (TypeScript 7 in Go); Rust's strict compiler verifies agent-generated code, enabling 38k-line projects like Lee Robinson's zero-dependency image compressor. Enterprise lags—Salesforce\u002FSAP still paginate at human speeds—but MCP wrappers on human APIs waste agent time parsing pagination.",[22,33,34],{},"Layer 2 replaces human interfaces with agent-native primitives: OpenAI's persistent containers\u002Fshells keep agents alive for days without restarts; server-side compaction avoids reloads. BranchFS enables sub-millisecond copy-on-write branches for rapid agent experimentation (\"try this, kill if fails\"). Shared KV caches cut multi-agent latency 3-4x by bypassing text-based comms.",[22,36,37],{},"Layer 3 applies AI's \"bitter lesson\"—general computation beats human engineering—to the full stack: agent-evaluated code eliminates human inspection; primitives must be CPU-clock fast (milliseconds as eternities) so model advances don't amplify overhead. Durable strategy: build minimal agent scaffolding faster than agent thinking, not iterative human tweaks.",[17,39,41],{"id":40},"humans-thrive-in-four-roles-above-agent-loops","Humans Thrive in Four Roles Above Agent Loops",[22,43,44],{},"Agents handle execution; humans operate \"above the loop\" at superhuman speeds. Four durable roles: (1) Tool-using generalists (vibe coders) spark and direct long-running agents; (2) Pipeline engineers build\u002Fmaintain secure data flows\u002Finfra; (3) Salespeople\u002Frelationship builders close human deals (agents may hire them for close rates); (4) Overseers (CEO-types) brake bad paths, lead teams, accept strategic inefficiencies. Optional fifth: Creatives envision polished experiences (rare, like Steve Jobs). Teams need these for agentic economies—produce with AI, build pipelines, do business, grow up. This promotes humans to strategy\u002Fcoordination, not demotes to operators.",{"title":46,"searchDepth":47,"depth":47,"links":48},"",2,[49,50,51],{"id":19,"depth":47,"text":20},{"id":27,"depth":47,"text":28},{"id":40,"depth":47,"text":41},[53],"AI & LLMs",null,"md",false,{"content_references":58,"triage":75},[59,64,68,70],{"type":60,"title":61,"url":62,"context":63},"other","Your AI Is 50x Faster. You're Getting 2x. You're Fixing the Wrong Thing.","https:\u002F\u002Fnatesnewsletter.substack.com\u002Fp\u002Fyour-ai-is-50x-faster-your-tools?r=1z4sm5&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true","mentioned",{"type":65,"title":66,"url":67,"context":63},"podcast","AI News & Strategy Daily with Nate B. Jones","https:\u002F\u002Fpodcasts.apple.com\u002Fus\u002Fpodcast\u002Fai-news-strategy-daily-with-nate-b-jones\u002Fid1877109372",{"type":65,"title":66,"url":69,"context":63},"https:\u002F\u002Fopen.spotify.com\u002Fshow\u002F0gkFdjd1wptEKJKLu9LbZ4",{"type":71,"title":72,"author":73,"context":74},"event","GTC","Jeff Dean","cited",{"relevance":76,"novelty":77,"quality":77,"actionability":77,"composite":78,"reasoning":79},5,4,4.35,"Category: AI Automation. The article provides a deep dive into how AI agents can operate significantly faster than humans but are hindered by existing human-centric tools, addressing a core pain point for product builders. It offers actionable insights on rebuilding infrastructure in three layers to optimize AI performance, which is directly applicable to developers and founders looking to enhance their AI-powered products.",true,"\u002Fsummaries\u002F82109ba3b9adde1d-ai-50x-faster-bottlenecked-by-human-tools-rebuild-summary","2026-04-16 14:01:00","2026-04-21 15:10:38",{"title":5,"description":46},{"loc":81},"b01ea923739ccd99","AI News & Strategy Daily | Nate B Jones","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=XlfumXPPrLY","summaries\u002F82109ba3b9adde1d-ai-50x-faster-bottlenecked-by-human-tools-rebuild--summary",[92,93,94],"agents","ai-automation","software-engineering","AI agents operate 50x faster than humans but gain only 2-3x productivity due to human-calibrated tools. Fix by rebuilding infrastructure in 3 layers; humans shift to 4 roles above the loop: generalist, pipeline builder, salesperson, overseer.",[93,94],"GTwG6rjHdWWND8wI4Qe6VD9eLcjEoiKJg7VjLnHC2Qo",[99,102,105,107,110,113,115,117,119,121,123,125,128,130,132,134,136,138,140,142,144,146,149,152,154,156,159,161,163,166,168,170,172,174,176,178,180,182,184,186,188,190,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665],{"categories":100},[101],"Developer Productivity",{"categories":103},[104],"Business & SaaS",{"categories":106},[53],{"categories":108},[109],"AI Automation",{"categories":111},[112],"Product Strategy",{"categories":114},[53],{"categories":116},[101],{"categories":118},[104],{"categories":120},[],{"categories":122},[53],{"categories":124},[],{"categories":126},[127],"AI News & Trends",{"categories":129},[109],{"categories":131},[127],{"categories":133},[109],{"categories":135},[109],{"categories":137},[53],{"categories":139},[53],{"categories":141},[127],{"categories":143},[53],{"categories":145},[],{"categories":147},[148],"Design & Frontend",{"categories":150},[151],"Data Science & Visualization",{"categories":153},[127],{"categories":155},[],{"categories":157},[158],"Software Engineering",{"categories":160},[53],{"categories":162},[109],{"categories":164},[165],"Marketing & Growth",{"categories":167},[53],{"categories":169},[109],{"categories":171},[],{"categories":173},[],{"categories":175},[148],{"categories":177},[109],{"categories":179},[101],{"categories":181},[148],{"categories":183},[53],{"categories":185},[109],{"categories":187},[127],{"categories":189},[],{"categories":191},[],{"categories":193},[109],{"categories":195},[158],{"categories":197},[],{"categories":199},[104],{"categories":201},[],{"categories":203},[],{"categories":205},[109],{"categories":207},[109],{"categories":209},[53],{"categories":211},[],{"categories":213},[158],{"categories":215},[],{"categories":217},[],{"categories":219},[],{"categories":221},[53],{"categories":223},[165],{"categories":225},[148],{"categories":227},[148],{"categories":229},[53],{"categories":231},[109],{"categories":233},[53],{"categories":235},[53],{"categories":237},[109],{"categories":239},[109],{"categories":241},[151],{"categories":243},[127],{"categories":245},[109],{"categories":247},[165],{"categories":249},[109],{"categories":251},[112],{"categories":253},[],{"categories":255},[109],{"categories":257},[],{"categories":259},[109],{"categories":261},[158],{"categories":263},[148],{"categories":265},[53],{"categories":267},[],{"categories":269},[],{"categories":271},[109],{"categories":273},[],{"categories":275},[53],{"categories":277},[],{"categories":279},[101],{"categories":281},[158],{"categories":283},[104],{"categories":285},[127],{"categories":287},[53],{"categories":289},[],{"categories":291},[53],{"categories":293},[],{"categories":295},[158],{"categories":297},[151],{"categories":299},[],{"categories":301},[53],{"categories":303},[148],{"categories":305},[],{"categories":307},[148],{"categories":309},[109],{"categories":311},[],{"categories":313},[109],{"categories":315},[127],{"categories":317},[53],{"categories":319},[],{"categories":321},[109],{"categories":323},[53],{"categories":325},[112],{"categories":327},[],{"categories":329},[53],{"categories":331},[109],{"categories":333},[109],{"categories":335},[],{"categories":337},[151],{"categories":339},[53],{"categories":341},[],{"categories":343},[101],{"categories":345},[104],{"categories":347},[53],{"categories":349},[109],{"categories":351},[158],{"categories":353},[53],{"categories":355},[],{"categories":357},[],{"categories":359},[53],{"categories":361},[],{"categories":363},[148],{"categories":365},[],{"categories":367},[53],{"categories":369},[],{"categories":371},[109],{"categories":373},[53],{"categories":375},[148],{"categories":377},[],{"categories":379},[53],{"categories":381},[53],{"categories":383},[104],{"categories":385},[109],{"categories":387},[53],{"categories":389},[148],{"categories":391},[109],{"categories":393},[],{"categories":395},[],{"categories":397},[127],{"categories":399},[],{"categories":401},[53],{"categories":403},[104,165],{"categories":405},[],{"categories":407},[53],{"categories":409},[],{"categories":411},[],{"categories":413},[53],{"categories":415},[],{"categories":417},[53],{"categories":419},[420],"DevOps & Cloud",{"categories":422},[],{"categories":424},[127],{"categories":426},[148],{"categories":428},[],{"categories":430},[127],{"categories":432},[127],{"categories":434},[53],{"categories":436},[165],{"categories":438},[],{"categories":440},[104],{"categories":442},[],{"categories":444},[53,420],{"categories":446},[53],{"categories":448},[53],{"categories":450},[109],{"categories":452},[53,158],{"categories":454},[151],{"categories":456},[53],{"categories":458},[165],{"categories":460},[109],{"categories":462},[109],{"categories":464},[],{"categories":466},[109],{"categories":468},[53,104],{"categories":470},[],{"categories":472},[148],{"categories":474},[148],{"categories":476},[],{"categories":478},[],{"categories":480},[127],{"categories":482},[],{"categories":484},[101],{"categories":486},[158],{"categories":488},[53],{"categories":490},[148],{"categories":492},[109],{"categories":494},[158],{"categories":496},[127],{"categories":498},[148],{"categories":500},[],{"categories":502},[53],{"categories":504},[53],{"categories":506},[53],{"categories":508},[127],{"categories":510},[101],{"categories":512},[53],{"categories":514},[109],{"categories":516},[420],{"categories":518},[148],{"categories":520},[109],{"categories":522},[],{"categories":524},[],{"categories":526},[148],{"categories":528},[127],{"categories":530},[151],{"categories":532},[],{"categories":534},[53],{"categories":536},[53],{"categories":538},[104],{"categories":540},[53],{"categories":542},[53],{"categories":544},[127],{"categories":546},[],{"categories":548},[109],{"categories":550},[158],{"categories":552},[],{"categories":554},[53],{"categories":556},[53],{"categories":558},[109],{"categories":560},[],{"categories":562},[],{"categories":564},[53],{"categories":566},[],{"categories":568},[104],{"categories":570},[109],{"categories":572},[],{"categories":574},[101],{"categories":576},[53],{"categories":578},[104],{"categories":580},[127],{"categories":582},[],{"categories":584},[],{"categories":586},[],{"categories":588},[127],{"categories":590},[127],{"categories":592},[],{"categories":594},[],{"categories":596},[104],{"categories":598},[],{"categories":600},[],{"categories":602},[101],{"categories":604},[],{"categories":606},[165],{"categories":608},[109],{"categories":610},[104],{"categories":612},[109],{"categories":614},[],{"categories":616},[112],{"categories":618},[148],{"categories":620},[158],{"categories":622},[53],{"categories":624},[109],{"categories":626},[104],{"categories":628},[53],{"categories":630},[],{"categories":632},[],{"categories":634},[158],{"categories":636},[151],{"categories":638},[112],{"categories":640},[109],{"categories":642},[53],{"categories":644},[],{"categories":646},[420],{"categories":648},[],{"categories":650},[109],{"categories":652},[],{"categories":654},[],{"categories":656},[53],{"categories":658},[148],{"categories":660},[165],{"categories":662},[109],{"categories":664},[],{"categories":666},[101],{"categories":668},[],{"categories":670},[127],{"categories":672},[53,420],{"categories":674},[127],{"categories":676},[53],{"categories":678},[104],{"categories":680},[53],{"categories":682},[],{"categories":684},[104],{"categories":686},[],{"categories":688},[158],{"categories":690},[148],{"categories":692},[127],{"categories":694},[151],{"categories":696},[101],{"categories":698},[53],{"categories":700},[158],{"categories":702},[],{"categories":704},[],{"categories":706},[112],{"categories":708},[],{"categories":710},[53],{"categories":712},[],{"categories":714},[148],{"categories":716},[148],{"categories":718},[148],{"categories":720},[],{"categories":722},[],{"categories":724},[127],{"categories":726},[109],{"categories":728},[53],{"categories":730},[53],{"categories":732},[53],{"categories":734},[104],{"categories":736},[53],{"categories":738},[],{"categories":740},[158],{"categories":742},[158],{"categories":744},[104],{"categories":746},[],{"categories":748},[53],{"categories":750},[53],{"categories":752},[104],{"categories":754},[127],{"categories":756},[165],{"categories":758},[109],{"categories":760},[],{"categories":762},[148],{"categories":764},[],{"categories":766},[53],{"categories":768},[],{"categories":770},[104],{"categories":772},[109],{"categories":774},[],{"categories":776},[420],{"categories":778},[151],{"categories":780},[158],{"categories":782},[165],{"categories":784},[158],{"categories":786},[109],{"categories":788},[],{"categories":790},[],{"categories":792},[109],{"categories":794},[101],{"categories":796},[109],{"categories":798},[112],{"categories":800},[104],{"categories":802},[],{"categories":804},[53],{"categories":806},[112],{"categories":808},[53],{"categories":810},[53],{"categories":812},[165],{"categories":814},[148],{"categories":816},[109],{"categories":818},[],{"categories":820},[],{"categories":822},[420],{"categories":824},[158],{"categories":826},[],{"categories":828},[109],{"categories":830},[53],{"categories":832},[148,53],{"categories":834},[101],{"categories":836},[],{"categories":838},[53],{"categories":840},[101],{"categories":842},[148],{"categories":844},[109],{"categories":846},[158],{"categories":848},[],{"categories":850},[53],{"categories":852},[],{"categories":854},[101],{"categories":856},[],{"categories":858},[109],{"categories":860},[112],{"categories":862},[53],{"categories":864},[53],{"categories":866},[148],{"categories":868},[109],{"categories":870},[420],{"categories":872},[148],{"categories":874},[109],{"categories":876},[53],{"categories":878},[53],{"categories":880},[53],{"categories":882},[127],{"categories":884},[],{"categories":886},[112],{"categories":888},[109],{"categories":890},[148],{"categories":892},[109],{"categories":894},[158],{"categories":896},[148],{"categories":898},[109],{"categories":900},[127],{"categories":902},[],{"categories":904},[53],{"categories":906},[148],{"categories":908},[53],{"categories":910},[101],{"categories":912},[127],{"categories":914},[53],{"categories":916},[165],{"categories":918},[53],{"categories":920},[53],{"categories":922},[109],{"categories":924},[109],{"categories":926},[53],{"categories":928},[109],{"categories":930},[148],{"categories":932},[53],{"categories":934},[],{"categories":936},[],{"categories":938},[158],{"categories":940},[],{"categories":942},[101],{"categories":944},[420],{"categories":946},[],{"categories":948},[101],{"categories":950},[104],{"categories":952},[165],{"categories":954},[],{"categories":956},[104],{"categories":958},[],{"categories":960},[],{"categories":962},[],{"categories":964},[],{"categories":966},[],{"categories":968},[53],{"categories":970},[109],{"categories":972},[420],{"categories":974},[101],{"categories":976},[53],{"categories":978},[158],{"categories":980},[112],{"categories":982},[53],{"categories":984},[165],{"categories":986},[53],{"categories":988},[53],{"categories":990},[53],{"categories":992},[53,101],{"categories":994},[158],{"categories":996},[158],{"categories":998},[148],{"categories":1000},[53],{"categories":1002},[],{"categories":1004},[],{"categories":1006},[],{"categories":1008},[158],{"categories":1010},[151],{"categories":1012},[127],{"categories":1014},[148],{"categories":1016},[],{"categories":1018},[53],{"categories":1020},[53],{"categories":1022},[],{"categories":1024},[],{"categories":1026},[109],{"categories":1028},[53],{"categories":1030},[104],{"categories":1032},[],{"categories":1034},[101],{"categories":1036},[53],{"categories":1038},[101],{"categories":1040},[53],{"categories":1042},[158],{"categories":1044},[165],{"categories":1046},[53,148],{"categories":1048},[127],{"categories":1050},[148],{"categories":1052},[],{"categories":1054},[420],{"categories":1056},[148],{"categories":1058},[109],{"categories":1060},[],{"categories":1062},[],{"categories":1064},[],{"categories":1066},[],{"categories":1068},[158],{"categories":1070},[109],{"categories":1072},[109],{"categories":1074},[53],{"categories":1076},[53],{"categories":1078},[],{"categories":1080},[148],{"categories":1082},[],{"categories":1084},[],{"categories":1086},[109],{"categories":1088},[],{"categories":1090},[],{"categories":1092},[165],{"categories":1094},[165],{"categories":1096},[109],{"categories":1098},[],{"categories":1100},[53],{"categories":1102},[53],{"categories":1104},[158],{"categories":1106},[148],{"categories":1108},[148],{"categories":1110},[109],{"categories":1112},[101],{"categories":1114},[53],{"categories":1116},[148],{"categories":1118},[148],{"categories":1120},[109],{"categories":1122},[109],{"categories":1124},[53],{"categories":1126},[],{"categories":1128},[],{"categories":1130},[53],{"categories":1132},[109],{"categories":1134},[127],{"categories":1136},[158],{"categories":1138},[101],{"categories":1140},[53],{"categories":1142},[],{"categories":1144},[109],{"categories":1146},[109],{"categories":1148},[],{"categories":1150},[101],{"categories":1152},[53],{"categories":1154},[101],{"categories":1156},[101],{"categories":1158},[],{"categories":1160},[],{"categories":1162},[109],{"categories":1164},[109],{"categories":1166},[53],{"categories":1168},[53],{"categories":1170},[127],{"categories":1172},[151],{"categories":1174},[112],{"categories":1176},[127],{"categories":1178},[148],{"categories":1180},[],{"categories":1182},[127],{"categories":1184},[],{"categories":1186},[],{"categories":1188},[],{"categories":1190},[],{"categories":1192},[158],{"categories":1194},[151],{"categories":1196},[],{"categories":1198},[53],{"categories":1200},[53],{"categories":1202},[151],{"categories":1204},[158],{"categories":1206},[],{"categories":1208},[],{"categories":1210},[109],{"categories":1212},[127],{"categories":1214},[127],{"categories":1216},[109],{"categories":1218},[101],{"categories":1220},[53,420],{"categories":1222},[],{"categories":1224},[148],{"categories":1226},[101],{"categories":1228},[109],{"categories":1230},[148],{"categories":1232},[],{"categories":1234},[109],{"categories":1236},[109],{"categories":1238},[53],{"categories":1240},[165],{"categories":1242},[158],{"categories":1244},[148],{"categories":1246},[],{"categories":1248},[109],{"categories":1250},[53],{"categories":1252},[109],{"categories":1254},[109],{"categories":1256},[109],{"categories":1258},[165],{"categories":1260},[109],{"categories":1262},[53],{"categories":1264},[],{"categories":1266},[165],{"categories":1268},[127],{"categories":1270},[109],{"categories":1272},[],{"categories":1274},[],{"categories":1276},[53],{"categories":1278},[109],{"categories":1280},[127],{"categories":1282},[109],{"categories":1284},[],{"categories":1286},[],{"categories":1288},[],{"categories":1290},[109],{"categories":1292},[],{"categories":1294},[],{"categories":1296},[151],{"categories":1298},[53],{"categories":1300},[151],{"categories":1302},[127],{"categories":1304},[53],{"categories":1306},[53],{"categories":1308},[109],{"categories":1310},[53],{"categories":1312},[],{"categories":1314},[],{"categories":1316},[420],{"categories":1318},[],{"categories":1320},[],{"categories":1322},[101],{"categories":1324},[],{"categories":1326},[],{"categories":1328},[],{"categories":1330},[],{"categories":1332},[158],{"categories":1334},[127],{"categories":1336},[165],{"categories":1338},[104],{"categories":1340},[53],{"categories":1342},[53],{"categories":1344},[104],{"categories":1346},[],{"categories":1348},[148],{"categories":1350},[109],{"categories":1352},[104],{"categories":1354},[53],{"categories":1356},[53],{"categories":1358},[101],{"categories":1360},[],{"categories":1362},[101],{"categories":1364},[53],{"categories":1366},[165],{"categories":1368},[109],{"categories":1370},[127],{"categories":1372},[104],{"categories":1374},[53],{"categories":1376},[109],{"categories":1378},[],{"categories":1380},[53],{"categories":1382},[101],{"categories":1384},[53],{"categories":1386},[],{"categories":1388},[127],{"categories":1390},[53],{"categories":1392},[],{"categories":1394},[104],{"categories":1396},[53],{"categories":1398},[],{"categories":1400},[],{"categories":1402},[],{"categories":1404},[53],{"categories":1406},[],{"categories":1408},[420],{"categories":1410},[53],{"categories":1412},[],{"categories":1414},[53],{"categories":1416},[53],{"categories":1418},[53],{"categories":1420},[53,420],{"categories":1422},[53],{"categories":1424},[53],{"categories":1426},[148],{"categories":1428},[109],{"categories":1430},[],{"categories":1432},[109],{"categories":1434},[53],{"categories":1436},[53],{"categories":1438},[53],{"categories":1440},[101],{"categories":1442},[101],{"categories":1444},[158],{"categories":1446},[148],{"categories":1448},[109],{"categories":1450},[],{"categories":1452},[53],{"categories":1454},[127],{"categories":1456},[53],{"categories":1458},[104],{"categories":1460},[],{"categories":1462},[420],{"categories":1464},[148],{"categories":1466},[148],{"categories":1468},[109],{"categories":1470},[127],{"categories":1472},[109],{"categories":1474},[53],{"categories":1476},[],{"categories":1478},[53],{"categories":1480},[],{"categories":1482},[],{"categories":1484},[53],{"categories":1486},[53],{"categories":1488},[53],{"categories":1490},[109],{"categories":1492},[53],{"categories":1494},[],{"categories":1496},[151],{"categories":1498},[109],{"categories":1500},[],{"categories":1502},[53],{"categories":1504},[127],{"categories":1506},[],{"categories":1508},[148],{"categories":1510},[420],{"categories":1512},[127],{"categories":1514},[158],{"categories":1516},[158],{"categories":1518},[127],{"categories":1520},[127],{"categories":1522},[420],{"categories":1524},[],{"categories":1526},[127],{"categories":1528},[53],{"categories":1530},[101],{"categories":1532},[127],{"categories":1534},[],{"categories":1536},[151],{"categories":1538},[127],{"categories":1540},[158],{"categories":1542},[127],{"categories":1544},[420],{"categories":1546},[53],{"categories":1548},[53],{"categories":1550},[],{"categories":1552},[104],{"categories":1554},[],{"categories":1556},[],{"categories":1558},[53],{"categories":1560},[53],{"categories":1562},[53],{"categories":1564},[53],{"categories":1566},[],{"categories":1568},[151],{"categories":1570},[101],{"categories":1572},[],{"categories":1574},[53],{"categories":1576},[53],{"categories":1578},[420],{"categories":1580},[420],{"categories":1582},[],{"categories":1584},[109],{"categories":1586},[127],{"categories":1588},[127],{"categories":1590},[53],{"categories":1592},[109],{"categories":1594},[],{"categories":1596},[148],{"categories":1598},[53],{"categories":1600},[53],{"categories":1602},[],{"categories":1604},[],{"categories":1606},[420],{"categories":1608},[53],{"categories":1610},[158],{"categories":1612},[104],{"categories":1614},[53],{"categories":1616},[],{"categories":1618},[109],{"categories":1620},[101],{"categories":1622},[101],{"categories":1624},[],{"categories":1626},[53],{"categories":1628},[148],{"categories":1630},[109],{"categories":1632},[],{"categories":1634},[53],{"categories":1636},[53],{"categories":1638},[109],{"categories":1640},[],{"categories":1642},[109],{"categories":1644},[158],{"categories":1646},[],{"categories":1648},[53],{"categories":1650},[],{"categories":1652},[53],{"categories":1654},[],{"categories":1656},[53],{"categories":1658},[53],{"categories":1660},[],{"categories":1662},[53],{"categories":1664},[127],{"categories":1666},[53],{"categories":1668},[53],{"categories":1670},[101],{"categories":1672},[53],{"categories":1674},[127],{"categories":1676},[109],{"categories":1678},[],{"categories":1680},[53],{"categories":1682},[165],{"categories":1684},[],{"categories":1686},[],{"categories":1688},[],{"categories":1690},[101],{"categories":1692},[127],{"categories":1694},[109],{"categories":1696},[53],{"categories":1698},[148],{"categories":1700},[109],{"categories":1702},[],{"categories":1704},[109],{"categories":1706},[],{"categories":1708},[53],{"categories":1710},[109],{"categories":1712},[53],{"categories":1714},[],{"categories":1716},[53],{"categories":1718},[53],{"categories":1720},[127],{"categories":1722},[148],{"categories":1724},[109],{"categories":1726},[148],{"categories":1728},[104],{"categories":1730},[],{"categories":1732},[],{"categories":1734},[53],{"categories":1736},[101],{"categories":1738},[127],{"categories":1740},[],{"categories":1742},[],{"categories":1744},[158],{"categories":1746},[148],{"categories":1748},[],{"categories":1750},[53],{"categories":1752},[],{"categories":1754},[165],{"categories":1756},[53],{"categories":1758},[420],{"categories":1760},[158],{"categories":1762},[],{"categories":1764},[109],{"categories":1766},[53],{"categories":1768},[109],{"categories":1770},[109],{"categories":1772},[53],{"categories":1774},[],{"categories":1776},[101],{"categories":1778},[53],{"categories":1780},[104],{"categories":1782},[158],{"categories":1784},[148],{"categories":1786},[],{"categories":1788},[],{"categories":1790},[],{"categories":1792},[109],{"categories":1794},[148],{"categories":1796},[127],{"categories":1798},[53],{"categories":1800},[127],{"categories":1802},[148],{"categories":1804},[],{"categories":1806},[148],{"categories":1808},[127],{"categories":1810},[104],{"categories":1812},[53],{"categories":1814},[127],{"categories":1816},[165],{"categories":1818},[],{"categories":1820},[],{"categories":1822},[151],{"categories":1824},[53,158],{"categories":1826},[127],{"categories":1828},[53],{"categories":1830},[109],{"categories":1832},[109],{"categories":1834},[53],{"categories":1836},[],{"categories":1838},[158],{"categories":1840},[53],{"categories":1842},[151],{"categories":1844},[109],{"categories":1846},[165],{"categories":1848},[420],{"categories":1850},[],{"categories":1852},[101],{"categories":1854},[109],{"categories":1856},[109],{"categories":1858},[158],{"categories":1860},[53],{"categories":1862},[53],{"categories":1864},[],{"categories":1866},[],{"categories":1868},[],{"categories":1870},[420],{"categories":1872},[127],{"categories":1874},[53],{"categories":1876},[53],{"categories":1878},[53],{"categories":1880},[],{"categories":1882},[151],{"categories":1884},[104],{"categories":1886},[],{"categories":1888},[109],{"categories":1890},[420],{"categories":1892},[],{"categories":1894},[148],{"categories":1896},[148],{"categories":1898},[],{"categories":1900},[158],{"categories":1902},[148],{"categories":1904},[53],{"categories":1906},[],{"categories":1908},[127],{"categories":1910},[53],{"categories":1912},[148],{"categories":1914},[109],{"categories":1916},[127],{"categories":1918},[],{"categories":1920},[109],{"categories":1922},[148],{"categories":1924},[53],{"categories":1926},[],{"categories":1928},[53],{"categories":1930},[53],{"categories":1932},[420],{"categories":1934},[127],{"categories":1936},[151],{"categories":1938},[151],{"categories":1940},[],{"categories":1942},[],{"categories":1944},[],{"categories":1946},[109],{"categories":1948},[158],{"categories":1950},[158],{"categories":1952},[],{"categories":1954},[],{"categories":1956},[53],{"categories":1958},[],{"categories":1960},[109],{"categories":1962},[53],{"categories":1964},[],{"categories":1966},[53],{"categories":1968},[104],{"categories":1970},[53],{"categories":1972},[165],{"categories":1974},[109],{"categories":1976},[53],{"categories":1978},[158],{"categories":1980},[127],{"categories":1982},[109],{"categories":1984},[],{"categories":1986},[127],{"categories":1988},[109],{"categories":1990},[109],{"categories":1992},[],{"categories":1994},[104],{"categories":1996},[109],{"categories":1998},[],{"categories":2000},[53],{"categories":2002},[101],{"categories":2004},[127],{"categories":2006},[420],{"categories":2008},[109],{"categories":2010},[109],{"categories":2012},[101],{"categories":2014},[53],{"categories":2016},[],{"categories":2018},[],{"categories":2020},[148],{"categories":2022},[53,104],{"categories":2024},[],{"categories":2026},[101],{"categories":2028},[151],{"categories":2030},[53],{"categories":2032},[158],{"categories":2034},[53],{"categories":2036},[109],{"categories":2038},[53],{"categories":2040},[53],{"categories":2042},[127],{"categories":2044},[109],{"categories":2046},[],{"categories":2048},[],{"categories":2050},[109],{"categories":2052},[53],{"categories":2054},[420],{"categories":2056},[],{"categories":2058},[53],{"categories":2060},[109],{"categories":2062},[],{"categories":2064},[53],{"categories":2066},[165],{"categories":2068},[151],{"categories":2070},[109],{"categories":2072},[53],{"categories":2074},[420],{"categories":2076},[],{"categories":2078},[53],{"categories":2080},[165],{"categories":2082},[148],{"categories":2084},[53],{"categories":2086},[],{"categories":2088},[165],{"categories":2090},[127],{"categories":2092},[53],{"categories":2094},[53],{"categories":2096},[101],{"categories":2098},[],{"categories":2100},[],{"categories":2102},[148],{"categories":2104},[53],{"categories":2106},[151],{"categories":2108},[165],{"categories":2110},[165],{"categories":2112},[127],{"categories":2114},[],{"categories":2116},[],{"categories":2118},[53],{"categories":2120},[],{"categories":2122},[53,158],{"categories":2124},[127],{"categories":2126},[109],{"categories":2128},[158],{"categories":2130},[53],{"categories":2132},[101],{"categories":2134},[],{"categories":2136},[],{"categories":2138},[101],{"categories":2140},[165],{"categories":2142},[53],{"categories":2144},[],{"categories":2146},[148,53],{"categories":2148},[420],{"categories":2150},[101],{"categories":2152},[],{"categories":2154},[104],{"categories":2156},[104],{"categories":2158},[53],{"categories":2160},[158],{"categories":2162},[109],{"categories":2164},[127],{"categories":2166},[165],{"categories":2168},[148],{"categories":2170},[53],{"categories":2172},[53],{"categories":2174},[53],{"categories":2176},[101],{"categories":2178},[53],{"categories":2180},[109],{"categories":2182},[127],{"categories":2184},[],{"categories":2186},[],{"categories":2188},[151],{"categories":2190},[158],{"categories":2192},[53],{"categories":2194},[148],{"categories":2196},[151],{"categories":2198},[53],{"categories":2200},[53],{"categories":2202},[109],{"categories":2204},[109],{"categories":2206},[53,104],{"categories":2208},[],{"categories":2210},[148],{"categories":2212},[],{"categories":2214},[53],{"categories":2216},[127],{"categories":2218},[101],{"categories":2220},[101],{"categories":2222},[109],{"categories":2224},[53],{"categories":2226},[104],{"categories":2228},[158],{"categories":2230},[165],{"categories":2232},[],{"categories":2234},[127],{"categories":2236},[53],{"categories":2238},[53],{"categories":2240},[127],{"categories":2242},[158],{"categories":2244},[53],{"categories":2246},[109],{"categories":2248},[127],{"categories":2250},[53],{"categories":2252},[148],{"categories":2254},[53],{"categories":2256},[53],{"categories":2258},[420],{"categories":2260},[112],{"categories":2262},[109],{"categories":2264},[53],{"categories":2266},[127],{"categories":2268},[109],{"categories":2270},[165],{"categories":2272},[53],{"categories":2274},[],{"categories":2276},[53],{"categories":2278},[],{"categories":2280},[],{"categories":2282},[],{"categories":2284},[104],{"categories":2286},[53],{"categories":2288},[109],{"categories":2290},[127],{"categories":2292},[127],{"categories":2294},[127],{"categories":2296},[127],{"categories":2298},[],{"categories":2300},[101],{"categories":2302},[109],{"categories":2304},[127],{"categories":2306},[101],{"categories":2308},[109],{"categories":2310},[53],{"categories":2312},[53,109],{"categories":2314},[109],{"categories":2316},[420],{"categories":2318},[127],{"categories":2320},[127],{"categories":2322},[109],{"categories":2324},[53],{"categories":2326},[],{"categories":2328},[127],{"categories":2330},[165],{"categories":2332},[101],{"categories":2334},[53],{"categories":2336},[53],{"categories":2338},[],{"categories":2340},[158],{"categories":2342},[],{"categories":2344},[101],{"categories":2346},[109],{"categories":2348},[127],{"categories":2350},[53],{"categories":2352},[127],{"categories":2354},[101],{"categories":2356},[127],{"categories":2358},[127],{"categories":2360},[],{"categories":2362},[104],{"categories":2364},[109],{"categories":2366},[127],{"categories":2368},[127],{"categories":2370},[127],{"categories":2372},[127],{"categories":2374},[127],{"categories":2376},[127],{"categories":2378},[127],{"categories":2380},[127],{"categories":2382},[127],{"categories":2384},[127],{"categories":2386},[151],{"categories":2388},[101],{"categories":2390},[53],{"categories":2392},[53],{"categories":2394},[],{"categories":2396},[53,101],{"categories":2398},[],{"categories":2400},[109],{"categories":2402},[127],{"categories":2404},[109],{"categories":2406},[53],{"categories":2408},[53],{"categories":2410},[53],{"categories":2412},[53],{"categories":2414},[53],{"categories":2416},[109],{"categories":2418},[104],{"categories":2420},[148],{"categories":2422},[127],{"categories":2424},[53],{"categories":2426},[],{"categories":2428},[],{"categories":2430},[109],{"categories":2432},[148],{"categories":2434},[53],{"categories":2436},[],{"categories":2438},[],{"categories":2440},[165],{"categories":2442},[53],{"categories":2444},[],{"categories":2446},[],{"categories":2448},[101],{"categories":2450},[104],{"categories":2452},[53],{"categories":2454},[104],{"categories":2456},[148],{"categories":2458},[],{"categories":2460},[127],{"categories":2462},[],{"categories":2464},[148],{"categories":2466},[53],{"categories":2468},[165],{"categories":2470},[],{"categories":2472},[165],{"categories":2474},[],{"categories":2476},[],{"categories":2478},[109],{"categories":2480},[],{"categories":2482},[104],{"categories":2484},[101],{"categories":2486},[148],{"categories":2488},[158],{"categories":2490},[],{"categories":2492},[],{"categories":2494},[53],{"categories":2496},[101],{"categories":2498},[165],{"categories":2500},[],{"categories":2502},[109],{"categories":2504},[109],{"categories":2506},[127],{"categories":2508},[53],{"categories":2510},[109],{"categories":2512},[53],{"categories":2514},[109],{"categories":2516},[53],{"categories":2518},[112],{"categories":2520},[127],{"categories":2522},[],{"categories":2524},[165],{"categories":2526},[158],{"categories":2528},[109],{"categories":2530},[],{"categories":2532},[53],{"categories":2534},[109],{"categories":2536},[104],{"categories":2538},[101],{"categories":2540},[53],{"categories":2542},[148],{"categories":2544},[158],{"categories":2546},[158],{"categories":2548},[53],{"categories":2550},[151],{"categories":2552},[53],{"categories":2554},[109],{"categories":2556},[104],{"categories":2558},[109],{"categories":2560},[53],{"categories":2562},[53],{"categories":2564},[109],{"categories":2566},[127],{"categories":2568},[],{"categories":2570},[101],{"categories":2572},[53],{"categories":2574},[109],{"categories":2576},[53],{"categories":2578},[53],{"categories":2580},[],{"categories":2582},[148],{"categories":2584},[104],{"categories":2586},[127],{"categories":2588},[53],{"categories":2590},[53],{"categories":2592},[148],{"categories":2594},[165],{"categories":2596},[151],{"categories":2598},[53],{"categories":2600},[127],{"categories":2602},[53],{"categories":2604},[109],{"categories":2606},[420],{"categories":2608},[53],{"categories":2610},[109],{"categories":2612},[151],{"categories":2614},[],{"categories":2616},[109],{"categories":2618},[158],{"categories":2620},[148],{"categories":2622},[53],{"categories":2624},[101],{"categories":2626},[104],{"categories":2628},[158],{"categories":2630},[],{"categories":2632},[109],{"categories":2634},[53],{"categories":2636},[],{"categories":2638},[127],{"categories":2640},[],{"categories":2642},[127],{"categories":2644},[53],{"categories":2646},[109],{"categories":2648},[109],{"categories":2650},[109],{"categories":2652},[],{"categories":2654},[],{"categories":2656},[53],{"categories":2658},[53],{"categories":2660},[],{"categories":2662},[148],{"categories":2664},[109],{"categories":2666},[165],{"categories":2668},[101],{"categories":2670},[],{"categories":2672},[],{"categories":2674},[127],{"categories":2676},[158],{"categories":2678},[53],{"categories":2680},[53],{"categories":2682},[53],{"categories":2684},[158],{"categories":2686},[127],{"categories":2688},[148],{"categories":2690},[53],{"categories":2692},[53],{"categories":2694},[53],{"categories":2696},[127],{"categories":2698},[53],{"categories":2700},[127],{"categories":2702},[109],{"categories":2704},[109],{"categories":2706},[158],{"categories":2708},[109],{"categories":2710},[53],{"categories":2712},[158],{"categories":2714},[148],{"categories":2716},[],{"categories":2718},[109],{"categories":2720},[],{"categories":2722},[],{"categories":2724},[104],{"categories":2726},[53],{"categories":2728},[109],{"categories":2730},[101],{"categories":2732},[109],{"categories":2734},[165],{"categories":2736},[],{"categories":2738},[109],{"categories":2740},[],{"categories":2742},[101],{"categories":2744},[109],{"categories":2746},[],{"categories":2748},[109],{"categories":2750},[53],{"categories":2752},[127],{"categories":2754},[53],{"categories":2756},[109],{"categories":2758},[127],{"categories":2760},[109],{"categories":2762},[158],{"categories":2764},[148],{"categories":2766},[101],{"categories":2768},[],{"categories":2770},[109],{"categories":2772},[148],{"categories":2774},[127],{"categories":2776},[53],{"categories":2778},[148],{"categories":2780},[101],{"categories":2782},[],{"categories":2784},[109],{"categories":2786},[109],{"categories":2788},[53],{"categories":2790},[],{"categories":2792},[109],{"categories":2794},[112],{"categories":2796},[127],{"categories":2798},[109],{"categories":2800},[104],{"categories":2802},[],{"categories":2804},[53],{"categories":2806},[112],{"categories":2808},[53],{"categories":2810},[109],{"categories":2812},[127],{"categories":2814},[101],{"categories":2816},[420],{"categories":2818},[53],{"categories":2820},[53],{"categories":2822},[53],{"categories":2824},[127],{"categories":2826},[104],{"categories":2828},[53],{"categories":2830},[148],{"categories":2832},[127],{"categories":2834},[420],{"categories":2836},[53],{"categories":2838},[],{"categories":2840},[],{"categories":2842},[420],{"categories":2844},[151],{"categories":2846},[109],{"categories":2848},[109],{"categories":2850},[127],{"categories":2852},[53],{"categories":2854},[101],{"categories":2856},[148],{"categories":2858},[109],{"categories":2860},[53],{"categories":2862},[165],{"categories":2864},[53],{"categories":2866},[109],{"categories":2868},[],{"categories":2870},[53],{"categories":2872},[53],{"categories":2874},[127],{"categories":2876},[101],{"categories":2878},[],{"categories":2880},[53],{"categories":2882},[53],{"categories":2884},[158],{"categories":2886},[148],{"categories":2888},[53,109],{"categories":2890},[165,104],{"categories":2892},[53],{"categories":2894},[],{"categories":2896},[109],{"categories":2898},[],{"categories":2900},[158],{"categories":2902},[53],{"categories":2904},[127],{"categories":2906},[],{"categories":2908},[109],{"categories":2910},[],{"categories":2912},[109],{"categories":2914},[101],{"categories":2916},[109],{"categories":2918},[53],{"categories":2920},[420],{"categories":2922},[165],{"categories":2924},[104],{"categories":2926},[104],{"categories":2928},[101],{"categories":2930},[101],{"categories":2932},[53],{"categories":2934},[109],{"categories":2936},[53],{"categories":2938},[53],{"categories":2940},[101],{"categories":2942},[53],{"categories":2944},[165],{"categories":2946},[127],{"categories":2948},[53],{"categories":2950},[109],{"categories":2952},[53],{"categories":2954},[],{"categories":2956},[158],{"categories":2958},[],{"categories":2960},[109],{"categories":2962},[101],{"categories":2964},[],{"categories":2966},[420],{"categories":2968},[53],{"categories":2970},[],{"categories":2972},[127],{"categories":2974},[109],{"categories":2976},[158],{"categories":2978},[53],{"categories":2980},[109],{"categories":2982},[158],{"categories":2984},[109],{"categories":2986},[127],{"categories":2988},[101],{"categories":2990},[127],{"categories":2992},[158],{"categories":2994},[53],{"categories":2996},[148],{"categories":2998},[53],{"categories":3000},[53],{"categories":3002},[53],{"categories":3004},[53],{"categories":3006},[109],{"categories":3008},[53],{"categories":3010},[109],{"categories":3012},[53],{"categories":3014},[101],{"categories":3016},[53],{"categories":3018},[109],{"categories":3020},[148],{"categories":3022},[101],{"categories":3024},[109],{"categories":3026},[148],{"categories":3028},[],{"categories":3030},[53],{"categories":3032},[53],{"categories":3034},[158],{"categories":3036},[],{"categories":3038},[109],{"categories":3040},[165],{"categories":3042},[53],{"categories":3044},[127],{"categories":3046},[165],{"categories":3048},[109],{"categories":3050},[104],{"categories":3052},[104],{"categories":3054},[53],{"categories":3056},[101],{"categories":3058},[],{"categories":3060},[53],{"categories":3062},[],{"categories":3064},[101],{"categories":3066},[53],{"categories":3068},[109],{"categories":3070},[109],{"categories":3072},[],{"categories":3074},[158],{"categories":3076},[158],{"categories":3078},[165],{"categories":3080},[148],{"categories":3082},[],{"categories":3084},[53],{"categories":3086},[101],{"categories":3088},[53],{"categories":3090},[158],{"categories":3092},[101],{"categories":3094},[127],{"categories":3096},[127],{"categories":3098},[],{"categories":3100},[127],{"categories":3102},[109],{"categories":3104},[148],{"categories":3106},[151],{"categories":3108},[53],{"categories":3110},[],{"categories":3112},[127],{"categories":3114},[158],{"categories":3116},[104],{"categories":3118},[53],{"categories":3120},[101],{"categories":3122},[420],{"categories":3124},[101],{"categories":3126},[],{"categories":3128},[],{"categories":3130},[127],{"categories":3132},[],{"categories":3134},[109],{"categories":3136},[109],{"categories":3138},[109],{"categories":3140},[],{"categories":3142},[53],{"categories":3144},[],{"categories":3146},[127],{"categories":3148},[101],{"categories":3150},[148],{"categories":3152},[53],{"categories":3154},[127],{"categories":3156},[127],{"categories":3158},[],{"categories":3160},[127],{"categories":3162},[101],{"categories":3164},[53],{"categories":3166},[],{"categories":3168},[109],{"categories":3170},[109],{"categories":3172},[101],{"categories":3174},[],{"categories":3176},[],{"categories":3178},[],{"categories":3180},[148],{"categories":3182},[109],{"categories":3184},[53],{"categories":3186},[],{"categories":3188},[],{"categories":3190},[],{"categories":3192},[148],{"categories":3194},[],{"categories":3196},[101],{"categories":3198},[],{"categories":3200},[],{"categories":3202},[148],{"categories":3204},[53],{"categories":3206},[127],{"categories":3208},[],{"categories":3210},[165],{"categories":3212},[127],{"categories":3214},[165],{"categories":3216},[53],{"categories":3218},[],{"categories":3220},[],{"categories":3222},[109],{"categories":3224},[],{"categories":3226},[],{"categories":3228},[109],{"categories":3230},[53],{"categories":3232},[],{"categories":3234},[109],{"categories":3236},[127],{"categories":3238},[165],{"categories":3240},[151],{"categories":3242},[109],{"categories":3244},[109],{"categories":3246},[],{"categories":3248},[],{"categories":3250},[],{"categories":3252},[127],{"categories":3254},[],{"categories":3256},[],{"categories":3258},[148],{"categories":3260},[101],{"categories":3262},[],{"categories":3264},[104],{"categories":3266},[165],{"categories":3268},[53],{"categories":3270},[158],{"categories":3272},[101],{"categories":3274},[151],{"categories":3276},[104],{"categories":3278},[158],{"categories":3280},[],{"categories":3282},[],{"categories":3284},[109],{"categories":3286},[101],{"categories":3288},[148],{"categories":3290},[101],{"categories":3292},[109],{"categories":3294},[420],{"categories":3296},[109],{"categories":3298},[],{"categories":3300},[53],{"categories":3302},[127],{"categories":3304},[158],{"categories":3306},[],{"categories":3308},[148],{"categories":3310},[127],{"categories":3312},[101],{"categories":3314},[109],{"categories":3316},[53],{"categories":3318},[104],{"categories":3320},[109,420],{"categories":3322},[109],{"categories":3324},[158],{"categories":3326},[53],{"categories":3328},[151],{"categories":3330},[165],{"categories":3332},[109],{"categories":3334},[],{"categories":3336},[109],{"categories":3338},[53],{"categories":3340},[104],{"categories":3342},[],{"categories":3344},[],{"categories":3346},[53],{"categories":3348},[151],{"categories":3350},[53],{"categories":3352},[],{"categories":3354},[127],{"categories":3356},[],{"categories":3358},[127],{"categories":3360},[158],{"categories":3362},[109],{"categories":3364},[53],{"categories":3366},[165],{"categories":3368},[158],{"categories":3370},[],{"categories":3372},[127],{"categories":3374},[53],{"categories":3376},[],{"categories":3378},[53],{"categories":3380},[109],{"categories":3382},[53],{"categories":3384},[109],{"categories":3386},[53],{"categories":3388},[53],{"categories":3390},[53],{"categories":3392},[53],{"categories":3394},[104],{"categories":3396},[],{"categories":3398},[112],{"categories":3400},[127],{"categories":3402},[53],{"categories":3404},[],{"categories":3406},[158],{"categories":3408},[53],{"categories":3410},[53],{"categories":3412},[109],{"categories":3414},[127],{"categories":3416},[53],{"categories":3418},[53],{"categories":3420},[104],{"categories":3422},[109],{"categories":3424},[148],{"categories":3426},[],{"categories":3428},[151],{"categories":3430},[53],{"categories":3432},[],{"categories":3434},[127],{"categories":3436},[165],{"categories":3438},[],{"categories":3440},[],{"categories":3442},[127],{"categories":3444},[127],{"categories":3446},[165],{"categories":3448},[101],{"categories":3450},[109],{"categories":3452},[109],{"categories":3454},[53],{"categories":3456},[104],{"categories":3458},[],{"categories":3460},[],{"categories":3462},[127],{"categories":3464},[151],{"categories":3466},[158],{"categories":3468},[109],{"categories":3470},[148],{"categories":3472},[151],{"categories":3474},[151],{"categories":3476},[],{"categories":3478},[127],{"categories":3480},[53],{"categories":3482},[53],{"categories":3484},[158],{"categories":3486},[],{"categories":3488},[127],{"categories":3490},[127],{"categories":3492},[127],{"categories":3494},[],{"categories":3496},[109],{"categories":3498},[53],{"categories":3500},[],{"categories":3502},[101],{"categories":3504},[104],{"categories":3506},[],{"categories":3508},[53],{"categories":3510},[53],{"categories":3512},[],{"categories":3514},[158],{"categories":3516},[],{"categories":3518},[],{"categories":3520},[],{"categories":3522},[],{"categories":3524},[53],{"categories":3526},[127],{"categories":3528},[],{"categories":3530},[],{"categories":3532},[53],{"categories":3534},[53],{"categories":3536},[53],{"categories":3538},[151],{"categories":3540},[53],{"categories":3542},[151],{"categories":3544},[],{"categories":3546},[151],{"categories":3548},[151],{"categories":3550},[420],{"categories":3552},[109],{"categories":3554},[158],{"categories":3556},[],{"categories":3558},[],{"categories":3560},[151],{"categories":3562},[158],{"categories":3564},[158],{"categories":3566},[158],{"categories":3568},[],{"categories":3570},[101],{"categories":3572},[158],{"categories":3574},[158],{"categories":3576},[101],{"categories":3578},[158],{"categories":3580},[104],{"categories":3582},[158],{"categories":3584},[158],{"categories":3586},[158],{"categories":3588},[151],{"categories":3590},[127],{"categories":3592},[127],{"categories":3594},[53],{"categories":3596},[158],{"categories":3598},[151],{"categories":3600},[420],{"categories":3602},[151],{"categories":3604},[151],{"categories":3606},[151],{"categories":3608},[],{"categories":3610},[104],{"categories":3612},[],{"categories":3614},[420],{"categories":3616},[158],{"categories":3618},[158],{"categories":3620},[158],{"categories":3622},[109],{"categories":3624},[127,104],{"categories":3626},[151],{"categories":3628},[],{"categories":3630},[],{"categories":3632},[151],{"categories":3634},[],{"categories":3636},[151],{"categories":3638},[127],{"categories":3640},[109],{"categories":3642},[],{"categories":3644},[158],{"categories":3646},[53],{"categories":3648},[148],{"categories":3650},[],{"categories":3652},[53],{"categories":3654},[],{"categories":3656},[127],{"categories":3658},[101],{"categories":3660},[151],{"categories":3662},[],{"categories":3664},[158],{"categories":3666},[127],[3668,3731,3804,3868],{"id":3669,"title":3670,"ai":3671,"body":3676,"categories":3710,"created_at":54,"date_modified":54,"description":46,"extension":55,"faq":54,"featured":56,"kicker_label":54,"meta":3711,"navigation":80,"path":3718,"published_at":3719,"question":54,"scraped_at":3720,"seo":3721,"sitemap":3722,"source_id":3723,"source_name":3724,"source_type":88,"source_url":3725,"stem":3726,"tags":3727,"thumbnail_url":54,"tldr":3728,"tweet":54,"unknown_tags":3729,"__hash__":3730},"summaries\u002Fsummaries\u002Fcbe8f57aff43c671-mozilla-s-agentic-ai-pipeline-uncovers-271-firefox-summary.md","Mozilla's Agentic AI Pipeline Uncovers 271 Firefox Vulns",{"provider":7,"model":8,"input_tokens":3672,"output_tokens":3673,"processing_time_ms":3674,"cost_usd":3675},4411,1543,24783,0.0016312,{"type":14,"value":3677,"toc":3705},[3678,3682,3685,3688,3692,3695,3698,3702],[17,3679,3681],{"id":3680},"agentic-self-verification-slashes-false-positives-in-bug-hunting","Agentic Self-Verification Slashes False Positives in Bug Hunting",[22,3683,3684],{},"Scale AI vulnerability detection by building agentic pipelines where models like Claude Mythos Preview analyze code, then autonomously write and execute test cases to confirm issues. This filters speculation: earlier read-only scans with GPT-4 or Claude 3.5 Sonnet produced too much noise, but self-testing turned AI outputs into actionable reports. Mozilla ran Claude Opus across parallel VMs, each handling one file, then added deduplication, prioritization, and fix-tracking. Result: 271 previously unknown bugs in Firefox 150, plus a third of 111 other internal finds, contributing to 423 total resolutions in April—over 5x the prior monthly record of 76. Only 41 came from external reports, proving AI's edge over traditional methods.",[22,3686,3687],{},"Proof of robustness emerged too: AI attempts to exploit Prototype Pollution failed against Mozilla's pre-existing sandbox defenses, validating years-old architecture choices without manual re-testing.",[17,3689,3691],{"id":3690},"ai-excels-at-rare-chainable-weaknesses-fuzzing-misses","AI Excels at Rare, Chainable Weaknesses Fuzzing Misses",[22,3693,3694],{},"Target subtle flaws needing chaining for exploits, where fuzzing falls short. Mozilla's AI uncovered a 15-year-old HTML label bug, a 20-year-old XSLT issue in XML tools, sandbox escapes via HTML tables exceeding 65,535 rows (causing counter overflow), and RLBox bypasses in third-party libs. These aren't standalone attacks but prime for combination—exactly AI's strength in reasoning across codebases.",[22,3696,3697],{},"Shift from dismissing AI reports as 'slop' by pairing capable models (post-February Anthropic Frontier Red Team collab) with verification infrastructure. Publish early bug details for transparency, building trust in automated findings.",[17,3699,3701],{"id":3700},"automate-ai-checks-into-cicd-for-every-commit","Automate AI Checks into CI\u002FCD for Every Commit",[22,3703,3704],{},"Integrate pipelines directly into development: Mozilla plans to scan all new code pre-commit, catching issues at source. Start small with supervised runs, then parallelize across infra. Trade-offs: handles complex logic better than fuzzing but relies on model quality—upgrade as capabilities grow. This closes the gap from demo to production, making AI a core security layer for open-source giants like Firefox.",{"title":46,"searchDepth":47,"depth":47,"links":3706},[3707,3708,3709],{"id":3680,"depth":47,"text":3681},{"id":3690,"depth":47,"text":3691},{"id":3700,"depth":47,"text":3701},[109],{"content_references":3712,"triage":3716},[3713],{"type":60,"title":3714,"url":3715,"context":74},"Behind the Scenes: Hardening Firefox","https:\u002F\u002Fhacks.mozilla.org\u002F2026\u002F05\u002Fbehind-the-scenes-hardening-firefox\u002F",{"relevance":76,"novelty":77,"quality":77,"actionability":77,"composite":78,"reasoning":3717},"Category: AI Automation. The article discusses Mozilla's innovative use of an agentic AI pipeline to enhance vulnerability detection, addressing a specific pain point of improving software security through automation. It provides actionable insights on integrating AI checks into CI\u002FCD processes, making it relevant for developers looking to implement similar strategies.","\u002Fsummaries\u002Fcbe8f57aff43c671-mozilla-s-agentic-ai-pipeline-uncovers-271-firefox-summary","2026-05-08 09:23:28","2026-05-08 11:28:13",{"title":3670,"description":46},{"loc":3718},"cbe8f57aff43c671","The Decoder","https:\u002F\u002Fthe-decoder.com\u002Fmozillas-agentic-ai-pipeline-turns-claude-mythos-preview-loose-and-finds-271-unknown-firefox-vulnerabilities\u002F","summaries\u002Fcbe8f57aff43c671-mozilla-s-agentic-ai-pipeline-uncovers-271-firefox-summary",[92,93,94],"Using Claude Mythos Preview in an agentic pipeline that self-verifies via custom test cases, Mozilla found 271 unknown Firefox 150 vulnerabilities—some 20 years old—driving total fixes to 423 in April vs. 76 prior record.",[93,94],"MLdd08uognblDfOfz0zQrP3OTXw4CKTKlndr2ZdqI_s",{"id":3732,"title":3733,"ai":3734,"body":3739,"categories":3778,"created_at":54,"date_modified":54,"description":46,"extension":55,"faq":54,"featured":56,"kicker_label":54,"meta":3779,"navigation":80,"path":3791,"published_at":3792,"question":54,"scraped_at":3793,"seo":3794,"sitemap":3795,"source_id":3796,"source_name":3797,"source_type":88,"source_url":3798,"stem":3799,"tags":3800,"thumbnail_url":54,"tldr":3801,"tweet":54,"unknown_tags":3802,"__hash__":3803},"summaries\u002Fsummaries\u002F1aa0d5989d650d85-missions-three-role-agents-ship-code-for-days-summary.md","Missions: Three-Role Agents Ship Code for Days",{"provider":7,"model":8,"input_tokens":3735,"output_tokens":3736,"processing_time_ms":3737,"cost_usd":3738},7088,1883,38063,0.00233645,{"type":14,"value":3740,"toc":3772},[3741,3745,3748,3751,3755,3758,3762,3765,3769],[17,3742,3744],{"id":3743},"three-role-architecture-composes-multi-agent-patterns-for-long-running-autonomy","Three-Role Architecture Composes Multi-Agent Patterns for Long-Running Autonomy",[22,3746,3747],{},"Multi-agent systems succeed by blending five frontier strategies: delegation (one agent spawns sub-agents for subtasks like database schema research), creator-verifier (separate agents implement then scrutinize to avoid cost bias), direct communication (agents DM without coordinator, risky due to fragmented state), negotiation (agents trade over shared resources like code sections for win-win outcomes), and broadcast (one agent shares status or constraints to all for coherence). Missions integrates four—delegation, creator-verifier, broadcast, negotiation—into a workflow where humans set goals, approve plans, then agents execute for hours or days via shared state and structured handoffs.",[22,3749,3750],{},"The orchestrator acts as a sounding board: it scopes goals through conversation, clarifies requirements, outputs a plan with features, milestones, and a validation contract defining \"done\" upfront (hundreds of assertions per project, independent of code). Workers get clean context per feature: read spec, implement, commit via Git for clean slates. Validators run post-milestone: scrutiny (lints, type checks, dedicated code reviews per feature) and user testing (QA-like interaction via computer use—filling forms, clicking buttons, verifying flows). Validators see no prior code, ensuring adversarial checks. This catches drift since post-implementation tests confirm decisions, not requirements—pre-defined contracts enforce behavioral correctness.",[17,3752,3754],{"id":3753},"structured-handoffs-and-milestone-checkpoints-enable-self-healing","Structured Handoffs and Milestone Checkpoints Enable Self-Healing",[22,3756,3757],{},"Workers end features with structured handoffs logging completions, undone work, commands\u002Fexit codes, issues, and procedure adherence. Orchestrators review at milestones: if issues arise, scope corrective features, pulling the system back on track. This explicit documentation prevents context loss, unlike vague \"I'm done\" signals. Longest mission ran 16 days (potentially 30); errors surface at boundaries for targeted fixes, compounding correctness over time.",[17,3759,3761],{"id":3760},"serial-execution-outperforms-naive-parallelism-model-selection-compounds-gains","Serial Execution Outperforms Naive Parallelism; Model Selection Compounds Gains",[22,3763,3764],{},"Parallel agents conflict on shared codebases—duplicating work, inconsistent decisions, high coordination overhead burning tokens. Missions runs serially (one worker\u002Fvalidator active), parallelizing only read-only ops like codebase search or code reviews. Wall-clock time skews to user testing (live app interaction), not token generation. Assign models deliberately per role: slow reasoners for orchestration planning, fast coders for workers, precise followers for validation—mix providers to avoid biases. This \"droid whispering\" skill lets weaker\u002Fopen-weight models succeed via structure; prompt-defined orchestration (700 lines of text\u002Fskills, no hard-coded state machines) adapts to new models, avoiding obsolescence (the \"bitter lesson\" fear). Prompt caching offsets long-run costs.",[17,3766,3768],{"id":3767},"production-metrics-prove-scalable-software-autonomy","Production Metrics Prove Scalable Software Autonomy",[22,3770,3771],{},"Slack clone example: 60% time\u002Ftokens on implementation; validation fails first pass always, triggering 50% of final code as tests (90% coverage). Unlocks 3x workstreams (5 engineers → 30 missions), freeing humans for architecture\u002Fproduct decisions. Codebases improve: more tests\u002Fskills boost agent\u002Fhuman productivity. Enterprise uses: overnight prototypes, rapid internal tools, refactors\u002Fmigrations, ML research, codebase modernization. Mission Control dashboard tracks progress, budget, handoffs asynchronously—set it and ignore.",{"title":46,"searchDepth":47,"depth":47,"links":3773},[3774,3775,3776,3777],{"id":3743,"depth":47,"text":3744},{"id":3753,"depth":47,"text":3754},{"id":3760,"depth":47,"text":3761},{"id":3767,"depth":47,"text":3768},[],{"content_references":3780,"triage":3789},[3781,3785],{"type":3782,"title":3783,"author":3784,"context":63},"tool","Goose","Luke Alvoeiro",{"type":3782,"title":3786,"author":3787,"context":3788},"Missions","Factory","recommended",{"relevance":76,"novelty":77,"quality":77,"actionability":77,"composite":78,"reasoning":3790},"Category: AI Automation. The article discusses a novel three-role agent architecture that autonomously executes software projects, addressing the audience's need for practical AI automation strategies. It provides a detailed workflow that product builders can implement, including structured handoffs and milestone checkpoints, making it actionable.","\u002Fsummaries\u002F1aa0d5989d650d85-missions-three-role-agents-ship-code-for-days-summary","2026-05-06 15:00:06","2026-05-06 16:09:12",{"title":3733,"description":46},{"loc":3791},"9be634344e9a3eaa","AI Engineer","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=ow1we5PzK-o","summaries\u002F1aa0d5989d650d85-missions-three-role-agents-ship-code-for-days-summary",[92,93,94],"Combine orchestrator (plans with validation contracts), serial workers (implement features), and adversarial validators (verify end-to-end) into missions that autonomously execute software projects for up to 16 days without human attention.",[93,94],"DdBvmPsHmKHGMeuAAgQl1m6hD9eVhf66F-E9MOdgDgU",{"id":3805,"title":3806,"ai":3807,"body":3812,"categories":3846,"created_at":54,"date_modified":54,"description":46,"extension":55,"faq":54,"featured":56,"kicker_label":54,"meta":3847,"navigation":80,"path":3855,"published_at":3856,"question":54,"scraped_at":3857,"seo":3858,"sitemap":3859,"source_id":3860,"source_name":3861,"source_type":88,"source_url":3862,"stem":3863,"tags":3864,"thumbnail_url":54,"tldr":3865,"tweet":54,"unknown_tags":3866,"__hash__":3867},"summaries\u002Fsummaries\u002F5e0d166c0ddf7f96-four-bets-to-fix-agent-stack-ceilings-summary.md","Four Bets to Fix Agent Stack Ceilings",{"provider":7,"model":8,"input_tokens":3808,"output_tokens":3809,"processing_time_ms":3810,"cost_usd":3811},5204,1268,10323,0.00165215,{"type":14,"value":3813,"toc":3841},[3814,3818,3821,3825,3828,3831,3835,3838],[17,3815,3817],{"id":3816},"embed-identities-at-platform-level-for-governance","Embed Identities at Platform Level for Governance",[22,3819,3820],{},"Agents today borrow shared service accounts or OAuth tokens, creating governance debt: zero visibility into tool access, data movement, or credentials used. This leads to runtime failures like schema drifts or PII leaks, with agents marking tasks complete amid corrupted state. Fix by moving agent identity to the platform layer—distinct, unforgeable identities enforced at network level, like a badge reader. If an agent accesses an uncleared database, the connection blocks instantly. Result: attributable actions, auditable permissions, revocable agents, turning liabilities into a managed workforce without latency-heavy middleware.",[17,3822,3824],{"id":3823},"deliver-universal-context-and-mission-persistence","Deliver Universal Context and Mission Persistence",[22,3826,3827],{},"Context is siloed—browser agents see tabs, desktop ones see files—but business systems (CRM, ERP, data warehouse) remain inaccessible across tasks, wasting engineering on custom serialization and memory layers. Agents forget missions mid-task. Solution: platform-integrated universal context spanning all systems simultaneously, enabling reasoning over real business data.",[22,3829,3830],{},"Sessions die on laptop closes or token limits, unfit for enterprise workflows like week-long procurement or month-long audits. Achieve durable execution with cloud-native state\u002Fcheckpointing surviving restarts, disconnects, redeploys, and model changes (no local Redis hacks). Use long-horizon memory, summarization, and handoffs for multi-week tasks. Support missions outliving sessions via credential rotations and audit trails. Add first-class human-in-the-loop pauses for approvals. This raises the bar from hour-long demos to quarter-long autonomy with guardrails.",[17,3832,3834],{"id":3833},"prototype-on-open-platforms-not-custom-plumbing","Prototype on Open Platforms, Not Custom Plumbing",[22,3836,3837],{},"Teams waste cycles on undifferentiated work: custom memory, eval harnesses, observability, retries—draining bandwidth from domain-specific logic like company judgment calls or regulations. Copy cloud\u002Fcontainer model: prototype locally on open-source orchestration primitives, scale to managed platforms without rewrites. This lets engineers focus on product-differentiating business logic, not boilerplate.",[22,3839,3840],{},"Over five years, winners choose agent foundations covering identity, context, persistence, orchestration—freeing months for unique problems. Rebuilding stack monthly delays deployment; build on agent-engineered platforms instead.",{"title":46,"searchDepth":47,"depth":47,"links":3842},[3843,3844,3845],{"id":3816,"depth":47,"text":3817},{"id":3823,"depth":47,"text":3824},{"id":3833,"depth":47,"text":3834},[109],{"content_references":3848,"triage":3853},[3849,3851],{"type":3782,"title":3850,"context":63},"Claude Code",{"type":3782,"title":3852,"context":63},"OpenClaw",{"relevance":76,"novelty":77,"quality":77,"actionability":77,"composite":78,"reasoning":3854},"Category: AI Automation. The article addresses specific governance issues in AI agents and proposes actionable solutions, such as embedding identities at the platform level and delivering universal context, which directly relates to the audience's need for practical applications in AI-powered product development.","\u002Fsummaries\u002F5e0d166c0ddf7f96-four-bets-to-fix-agent-stack-ceilings-summary","2026-04-18 17:16:43","2026-04-19 01:22:25",{"title":3806,"description":46},{"loc":3855},"5e0d166c0ddf7f96","Addy Osmani","https:\u002F\u002Faddyo.substack.com\u002Fp\u002Fthe-agent-stack-bet","summaries\u002F5e0d166c0ddf7f96-four-bets-to-fix-agent-stack-ceilings-summary",[92,93,94],"Production agents fail due to governance gaps from shared credentials, siloed context, fragile sessions, and custom plumbing—bet on platform-level identities, universal context, durable execution, and open platforms.",[93,94],"-3yEbilIQIRZiVMv0x4F20am37xfrRnzgUSo_0ZEWbs",{"id":3869,"title":3870,"ai":3871,"body":3876,"categories":3934,"created_at":54,"date_modified":54,"description":46,"extension":55,"faq":54,"featured":56,"kicker_label":54,"meta":3935,"navigation":80,"path":3942,"published_at":3943,"question":54,"scraped_at":3944,"seo":3945,"sitemap":3946,"source_id":3947,"source_name":3948,"source_type":88,"source_url":3949,"stem":3950,"tags":3951,"thumbnail_url":54,"tldr":3953,"tweet":54,"unknown_tags":3954,"__hash__":3955},"summaries\u002Fsummaries\u002F274d310f289e54db-yin-yang-llm-pipeline-cuts-noise-in-code-scanning-summary.md","Yin-Yang LLM Pipeline Cuts Noise in Code Scanning",{"provider":7,"model":8,"input_tokens":3872,"output_tokens":3873,"processing_time_ms":3874,"cost_usd":3875},5484,1270,11737,0.00122495,{"type":14,"value":3877,"toc":3928},[3878,3882,3894,3898,3906,3910,3921,3925],[17,3879,3881],{"id":3880},"designed-distrust-yin-yang-agents-balance-recall-and-precision","Designed Distrust: Yin-Yang Agents Balance Recall and Precision",[22,3883,3884,3885,3889,3890,3893],{},"Treat LLMs as stochastic machines with expected errors, not infallible oracles. Veritas pipeline uses two opposing agents: the ",[3886,3887,3888],"strong",{},"hypothesis agent (Yang)"," maximizes recall by scanning architecture entry points, trust boundaries, and threat models to flag every plausible vulnerability candidate cheaply—prioritizing low cost of refuted hypotheses over missing real issues. The ",[3886,3891,3892],{},"evidence agent (Yin)"," maximizes precision as a skeptical auditor, refuting claims unless backed by cited source-code evidence like sanitizers or validation logic. This tug-of-war decouples generation from judgment, letting hypothesis over-generate (reducing Type 2 false negatives) while evidence strictly verifies (reducing Type 1 false positives), avoiding single-stage scanners' internal conflicts on the precision-recall curve.",[17,3895,3897],{"id":3896},"information-bottleneck-defeats-anchoring-bias","Information Bottleneck Defeats Anchoring Bias",[22,3899,3900,3901,3905],{},"Strip reasoning from hypotheses via ",[3902,3903,3904],"code",{},"slim_hypotheses_for_evidence()"," before evidence review, forcing independent verification against raw code context. Deleting the \"why\" prevents anchoring bias, where prior explanations cause overfitting and hallucinated confirmations. Evidence agent must rediscover exploit paths or discard findings, making the system smarter by intentionally \"dumbing down\" the second stage—trading tokens for quality.",[17,3907,3909],{"id":3908},"deterministic-policy-gate-overrides-ai-verdicts","Deterministic Policy Gate Overrides AI Verdicts",[22,3911,3912,3913,3916,3917,3920],{},"AI never decides alone: a mechanical ",[3886,3914,3915],{},"policy gate"," applies checklists post-pipeline. Findings below 0.3 confidence score marked \"Inconclusive\"; critical\u002Fhigh-severity inconclusive ones flagged ",[3902,3918,3919],{},"NEEDS_HUMAN"," instead of dropped. Every pre-scan finding gets confirmed, disproven, or escalated with full audit trail. This handles variation like assembly-line quality control, producing reviewable outputs for developers during manual reviews—not replacing SAST tools like CodeQL, but assisting Security Champions.",[17,3922,3924],{"id":3923},"pipeline-outcomes-process-over-prompting","Pipeline Outcomes: Process Over Prompting",[22,3926,3927],{},"Statistical process control trumps prompt engineering: accuracy emerges from architectural tension (expansion then contraction), not model size or perfect prompts. Hypothesis runs high-recall\u002Flow-precision; evidence shifts to high-precision. Extra compute yields hallucination-free reports tied to evidence, with next steps in empirical calibration against known vuln\u002Fnon-vuln cases. Veritas (GitHub POC) proves treating LLM outputs as intermediates—with inspection, disposition, escalation—yields trustworthy code review aids.",{"title":46,"searchDepth":47,"depth":47,"links":3929},[3930,3931,3932,3933],{"id":3880,"depth":47,"text":3881},{"id":3896,"depth":47,"text":3897},{"id":3908,"depth":47,"text":3909},{"id":3923,"depth":47,"text":3924},[53],{"content_references":3936,"triage":3940},[3937],{"type":3782,"title":3938,"url":3939,"context":63},"Veritas","https:\u002F\u002Fgithub.com\u002Fjoshconkel\u002FVeritas-POC",{"relevance":76,"novelty":77,"quality":77,"actionability":77,"composite":78,"reasoning":3941},"Category: AI Automation. The article presents a novel approach to AI code scanning by introducing a dual-agent system that balances recall and precision, addressing a specific pain point for developers looking to improve code reliability. It offers actionable insights on implementing a deterministic policy gate and emphasizes the importance of independent verification, making it relevant and practical for the target audience.","\u002Fsummaries\u002F274d310f289e54db-yin-yang-llm-pipeline-cuts-noise-in-code-scanning-summary","2026-05-03 16:01:01","2026-05-03 17:00:57",{"title":3870,"description":46},{"loc":3942},"274d310f289e54db","Towards AI","https:\u002F\u002Fpub.towardsai.net\u002Fyin-yang-and-the-llm-engineering-reliability-into-ai-code-scanning-35f4f6c222fa?source=rss----98111c9905da---4","summaries\u002F274d310f289e54db-yin-yang-llm-pipeline-cuts-noise-in-code-scanning-summary",[3952,92,93,94],"llm","Build reliable AI code scanners by pitting a recall-focused hypothesis agent against a precision-focused evidence agent, stripping reasoning to avoid bias, and enforcing a deterministic policy gate—treating LLMs as stochastic machines, not oracles.",[93,94],"JWz6oOrzw6FIoiG_JJucEu0m9Nr-uNWnazNK1OjyM-I"]