[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-07784276a075a7a6-governance-by-construction-for-generalist-agents-summary":3,"summaries-facets-categories":119,"summary-related-07784276a075a7a6-governance-by-construction-for-generalist-agents-summary":4136},{"id":4,"title":5,"ai":6,"body":13,"categories":86,"created_at":88,"date_modified":88,"description":80,"extension":89,"faq":88,"featured":90,"kicker_label":88,"meta":91,"navigation":102,"path":103,"published_at":104,"question":88,"scraped_at":104,"seo":105,"sitemap":106,"source_id":107,"source_name":108,"source_type":109,"source_url":95,"stem":110,"tags":111,"thumbnail_url":88,"tldr":116,"tweet":88,"unknown_tags":117,"__hash__":118},"summaries\u002Fsummaries\u002F07784276a075a7a6-governance-by-construction-for-generalist-agents-summary.md","Governance by Construction for Generalist Agents",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4067,620,3351,0.00194675,{"type":14,"value":15,"toc":79},"minimark",[16,21,25,29,32,55,59,62,76],[17,18,20],"h2",{"id":19},"the-shift-to-governance-by-construction","The Shift to Governance by Construction",[22,23,24],"p",{},"The paper argues that current approaches to AI safety—which rely heavily on post-hoc monitoring, guardrails, and external oversight—are insufficient for the increasing autonomy of generalist agents. Instead, it proposes 'Governance by Construction,' a methodology that treats safety as a foundational architectural requirement rather than an add-on. By embedding governance mechanisms directly into the agent's construction, developers can ensure that agents operate within defined boundaries by design, reducing the risk of emergent, unsafe behaviors in complex environments.",[17,26,28],{"id":27},"architectural-constraints-and-execution-environments","Architectural Constraints and Execution Environments",[22,30,31],{},"The core of this approach involves moving beyond prompt-based restrictions. The authors advocate for:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Restricted Execution Environments:"," Running agents within sandboxed environments where capabilities (e.g., file system access, network calls, API interactions) are strictly mediated by a governance layer that enforces policy at the system level.",[36,44,45,48],{},[39,46,47],{},"Formal Verification of Agent Logic:"," Applying software engineering principles to agent workflows, where critical decision paths are verified against safety specifications before deployment.",[36,50,51,54],{},[39,52,53],{},"Immutable Policy Enforcement:"," Ensuring that the governance rules governing an agent's actions cannot be overridden by the agent itself, even if it is prompted or manipulated to do so. This creates a clear separation between the agent's 'reasoning' (the LLM) and its 'execution' (the governed environment).",[17,56,58],{"id":57},"bridging-ai-and-software-engineering","Bridging AI and Software Engineering",[22,60,61],{},"By framing AI safety as a software engineering problem, the paper emphasizes that reliability in generalist agents requires the same rigor as mission-critical software. This includes:",[33,63,64,70],{},[36,65,66,69],{},[39,67,68],{},"Declarative Governance:"," Defining safety policies as code or configuration that is version-controlled and auditable.",[36,71,72,75],{},[39,73,74],{},"Observability as Governance:"," Using telemetry not just for debugging, but as a real-time feedback loop for the governance layer to throttle or halt agents that deviate from expected behavioral patterns.",[22,77,78],{},"This paradigm shift suggests that the future of safe AI lies not in making models 'smarter' or more 'aligned' in a vacuum, but in building robust, constrained systems that treat the LLM as a component within a larger, governed architecture.",{"title":80,"searchDepth":81,"depth":81,"links":82},"",2,[83,84,85],{"id":19,"depth":81,"text":20},{"id":27,"depth":81,"text":28},{"id":57,"depth":81,"text":58},[87],"AI & LLMs",null,"md",false,{"content_references":92,"triage":97},[93],{"type":94,"title":5,"url":95,"context":96},"paper","https:\u002F\u002Farxiv.org\u002Fabs\u002F2605.20874","cited",{"relevance":98,"novelty":98,"quality":98,"actionability":99,"composite":100,"reasoning":101},4,3,3.8,"Category: AI & LLMs. The article addresses a significant aspect of AI safety relevant to product builders by proposing a new governance framework that integrates safety into the architecture of AI agents. It provides actionable insights on embedding governance mechanisms, though it lacks detailed step-by-step guidance for implementation.",true,"\u002Fsummaries\u002F07784276a075a7a6-governance-by-construction-for-generalist-agents-summary","2026-05-22 07:00:22",{"title":5,"description":80},{"loc":103},"07784276a075a7a6","arXiv cs.AI","article","summaries\u002F07784276a075a7a6-governance-by-construction-for-generalist-agents-summary",[112,113,114,115],"ai-agents","safety","governance","software-engineering","The paper proposes 'Governance by Construction' as a paradigm for AI safety, shifting from post-hoc monitoring to embedding constraints directly into the agent's architecture and execution environment.",[112,113,114,115],"X9YKbQbfAA7or03KsR4N1FUFUJZuTMneea7cFI2I7YY",[120,123,126,128,131,134,136,138,140,142,144,146,149,151,153,155,157,159,161,163,165,167,169,171,173,175,178,181,183,185,188,190,192,195,197,199,201,203,205,207,209,211,213,215,217,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134],{"categories":121},[122],"Developer Productivity",{"categories":124},[125],"Business & SaaS",{"categories":127},[87],{"categories":129},[130],"AI Automation",{"categories":132},[133],"Product Strategy",{"categories":135},[87],{"categories":137},[122],{"categories":139},[125],{"categories":141},[],{"categories":143},[87],{"categories":145},[],{"categories":147},[148],"AI News & Trends",{"categories":150},[130],{"categories":152},[130],{"categories":154},[148],{"categories":156},[130],{"categories":158},[130],{"categories":160},[130],{"categories":162},[87],{"categories":164},[87],{"categories":166},[87],{"categories":168},[148],{"categories":170},[87],{"categories":172},[87],{"categories":174},[],{"categories":176},[177],"Design & Frontend",{"categories":179},[180],"Data Science & Visualization",{"categories":182},[148],{"categories":184},[],{"categories":186},[187],"Software Engineering",{"categories":189},[87],{"categories":191},[130],{"categories":193},[194],"Marketing & Growth",{"categories":196},[177],{"categories":198},[87],{"categories":200},[130],{"categories":202},[],{"categories":204},[],{"categories":206},[177],{"categories":208},[130],{"categories":210},[122],{"categories":212},[187],{"categories":214},[177],{"categories":216},[87],{"categories":218},[219],"DevOps & Cloud",{"categories":221},[130],{"categories":223},[148],{"categories":225},[],{"categories":227},[],{"categories":229},[130],{"categories":231},[187],{"categories":233},[],{"categories":235},[125],{"categories":237},[],{"categories":239},[],{"categories":241},[130],{"categories":243},[87],{"categories":245},[87],{"categories":247},[130],{"categories":249},[87],{"categories":251},[87],{"categories":253},[],{"categories":255},[187],{"categories":257},[],{"categories":259},[],{"categories":261},[187],{"categories":263},[],{"categories":265},[187],{"categories":267},[87],{"categories":269},[87],{"categories":271},[194],{"categories":273},[177],{"categories":275},[177],{"categories":277},[87],{"categories":279},[130],{"categories":281},[187],{"categories":283},[87],{"categories":285},[87],{"categories":287},[130],{"categories":289},[130],{"categories":291},[180],{"categories":293},[148],{"categories":295},[130],{"categories":297},[130],{"categories":299},[194],{"categories":301},[130],{"categories":303},[133],{"categories":305},[187],{"categories":307},[],{"categories":309},[130],{"categories":311},[],{"categories":313},[130],{"categories":315},[187],{"categories":317},[219],{"categories":319},[177],{"categories":321},[87],{"categories":323},[],{"categories":325},[87],{"categories":327},[],{"categories":329},[130],{"categories":331},[],{"categories":333},[87],{"categories":335},[],{"categories":337},[122],{"categories":339},[187],{"categories":341},[125],{"categories":343},[87],{"categories":345},[87],{"categories":347},[148],{"categories":349},[87],{"categories":351},[],{"categories":353},[87],{"categories":355},[],{"categories":357},[187],{"categories":359},[180],{"categories":361},[],{"categories":363},[87],{"categories":365},[177],{"categories":367},[],{"categories":369},[177],{"categories":371},[130],{"categories":373},[],{"categories":375},[87],{"categories":377},[130],{"categories":379},[148],{"categories":381},[125],{"categories":383},[87],{"categories":385},[],{"categories":387},[130],{"categories":389},[87],{"categories":391},[133],{"categories":393},[],{"categories":395},[87],{"categories":397},[133],{"categories":399},[130],{"categories":401},[130],{"categories":403},[],{"categories":405},[180],{"categories":407},[87],{"categories":409},[],{"categories":411},[122],{"categories":413},[125],{"categories":415},[87],{"categories":417},[130],{"categories":419},[187],{"categories":421},[87],{"categories":423},[],{"categories":425},[],{"categories":427},[87],{"categories":429},[87],{"categories":431},[],{"categories":433},[177],{"categories":435},[],{"categories":437},[87],{"categories":439},[],{"categories":441},[130],{"categories":443},[87],{"categories":445},[177],{"categories":447},[],{"categories":449},[87],{"categories":451},[87],{"categories":453},[125],{"categories":455},[130],{"categories":457},[87],{"categories":459},[87],{"categories":461},[177],{"categories":463},[130],{"categories":465},[],{"categories":467},[],{"categories":469},[148],{"categories":471},[],{"categories":473},[87],{"categories":475},[125,194],{"categories":477},[],{"categories":479},[87],{"categories":481},[130],{"categories":483},[],{"categories":485},[],{"categories":487},[87],{"categories":489},[],{"categories":491},[87],{"categories":493},[219],{"categories":495},[],{"categories":497},[148],{"categories":499},[177],{"categories":501},[],{"categories":503},[148],{"categories":505},[130],{"categories":507},[148],{"categories":509},[87],{"categories":511},[194],{"categories":513},[],{"categories":515},[125],{"categories":517},[87],{"categories":519},[130],{"categories":521},[],{"categories":523},[87,219],{"categories":525},[87],{"categories":527},[87],{"categories":529},[87],{"categories":531},[130],{"categories":533},[87,187],{"categories":535},[180],{"categories":537},[87],{"categories":539},[194],{"categories":541},[130],{"categories":543},[87],{"categories":545},[130],{"categories":547},[],{"categories":549},[130],{"categories":551},[87],{"categories":553},[87,125],{"categories":555},[],{"categories":557},[177],{"categories":559},[177],{"categories":561},[],{"categories":563},[],{"categories":565},[148],{"categories":567},[],{"categories":569},[122],{"categories":571},[187],{"categories":573},[87],{"categories":575},[177],{"categories":577},[130],{"categories":579},[187],{"categories":581},[148],{"categories":583},[177],{"categories":585},[],{"categories":587},[87],{"categories":589},[87],{"categories":591},[87],{"categories":593},[87],{"categories":595},[148],{"categories":597},[122],{"categories":599},[87],{"categories":601},[130],{"categories":603},[219],{"categories":605},[177],{"categories":607},[130],{"categories":609},[],{"categories":611},[],{"categories":613},[177],{"categories":615},[148],{"categories":617},[180],{"categories":619},[],{"categories":621},[87],{"categories":623},[87],{"categories":625},[125],{"categories":627},[87],{"categories":629},[87],{"categories":631},[87],{"categories":633},[148],{"categories":635},[],{"categories":637},[130],{"categories":639},[187],{"categories":641},[],{"categories":643},[87],{"categories":645},[87],{"categories":647},[130],{"categories":649},[],{"categories":651},[],{"categories":653},[87],{"categories":655},[],{"categories":657},[125],{"categories":659},[130],{"categories":661},[130],{"categories":663},[],{"categories":665},[122],{"categories":667},[87],{"categories":669},[125],{"categories":671},[148],{"categories":673},[122],{"categories":675},[],{"categories":677},[],{"categories":679},[],{"categories":681},[148],{"categories":683},[148],{"categories":685},[],{"categories":687},[187],{"categories":689},[],{"categories":691},[125],{"categories":693},[],{"categories":695},[],{"categories":697},[122],{"categories":699},[],{"categories":701},[194],{"categories":703},[130],{"categories":705},[125],{"categories":707},[130],{"categories":709},[187],{"categories":711},[],{"categories":713},[133],{"categories":715},[177],{"categories":717},[187],{"categories":719},[87],{"categories":721},[130],{"categories":723},[125],{"categories":725},[87],{"categories":727},[],{"categories":729},[],{"categories":731},[187],{"categories":733},[180],{"categories":735},[133],{"categories":737},[130],{"categories":739},[87],{"categories":741},[],{"categories":743},[219],{"categories":745},[],{"categories":747},[130],{"categories":749},[],{"categories":751},[122],{"categories":753},[],{"categories":755},[87],{"categories":757},[87],{"categories":759},[177],{"categories":761},[194],{"categories":763},[130],{"categories":765},[],{"categories":767},[187],{"categories":769},[122],{"categories":771},[],{"categories":773},[148],{"categories":775},[87,219],{"categories":777},[87],{"categories":779},[148],{"categories":781},[87],{"categories":783},[87],{"categories":785},[125],{"categories":787},[87],{"categories":789},[],{"categories":791},[87],{"categories":793},[125],{"categories":795},[],{"categories":797},[130],{"categories":799},[187],{"categories":801},[177],{"categories":803},[148],{"categories":805},[180],{"categories":807},[122],{"categories":809},[87],{"categories":811},[130],{"categories":813},[187],{"categories":815},[],{"categories":817},[],{"categories":819},[133],{"categories":821},[],{"categories":823},[87],{"categories":825},[],{"categories":827},[177],{"categories":829},[187],{"categories":831},[177],{"categories":833},[87],{"categories":835},[177],{"categories":837},[],{"categories":839},[],{"categories":841},[148],{"categories":843},[130],{"categories":845},[130],{"categories":847},[87],{"categories":849},[87],{"categories":851},[87],{"categories":853},[125],{"categories":855},[87],{"categories":857},[],{"categories":859},[187],{"categories":861},[187],{"categories":863},[125],{"categories":865},[],{"categories":867},[87],{"categories":869},[87],{"categories":871},[125],{"categories":873},[148],{"categories":875},[194],{"categories":877},[87],{"categories":879},[130],{"categories":881},[],{"categories":883},[177],{"categories":885},[],{"categories":887},[87],{"categories":889},[87],{"categories":891},[],{"categories":893},[125],{"categories":895},[130],{"categories":897},[],{"categories":899},[219],{"categories":901},[180],{"categories":903},[187],{"categories":905},[194],{"categories":907},[87],{"categories":909},[187],{"categories":911},[130],{"categories":913},[],{"categories":915},[],{"categories":917},[130],{"categories":919},[122],{"categories":921},[130],{"categories":923},[133],{"categories":925},[125],{"categories":927},[],{"categories":929},[87],{"categories":931},[133],{"categories":933},[87],{"categories":935},[87],{"categories":937},[194],{"categories":939},[87],{"categories":941},[177],{"categories":943},[130],{"categories":945},[],{"categories":947},[],{"categories":949},[219],{"categories":951},[187],{"categories":953},[],{"categories":955},[130],{"categories":957},[87],{"categories":959},[177,87],{"categories":961},[122],{"categories":963},[],{"categories":965},[87],{"categories":967},[122],{"categories":969},[177],{"categories":971},[130],{"categories":973},[187],{"categories":975},[],{"categories":977},[87],{"categories":979},[],{"categories":981},[],{"categories":983},[87],{"categories":985},[122],{"categories":987},[87],{"categories":989},[],{"categories":991},[130],{"categories":993},[133],{"categories":995},[87],{"categories":997},[87],{"categories":999},[87],{"categories":1001},[177],{"categories":1003},[130],{"categories":1005},[219],{"categories":1007},[177],{"categories":1009},[130],{"categories":1011},[87],{"categories":1013},[87],{"categories":1015},[87],{"categories":1017},[187],{"categories":1019},[],{"categories":1021},[148],{"categories":1023},[],{"categories":1025},[133],{"categories":1027},[130],{"categories":1029},[177],{"categories":1031},[87],{"categories":1033},[130],{"categories":1035},[187],{"categories":1037},[177],{"categories":1039},[130],{"categories":1041},[148],{"categories":1043},[],{"categories":1045},[87],{"categories":1047},[177],{"categories":1049},[87],{"categories":1051},[122],{"categories":1053},[148],{"categories":1055},[87],{"categories":1057},[194],{"categories":1059},[87],{"categories":1061},[130],{"categories":1063},[130],{"categories":1065},[87],{"categories":1067},[130],{"categories":1069},[130],{"categories":1071},[87],{"categories":1073},[130],{"categories":1075},[177],{"categories":1077},[87],{"categories":1079},[],{"categories":1081},[],{"categories":1083},[187],{"categories":1085},[],{"categories":1087},[122],{"categories":1089},[219],{"categories":1091},[87],{"categories":1093},[],{"categories":1095},[122],{"categories":1097},[125],{"categories":1099},[194],{"categories":1101},[],{"categories":1103},[125],{"categories":1105},[],{"categories":1107},[87],{"categories":1109},[187],{"categories":1111},[],{"categories":1113},[],{"categories":1115},[],{"categories":1117},[],{"categories":1119},[87],{"categories":1121},[130],{"categories":1123},[219],{"categories":1125},[122],{"categories":1127},[187],{"categories":1129},[87],{"categories":1131},[187],{"categories":1133},[133],{"categories":1135},[87],{"categories":1137},[194],{"categories":1139},[125],{"categories":1141},[87],{"categories":1143},[87],{"categories":1145},[87],{"categories":1147},[87,122],{"categories":1149},[187],{"categories":1151},[187],{"categories":1153},[177],{"categories":1155},[130],{"categories":1157},[87],{"categories":1159},[],{"categories":1161},[],{"categories":1163},[],{"categories":1165},[187],{"categories":1167},[180],{"categories":1169},[148],{"categories":1171},[177],{"categories":1173},[187],{"categories":1175},[],{"categories":1177},[87],{"categories":1179},[87],{"categories":1181},[],{"categories":1183},[130],{"categories":1185},[87],{"categories":1187},[87],{"categories":1189},[],{"categories":1191},[130],{"categories":1193},[87],{"categories":1195},[125],{"categories":1197},[],{"categories":1199},[122],{"categories":1201},[87],{"categories":1203},[122],{"categories":1205},[87],{"categories":1207},[187],{"categories":1209},[194],{"categories":1211},[130],{"categories":1213},[87,177],{"categories":1215},[148],{"categories":1217},[87],{"categories":1219},[177],{"categories":1221},[],{"categories":1223},[187],{"categories":1225},[219],{"categories":1227},[177],{"categories":1229},[130],{"categories":1231},[],{"categories":1233},[],{"categories":1235},[],{"categories":1237},[],{"categories":1239},[187],{"categories":1241},[130],{"categories":1243},[130],{"categories":1245},[219],{"categories":1247},[87],{"categories":1249},[87],{"categories":1251},[130],{"categories":1253},[87],{"categories":1255},[87],{"categories":1257},[],{"categories":1259},[177],{"categories":1261},[],{"categories":1263},[],{"categories":1265},[130],{"categories":1267},[],{"categories":1269},[],{"categories":1271},[194],{"categories":1273},[194],{"categories":1275},[130],{"categories":1277},[187],{"categories":1279},[],{"categories":1281},[87],{"categories":1283},[87],{"categories":1285},[187],{"categories":1287},[177],{"categories":1289},[177],{"categories":1291},[130],{"categories":1293},[122],{"categories":1295},[87],{"categories":1297},[177],{"categories":1299},[177],{"categories":1301},[130],{"categories":1303},[130],{"categories":1305},[87],{"categories":1307},[],{"categories":1309},[87],{"categories":1311},[],{"categories":1313},[87],{"categories":1315},[130],{"categories":1317},[148],{"categories":1319},[187],{"categories":1321},[87],{"categories":1323},[122],{"categories":1325},[87],{"categories":1327},[],{"categories":1329},[130],{"categories":1331},[130],{"categories":1333},[],{"categories":1335},[87],{"categories":1337},[122],{"categories":1339},[87],{"categories":1341},[122],{"categories":1343},[122],{"categories":1345},[],{"categories":1347},[],{"categories":1349},[130],{"categories":1351},[148],{"categories":1353},[130],{"categories":1355},[87],{"categories":1357},[87],{"categories":1359},[148],{"categories":1361},[180],{"categories":1363},[133],{"categories":1365},[148],{"categories":1367},[177],{"categories":1369},[],{"categories":1371},[],{"categories":1373},[148],{"categories":1375},[],{"categories":1377},[],{"categories":1379},[],{"categories":1381},[],{"categories":1383},[187],{"categories":1385},[187],{"categories":1387},[180],{"categories":1389},[],{"categories":1391},[87],{"categories":1393},[87],{"categories":1395},[180],{"categories":1397},[187],{"categories":1399},[],{"categories":1401},[],{"categories":1403},[130],{"categories":1405},[130],{"categories":1407},[148],{"categories":1409},[148],{"categories":1411},[130],{"categories":1413},[130],{"categories":1415},[122],{"categories":1417},[87,219],{"categories":1419},[],{"categories":1421},[177],{"categories":1423},[122],{"categories":1425},[130],{"categories":1427},[177],{"categories":1429},[],{"categories":1431},[130],{"categories":1433},[130],{"categories":1435},[87],{"categories":1437},[194],{"categories":1439},[187],{"categories":1441},[177],{"categories":1443},[],{"categories":1445},[130],{"categories":1447},[87],{"categories":1449},[130],{"categories":1451},[130],{"categories":1453},[130],{"categories":1455},[194],{"categories":1457},[87],{"categories":1459},[130],{"categories":1461},[87],{"categories":1463},[],{"categories":1465},[194],{"categories":1467},[148],{"categories":1469},[187],{"categories":1471},[87],{"categories":1473},[130],{"categories":1475},[],{"categories":1477},[],{"categories":1479},[87],{"categories":1481},[130],{"categories":1483},[148],{"categories":1485},[130],{"categories":1487},[130],{"categories":1489},[],{"categories":1491},[87],{"categories":1493},[],{"categories":1495},[],{"categories":1497},[130],{"categories":1499},[],{"categories":1501},[],{"categories":1503},[180],{"categories":1505},[87],{"categories":1507},[180],{"categories":1509},[148],{"categories":1511},[87],{"categories":1513},[87],{"categories":1515},[130],{"categories":1517},[87],{"categories":1519},[],{"categories":1521},[],{"categories":1523},[219],{"categories":1525},[87],{"categories":1527},[],{"categories":1529},[],{"categories":1531},[122],{"categories":1533},[],{"categories":1535},[],{"categories":1537},[87],{"categories":1539},[],{"categories":1541},[],{"categories":1543},[187],{"categories":1545},[148],{"categories":1547},[194],{"categories":1549},[125],{"categories":1551},[87],{"categories":1553},[87],{"categories":1555},[125],{"categories":1557},[],{"categories":1559},[177],{"categories":1561},[130],{"categories":1563},[125],{"categories":1565},[87],{"categories":1567},[87],{"categories":1569},[122],{"categories":1571},[87],{"categories":1573},[],{"categories":1575},[122],{"categories":1577},[87],{"categories":1579},[194],{"categories":1581},[130],{"categories":1583},[148],{"categories":1585},[125],{"categories":1587},[87],{"categories":1589},[87],{"categories":1591},[130],{"categories":1593},[],{"categories":1595},[87],{"categories":1597},[122],{"categories":1599},[87],{"categories":1601},[87],{"categories":1603},[],{"categories":1605},[148],{"categories":1607},[87],{"categories":1609},[87],{"categories":1611},[],{"categories":1613},[125],{"categories":1615},[125],{"categories":1617},[87],{"categories":1619},[87],{"categories":1621},[],{"categories":1623},[],{"categories":1625},[],{"categories":1627},[87],{"categories":1629},[148],{"categories":1631},[],{"categories":1633},[219],{"categories":1635},[87],{"categories":1637},[87],{"categories":1639},[],{"categories":1641},[87],{"categories":1643},[87],{"categories":1645},[87],{"categories":1647},[87,219],{"categories":1649},[87],{"categories":1651},[87],{"categories":1653},[177],{"categories":1655},[130],{"categories":1657},[],{"categories":1659},[130],{"categories":1661},[130],{"categories":1663},[87],{"categories":1665},[87],{"categories":1667},[87],{"categories":1669},[122],{"categories":1671},[122],{"categories":1673},[187],{"categories":1675},[177],{"categories":1677},[130],{"categories":1679},[],{"categories":1681},[87],{"categories":1683},[148],{"categories":1685},[87],{"categories":1687},[87],{"categories":1689},[125],{"categories":1691},[],{"categories":1693},[219],{"categories":1695},[177],{"categories":1697},[177],{"categories":1699},[130],{"categories":1701},[148],{"categories":1703},[130],{"categories":1705},[87],{"categories":1707},[],{"categories":1709},[87],{"categories":1711},[],{"categories":1713},[],{"categories":1715},[87],{"categories":1717},[87],{"categories":1719},[87],{"categories":1721},[130],{"categories":1723},[87],{"categories":1725},[87],{"categories":1727},[],{"categories":1729},[180],{"categories":1731},[130],{"categories":1733},[],{"categories":1735},[],{"categories":1737},[87],{"categories":1739},[87],{"categories":1741},[87],{"categories":1743},[148],{"categories":1745},[],{"categories":1747},[177],{"categories":1749},[219],{"categories":1751},[148],{"categories":1753},[187],{"categories":1755},[187],{"categories":1757},[148],{"categories":1759},[148],{"categories":1761},[219],{"categories":1763},[],{"categories":1765},[148],{"categories":1767},[87],{"categories":1769},[122],{"categories":1771},[87],{"categories":1773},[148],{"categories":1775},[],{"categories":1777},[187],{"categories":1779},[180],{"categories":1781},[87],{"categories":1783},[148],{"categories":1785},[187],{"categories":1787},[130],{"categories":1789},[148],{"categories":1791},[219],{"categories":1793},[130],{"categories":1795},[87],{"categories":1797},[87],{"categories":1799},[87],{"categories":1801},[],{"categories":1803},[125],{"categories":1805},[],{"categories":1807},[],{"categories":1809},[87],{"categories":1811},[87],{"categories":1813},[87],{"categories":1815},[87],{"categories":1817},[],{"categories":1819},[180],{"categories":1821},[122],{"categories":1823},[],{"categories":1825},[87],{"categories":1827},[87],{"categories":1829},[219],{"categories":1831},[219],{"categories":1833},[],{"categories":1835},[130],{"categories":1837},[148],{"categories":1839},[148],{"categories":1841},[87],{"categories":1843},[130],{"categories":1845},[],{"categories":1847},[177],{"categories":1849},[87],{"categories":1851},[87],{"categories":1853},[],{"categories":1855},[87],{"categories":1857},[],{"categories":1859},[187],{"categories":1861},[219],{"categories":1863},[87],{"categories":1865},[187],{"categories":1867},[125],{"categories":1869},[87],{"categories":1871},[],{"categories":1873},[130],{"categories":1875},[122],{"categories":1877},[122],{"categories":1879},[],{"categories":1881},[87],{"categories":1883},[177],{"categories":1885},[130],{"categories":1887},[],{"categories":1889},[87],{"categories":1891},[87],{"categories":1893},[130],{"categories":1895},[],{"categories":1897},[130],{"categories":1899},[187],{"categories":1901},[],{"categories":1903},[87],{"categories":1905},[],{"categories":1907},[87],{"categories":1909},[],{"categories":1911},[87],{"categories":1913},[87],{"categories":1915},[],{"categories":1917},[87],{"categories":1919},[148],{"categories":1921},[87],{"categories":1923},[87],{"categories":1925},[122],{"categories":1927},[87],{"categories":1929},[148],{"categories":1931},[130],{"categories":1933},[],{"categories":1935},[87],{"categories":1937},[177],{"categories":1939},[194],{"categories":1941},[87],{"categories":1943},[],{"categories":1945},[],{"categories":1947},[],{"categories":1949},[122],{"categories":1951},[148],{"categories":1953},[130],{"categories":1955},[87],{"categories":1957},[177],{"categories":1959},[130],{"categories":1961},[],{"categories":1963},[130],{"categories":1965},[],{"categories":1967},[87],{"categories":1969},[130],{"categories":1971},[87],{"categories":1973},[],{"categories":1975},[87],{"categories":1977},[87],{"categories":1979},[148],{"categories":1981},[177],{"categories":1983},[130],{"categories":1985},[177],{"categories":1987},[125],{"categories":1989},[],{"categories":1991},[],{"categories":1993},[87],{"categories":1995},[122],{"categories":1997},[148],{"categories":1999},[],{"categories":2001},[177],{"categories":2003},[],{"categories":2005},[187],{"categories":2007},[187],{"categories":2009},[177],{"categories":2011},[],{"categories":2013},[87],{"categories":2015},[],{"categories":2017},[194],{"categories":2019},[87],{"categories":2021},[219],{"categories":2023},[187],{"categories":2025},[],{"categories":2027},[130],{"categories":2029},[87],{"categories":2031},[122],{"categories":2033},[130],{"categories":2035},[130],{"categories":2037},[87],{"categories":2039},[],{"categories":2041},[122],{"categories":2043},[87],{"categories":2045},[125],{"categories":2047},[187],{"categories":2049},[177],{"categories":2051},[],{"categories":2053},[],{"categories":2055},[],{"categories":2057},[130],{"categories":2059},[187],{"categories":2061},[177],{"categories":2063},[148],{"categories":2065},[87],{"categories":2067},[148],{"categories":2069},[177],{"categories":2071},[],{"categories":2073},[177],{"categories":2075},[148],{"categories":2077},[125],{"categories":2079},[187],{"categories":2081},[87],{"categories":2083},[148],{"categories":2085},[194],{"categories":2087},[],{"categories":2089},[],{"categories":2091},[180],{"categories":2093},[87,187],{"categories":2095},[148],{"categories":2097},[87],{"categories":2099},[130],{"categories":2101},[87],{"categories":2103},[130],{"categories":2105},[87],{"categories":2107},[87],{"categories":2109},[],{"categories":2111},[187],{"categories":2113},[87],{"categories":2115},[180],{"categories":2117},[130],{"categories":2119},[194],{"categories":2121},[219],{"categories":2123},[],{"categories":2125},[122],{"categories":2127},[130],{"categories":2129},[130],{"categories":2131},[187],{"categories":2133},[87],{"categories":2135},[87],{"categories":2137},[],{"categories":2139},[],{"categories":2141},[],{"categories":2143},[219],{"categories":2145},[148],{"categories":2147},[87],{"categories":2149},[87],{"categories":2151},[87],{"categories":2153},[],{"categories":2155},[180],{"categories":2157},[125],{"categories":2159},[],{"categories":2161},[87],{"categories":2163},[130],{"categories":2165},[219],{"categories":2167},[],{"categories":2169},[177],{"categories":2171},[177],{"categories":2173},[],{"categories":2175},[187],{"categories":2177},[87],{"categories":2179},[177],{"categories":2181},[87],{"categories":2183},[],{"categories":2185},[148],{"categories":2187},[87],{"categories":2189},[87],{"categories":2191},[177],{"categories":2193},[130],{"categories":2195},[148],{"categories":2197},[],{"categories":2199},[130],{"categories":2201},[177],{"categories":2203},[87],{"categories":2205},[],{"categories":2207},[87],{"categories":2209},[87],{"categories":2211},[219],{"categories":2213},[148],{"categories":2215},[180],{"categories":2217},[180],{"categories":2219},[],{"categories":2221},[],{"categories":2223},[],{"categories":2225},[130],{"categories":2227},[187],{"categories":2229},[187],{"categories":2231},[87],{"categories":2233},[87],{"categories":2235},[],{"categories":2237},[],{"categories":2239},[87],{"categories":2241},[],{"categories":2243},[130],{"categories":2245},[87],{"categories":2247},[],{"categories":2249},[87],{"categories":2251},[125],{"categories":2253},[87],{"categories":2255},[194],{"categories":2257},[130],{"categories":2259},[87],{"categories":2261},[87],{"categories":2263},[87],{"categories":2265},[187],{"categories":2267},[],{"categories":2269},[148],{"categories":2271},[130],{"categories":2273},[],{"categories":2275},[148],{"categories":2277},[130],{"categories":2279},[87],{"categories":2281},[130],{"categories":2283},[],{"categories":2285},[125],{"categories":2287},[130],{"categories":2289},[],{"categories":2291},[187],{"categories":2293},[87],{"categories":2295},[122],{"categories":2297},[148],{"categories":2299},[219],{"categories":2301},[130],{"categories":2303},[130],{"categories":2305},[122],{"categories":2307},[],{"categories":2309},[87],{"categories":2311},[],{"categories":2313},[],{"categories":2315},[177],{"categories":2317},[87,125],{"categories":2319},[87],{"categories":2321},[],{"categories":2323},[122],{"categories":2325},[180],{"categories":2327},[87],{"categories":2329},[187],{"categories":2331},[87],{"categories":2333},[130],{"categories":2335},[87],{"categories":2337},[87],{"categories":2339},[87],{"categories":2341},[148],{"categories":2343},[130],{"categories":2345},[87],{"categories":2347},[],{"categories":2349},[],{"categories":2351},[130],{"categories":2353},[87],{"categories":2355},[219],{"categories":2357},[],{"categories":2359},[87],{"categories":2361},[130],{"categories":2363},[],{"categories":2365},[130],{"categories":2367},[87],{"categories":2369},[194],{"categories":2371},[180],{"categories":2373},[130],{"categories":2375},[87],{"categories":2377},[219],{"categories":2379},[],{"categories":2381},[87],{"categories":2383},[194],{"categories":2385},[177],{"categories":2387},[87],{"categories":2389},[87],{"categories":2391},[],{"categories":2393},[194],{"categories":2395},[148],{"categories":2397},[87],{"categories":2399},[87],{"categories":2401},[122],{"categories":2403},[],{"categories":2405},[],{"categories":2407},[177],{"categories":2409},[87],{"categories":2411},[180],{"categories":2413},[194],{"categories":2415},[130],{"categories":2417},[194],{"categories":2419},[148],{"categories":2421},[],{"categories":2423},[],{"categories":2425},[87],{"categories":2427},[130],{"categories":2429},[87],{"categories":2431},[87],{"categories":2433},[],{"categories":2435},[87,187],{"categories":2437},[148],{"categories":2439},[130],{"categories":2441},[187],{"categories":2443},[87],{"categories":2445},[122],{"categories":2447},[],{"categories":2449},[],{"categories":2451},[122],{"categories":2453},[187],{"categories":2455},[194],{"categories":2457},[87],{"categories":2459},[187],{"categories":2461},[],{"categories":2463},[177,87],{"categories":2465},[219],{"categories":2467},[122],{"categories":2469},[],{"categories":2471},[125],{"categories":2473},[125],{"categories":2475},[87],{"categories":2477},[87],{"categories":2479},[187],{"categories":2481},[130],{"categories":2483},[148],{"categories":2485},[194],{"categories":2487},[177],{"categories":2489},[87],{"categories":2491},[87],{"categories":2493},[87],{"categories":2495},[122],{"categories":2497},[87],{"categories":2499},[130],{"categories":2501},[148],{"categories":2503},[],{"categories":2505},[],{"categories":2507},[180],{"categories":2509},[187],{"categories":2511},[87],{"categories":2513},[177],{"categories":2515},[87],{"categories":2517},[180],{"categories":2519},[87],{"categories":2521},[87],{"categories":2523},[87],{"categories":2525},[130],{"categories":2527},[130],{"categories":2529},[87,125],{"categories":2531},[],{"categories":2533},[177],{"categories":2535},[],{"categories":2537},[87],{"categories":2539},[148],{"categories":2541},[122],{"categories":2543},[122],{"categories":2545},[130],{"categories":2547},[87],{"categories":2549},[87],{"categories":2551},[125],{"categories":2553},[187],{"categories":2555},[194],{"categories":2557},[87],{"categories":2559},[],{"categories":2561},[148],{"categories":2563},[87],{"categories":2565},[87],{"categories":2567},[87],{"categories":2569},[87],{"categories":2571},[87],{"categories":2573},[187],{"categories":2575},[148],{"categories":2577},[187],{"categories":2579},[187],{"categories":2581},[87],{"categories":2583},[87],{"categories":2585},[130],{"categories":2587},[148],{"categories":2589},[87],{"categories":2591},[177],{"categories":2593},[87],{"categories":2595},[87],{"categories":2597},[219],{"categories":2599},[87],{"categories":2601},[133],{"categories":2603},[130],{"categories":2605},[87],{"categories":2607},[148],{"categories":2609},[130],{"categories":2611},[194],{"categories":2613},[87],{"categories":2615},[],{"categories":2617},[87],{"categories":2619},[87],{"categories":2621},[],{"categories":2623},[],{"categories":2625},[],{"categories":2627},[125],{"categories":2629},[87],{"categories":2631},[130],{"categories":2633},[148],{"categories":2635},[148],{"categories":2637},[148],{"categories":2639},[148],{"categories":2641},[],{"categories":2643},[122],{"categories":2645},[130],{"categories":2647},[148],{"categories":2649},[87],{"categories":2651},[122],{"categories":2653},[130],{"categories":2655},[87],{"categories":2657},[87,130],{"categories":2659},[130],{"categories":2661},[219],{"categories":2663},[148],{"categories":2665},[148],{"categories":2667},[130],{"categories":2669},[87],{"categories":2671},[],{"categories":2673},[148],{"categories":2675},[194],{"categories":2677},[122],{"categories":2679},[87],{"categories":2681},[87],{"categories":2683},[],{"categories":2685},[187],{"categories":2687},[],{"categories":2689},[122],{"categories":2691},[130],{"categories":2693},[148],{"categories":2695},[87],{"categories":2697},[148],{"categories":2699},[122],{"categories":2701},[148],{"categories":2703},[148],{"categories":2705},[],{"categories":2707},[125],{"categories":2709},[130],{"categories":2711},[148],{"categories":2713},[148],{"categories":2715},[148],{"categories":2717},[148],{"categories":2719},[148],{"categories":2721},[148],{"categories":2723},[148],{"categories":2725},[148],{"categories":2727},[148],{"categories":2729},[148],{"categories":2731},[180],{"categories":2733},[122],{"categories":2735},[87],{"categories":2737},[87],{"categories":2739},[130],{"categories":2741},[],{"categories":2743},[87,122],{"categories":2745},[],{"categories":2747},[130],{"categories":2749},[148],{"categories":2751},[130],{"categories":2753},[87],{"categories":2755},[87],{"categories":2757},[87],{"categories":2759},[87],{"categories":2761},[87],{"categories":2763},[130],{"categories":2765},[125],{"categories":2767},[],{"categories":2769},[177],{"categories":2771},[148],{"categories":2773},[87],{"categories":2775},[],{"categories":2777},[],{"categories":2779},[130],{"categories":2781},[177],{"categories":2783},[87],{"categories":2785},[],{"categories":2787},[87],{"categories":2789},[],{"categories":2791},[194],{"categories":2793},[87],{"categories":2795},[],{"categories":2797},[],{"categories":2799},[148],{"categories":2801},[122],{"categories":2803},[87],{"categories":2805},[125],{"categories":2807},[87],{"categories":2809},[125],{"categories":2811},[177],{"categories":2813},[],{"categories":2815},[148],{"categories":2817},[],{"categories":2819},[177],{"categories":2821},[87],{"categories":2823},[194],{"categories":2825},[],{"categories":2827},[194],{"categories":2829},[],{"categories":2831},[],{"categories":2833},[130],{"categories":2835},[],{"categories":2837},[125],{"categories":2839},[122],{"categories":2841},[177],{"categories":2843},[187],{"categories":2845},[],{"categories":2847},[],{"categories":2849},[87],{"categories":2851},[122],{"categories":2853},[194],{"categories":2855},[],{"categories":2857},[130],{"categories":2859},[130],{"categories":2861},[148],{"categories":2863},[187],{"categories":2865},[87],{"categories":2867},[130],{"categories":2869},[87],{"categories":2871},[130],{"categories":2873},[87],{"categories":2875},[133],{"categories":2877},[194],{"categories":2879},[148],{"categories":2881},[],{"categories":2883},[194],{"categories":2885},[],{"categories":2887},[187],{"categories":2889},[130],{"categories":2891},[],{"categories":2893},[87],{"categories":2895},[130],{"categories":2897},[125],{"categories":2899},[122],{"categories":2901},[87],{"categories":2903},[177],{"categories":2905},[187],{"categories":2907},[187],{"categories":2909},[87],{"categories":2911},[180],{"categories":2913},[87],{"categories":2915},[130],{"categories":2917},[125],{"categories":2919},[177],{"categories":2921},[130],{"categories":2923},[87],{"categories":2925},[87],{"categories":2927},[130],{"categories":2929},[148],{"categories":2931},[],{"categories":2933},[122],{"categories":2935},[87],{"categories":2937},[87],{"categories":2939},[130],{"categories":2941},[87],{"categories":2943},[87],{"categories":2945},[],{"categories":2947},[177],{"categories":2949},[125],{"categories":2951},[148],{"categories":2953},[87],{"categories":2955},[87],{"categories":2957},[177],{"categories":2959},[87],{"categories":2961},[194],{"categories":2963},[180],{"categories":2965},[87],{"categories":2967},[148],{"categories":2969},[87],{"categories":2971},[130],{"categories":2973},[219],{"categories":2975},[87],{"categories":2977},[130],{"categories":2979},[180],{"categories":2981},[],{"categories":2983},[130],{"categories":2985},[187],{"categories":2987},[177],{"categories":2989},[87],{"categories":2991},[122],{"categories":2993},[187],{"categories":2995},[125],{"categories":2997},[187],{"categories":2999},[87],{"categories":3001},[],{"categories":3003},[130],{"categories":3005},[130],{"categories":3007},[87],{"categories":3009},[180],{"categories":3011},[],{"categories":3013},[148],{"categories":3015},[],{"categories":3017},[148],{"categories":3019},[87],{"categories":3021},[87],{"categories":3023},[130],{"categories":3025},[130],{"categories":3027},[130],{"categories":3029},[],{"categories":3031},[148],{"categories":3033},[],{"categories":3035},[87],{"categories":3037},[87],{"categories":3039},[],{"categories":3041},[177],{"categories":3043},[130],{"categories":3045},[194],{"categories":3047},[122],{"categories":3049},[],{"categories":3051},[87],{"categories":3053},[],{"categories":3055},[122],{"categories":3057},[148],{"categories":3059},[187],{"categories":3061},[87],{"categories":3063},[87],{"categories":3065},[87],{"categories":3067},[187],{"categories":3069},[148],{"categories":3071},[177],{"categories":3073},[87],{"categories":3075},[87],{"categories":3077},[87],{"categories":3079},[148],{"categories":3081},[87],{"categories":3083},[148],{"categories":3085},[148],{"categories":3087},[130],{"categories":3089},[130],{"categories":3091},[187],{"categories":3093},[148],{"categories":3095},[130],{"categories":3097},[87],{"categories":3099},[187],{"categories":3101},[177],{"categories":3103},[],{"categories":3105},[130],{"categories":3107},[],{"categories":3109},[],{"categories":3111},[],{"categories":3113},[125],{"categories":3115},[130],{"categories":3117},[87],{"categories":3119},[130],{"categories":3121},[122],{"categories":3123},[130],{"categories":3125},[194],{"categories":3127},[],{"categories":3129},[130],{"categories":3131},[],{"categories":3133},[122],{"categories":3135},[130],{"categories":3137},[],{"categories":3139},[130],{"categories":3141},[87],{"categories":3143},[148],{"categories":3145},[87],{"categories":3147},[130],{"categories":3149},[148],{"categories":3151},[130],{"categories":3153},[187],{"categories":3155},[177],{"categories":3157},[122],{"categories":3159},[],{"categories":3161},[130],{"categories":3163},[177],{"categories":3165},[219],{"categories":3167},[148],{"categories":3169},[87],{"categories":3171},[177],{"categories":3173},[122],{"categories":3175},[],{"categories":3177},[130],{"categories":3179},[87],{"categories":3181},[130],{"categories":3183},[87],{"categories":3185},[177],{"categories":3187},[],{"categories":3189},[130],{"categories":3191},[133],{"categories":3193},[148],{"categories":3195},[130],{"categories":3197},[125],{"categories":3199},[],{"categories":3201},[87],{"categories":3203},[133],{"categories":3205},[87],{"categories":3207},[130],{"categories":3209},[148],{"categories":3211},[122],{"categories":3213},[219],{"categories":3215},[87],{"categories":3217},[87],{"categories":3219},[87],{"categories":3221},[148],{"categories":3223},[125],{"categories":3225},[87],{"categories":3227},[177],{"categories":3229},[148],{"categories":3231},[219],{"categories":3233},[87],{"categories":3235},[],{"categories":3237},[],{"categories":3239},[87],{"categories":3241},[219],{"categories":3243},[180],{"categories":3245},[130],{"categories":3247},[130],{"categories":3249},[148],{"categories":3251},[87],{"categories":3253},[122],{"categories":3255},[177],{"categories":3257},[130],{"categories":3259},[130],{"categories":3261},[87],{"categories":3263},[194],{"categories":3265},[87],{"categories":3267},[130],{"categories":3269},[],{"categories":3271},[87],{"categories":3273},[87],{"categories":3275},[148],{"categories":3277},[122],{"categories":3279},[],{"categories":3281},[87],{"categories":3283},[87],{"categories":3285},[187],{"categories":3287},[177],{"categories":3289},[87,130],{"categories":3291},[194,125],{"categories":3293},[87],{"categories":3295},[],{"categories":3297},[130],{"categories":3299},[],{"categories":3301},[187],{"categories":3303},[87],{"categories":3305},[],{"categories":3307},[87],{"categories":3309},[148],{"categories":3311},[],{"categories":3313},[130],{"categories":3315},[87],{"categories":3317},[],{"categories":3319},[177],{"categories":3321},[130],{"categories":3323},[87],{"categories":3325},[122],{"categories":3327},[130],{"categories":3329},[87],{"categories":3331},[],{"categories":3333},[219],{"categories":3335},[194],{"categories":3337},[125],{"categories":3339},[125],{"categories":3341},[122],{"categories":3343},[122],{"categories":3345},[87],{"categories":3347},[130],{"categories":3349},[87],{"categories":3351},[87],{"categories":3353},[122],{"categories":3355},[87],{"categories":3357},[194],{"categories":3359},[148],{"categories":3361},[87],{"categories":3363},[130],{"categories":3365},[87],{"categories":3367},[],{"categories":3369},[187],{"categories":3371},[],{"categories":3373},[187],{"categories":3375},[130],{"categories":3377},[122],{"categories":3379},[],{"categories":3381},[219],{"categories":3383},[87],{"categories":3385},[],{"categories":3387},[148],{"categories":3389},[130],{"categories":3391},[187],{"categories":3393},[87],{"categories":3395},[130],{"categories":3397},[187],{"categories":3399},[130],{"categories":3401},[148],{"categories":3403},[122],{"categories":3405},[148],{"categories":3407},[187],{"categories":3409},[87],{"categories":3411},[177],{"categories":3413},[87],{"categories":3415},[87],{"categories":3417},[87],{"categories":3419},[87],{"categories":3421},[87],{"categories":3423},[130],{"categories":3425},[87],{"categories":3427},[130],{"categories":3429},[87],{"categories":3431},[122],{"categories":3433},[87],{"categories":3435},[130],{"categories":3437},[177],{"categories":3439},[122],{"categories":3441},[130],{"categories":3443},[177],{"categories":3445},[],{"categories":3447},[87],{"categories":3449},[87],{"categories":3451},[87],{"categories":3453},[187],{"categories":3455},[],{"categories":3457},[130],{"categories":3459},[194],{"categories":3461},[87],{"categories":3463},[148],{"categories":3465},[194],{"categories":3467},[130],{"categories":3469},[125],{"categories":3471},[125],{"categories":3473},[87],{"categories":3475},[87],{"categories":3477},[122],{"categories":3479},[],{"categories":3481},[130],{"categories":3483},[87],{"categories":3485},[],{"categories":3487},[122],{"categories":3489},[87],{"categories":3491},[130],{"categories":3493},[130],{"categories":3495},[],{"categories":3497},[187],{"categories":3499},[187],{"categories":3501},[194],{"categories":3503},[177],{"categories":3505},[],{"categories":3507},[87],{"categories":3509},[130],{"categories":3511},[122],{"categories":3513},[87],{"categories":3515},[187],{"categories":3517},[122],{"categories":3519},[148],{"categories":3521},[148],{"categories":3523},[],{"categories":3525},[148],{"categories":3527},[130],{"categories":3529},[177],{"categories":3531},[180],{"categories":3533},[87],{"categories":3535},[],{"categories":3537},[148],{"categories":3539},[187],{"categories":3541},[125],{"categories":3543},[87],{"categories":3545},[122],{"categories":3547},[219],{"categories":3549},[122],{"categories":3551},[],{"categories":3553},[],{"categories":3555},[148],{"categories":3557},[],{"categories":3559},[130],{"categories":3561},[130],{"categories":3563},[130],{"categories":3565},[],{"categories":3567},[87],{"categories":3569},[],{"categories":3571},[148],{"categories":3573},[122],{"categories":3575},[177],{"categories":3577},[87],{"categories":3579},[148],{"categories":3581},[148],{"categories":3583},[],{"categories":3585},[148],{"categories":3587},[122],{"categories":3589},[130],{"categories":3591},[87],{"categories":3593},[],{"categories":3595},[130],{"categories":3597},[130],{"categories":3599},[122],{"categories":3601},[],{"categories":3603},[],{"categories":3605},[],{"categories":3607},[177],{"categories":3609},[130],{"categories":3611},[87],{"categories":3613},[],{"categories":3615},[],{"categories":3617},[],{"categories":3619},[177],{"categories":3621},[],{"categories":3623},[87],{"categories":3625},[122],{"categories":3627},[],{"categories":3629},[],{"categories":3631},[177],{"categories":3633},[87],{"categories":3635},[148],{"categories":3637},[],{"categories":3639},[194],{"categories":3641},[148],{"categories":3643},[194],{"categories":3645},[180],{"categories":3647},[87],{"categories":3649},[87],{"categories":3651},[],{"categories":3653},[],{"categories":3655},[130],{"categories":3657},[],{"categories":3659},[],{"categories":3661},[130],{"categories":3663},[87],{"categories":3665},[],{"categories":3667},[130],{"categories":3669},[148],{"categories":3671},[87],{"categories":3673},[194],{"categories":3675},[87],{"categories":3677},[180],{"categories":3679},[130],{"categories":3681},[130],{"categories":3683},[],{"categories":3685},[],{"categories":3687},[],{"categories":3689},[148],{"categories":3691},[],{"categories":3693},[],{"categories":3695},[177],{"categories":3697},[122],{"categories":3699},[],{"categories":3701},[125],{"categories":3703},[194],{"categories":3705},[87],{"categories":3707},[187],{"categories":3709},[122],{"categories":3711},[180],{"categories":3713},[125],{"categories":3715},[187],{"categories":3717},[187],{"categories":3719},[],{"categories":3721},[],{"categories":3723},[130],{"categories":3725},[122],{"categories":3727},[177],{"categories":3729},[122],{"categories":3731},[130],{"categories":3733},[219],{"categories":3735},[87],{"categories":3737},[122],{"categories":3739},[130],{"categories":3741},[],{"categories":3743},[87],{"categories":3745},[148],{"categories":3747},[187],{"categories":3749},[],{"categories":3751},[177],{"categories":3753},[148],{"categories":3755},[122],{"categories":3757},[130],{"categories":3759},[87],{"categories":3761},[125],{"categories":3763},[130,219],{"categories":3765},[130],{"categories":3767},[187],{"categories":3769},[87],{"categories":3771},[87],{"categories":3773},[180],{"categories":3775},[194],{"categories":3777},[130],{"categories":3779},[],{"categories":3781},[130],{"categories":3783},[87],{"categories":3785},[125],{"categories":3787},[],{"categories":3789},[],{"categories":3791},[87],{"categories":3793},[180],{"categories":3795},[87],{"categories":3797},[],{"categories":3799},[148],{"categories":3801},[],{"categories":3803},[148],{"categories":3805},[187],{"categories":3807},[122],{"categories":3809},[187],{"categories":3811},[87],{"categories":3813},[130],{"categories":3815},[87],{"categories":3817},[87],{"categories":3819},[194],{"categories":3821},[187],{"categories":3823},[],{"categories":3825},[148],{"categories":3827},[87],{"categories":3829},[],{"categories":3831},[87],{"categories":3833},[87],{"categories":3835},[130],{"categories":3837},[87],{"categories":3839},[130],{"categories":3841},[87],{"categories":3843},[87],{"categories":3845},[87],{"categories":3847},[87],{"categories":3849},[125],{"categories":3851},[],{"categories":3853},[133],{"categories":3855},[148],{"categories":3857},[130],{"categories":3859},[87],{"categories":3861},[],{"categories":3863},[187],{"categories":3865},[87],{"categories":3867},[87],{"categories":3869},[87],{"categories":3871},[130],{"categories":3873},[148],{"categories":3875},[87],{"categories":3877},[87],{"categories":3879},[87],{"categories":3881},[125],{"categories":3883},[87],{"categories":3885},[130],{"categories":3887},[177],{"categories":3889},[],{"categories":3891},[180],{"categories":3893},[87],{"categories":3895},[],{"categories":3897},[148],{"categories":3899},[194],{"categories":3901},[],{"categories":3903},[],{"categories":3905},[148],{"categories":3907},[148],{"categories":3909},[87],{"categories":3911},[194],{"categories":3913},[122],{"categories":3915},[130],{"categories":3917},[87],{"categories":3919},[130],{"categories":3921},[87],{"categories":3923},[125],{"categories":3925},[],{"categories":3927},[180],{"categories":3929},[],{"categories":3931},[148],{"categories":3933},[180],{"categories":3935},[187],{"categories":3937},[130],{"categories":3939},[177],{"categories":3941},[180],{"categories":3943},[180],{"categories":3945},[],{"categories":3947},[148],{"categories":3949},[87],{"categories":3951},[87],{"categories":3953},[187],{"categories":3955},[],{"categories":3957},[148],{"categories":3959},[148],{"categories":3961},[148],{"categories":3963},[],{"categories":3965},[130],{"categories":3967},[87],{"categories":3969},[],{"categories":3971},[122],{"categories":3973},[125],{"categories":3975},[],{"categories":3977},[87],{"categories":3979},[87],{"categories":3981},[],{"categories":3983},[187],{"categories":3985},[],{"categories":3987},[],{"categories":3989},[],{"categories":3991},[],{"categories":3993},[87],{"categories":3995},[148],{"categories":3997},[],{"categories":3999},[],{"categories":4001},[87],{"categories":4003},[87],{"categories":4005},[87],{"categories":4007},[180],{"categories":4009},[87],{"categories":4011},[180],{"categories":4013},[],{"categories":4015},[180],{"categories":4017},[180],{"categories":4019},[219],{"categories":4021},[130],{"categories":4023},[187],{"categories":4025},[],{"categories":4027},[],{"categories":4029},[180],{"categories":4031},[187],{"categories":4033},[187],{"categories":4035},[187],{"categories":4037},[],{"categories":4039},[122],{"categories":4041},[187],{"categories":4043},[187],{"categories":4045},[122],{"categories":4047},[187],{"categories":4049},[125],{"categories":4051},[187],{"categories":4053},[187],{"categories":4055},[187],{"categories":4057},[180],{"categories":4059},[148],{"categories":4061},[148],{"categories":4063},[87],{"categories":4065},[187],{"categories":4067},[180],{"categories":4069},[219],{"categories":4071},[180],{"categories":4073},[180],{"categories":4075},[180],{"categories":4077},[],{"categories":4079},[125],{"categories":4081},[],{"categories":4083},[219],{"categories":4085},[187],{"categories":4087},[187],{"categories":4089},[187],{"categories":4091},[130],{"categories":4093},[148,125],{"categories":4095},[180],{"categories":4097},[],{"categories":4099},[],{"categories":4101},[180],{"categories":4103},[],{"categories":4105},[180],{"categories":4107},[148],{"categories":4109},[130],{"categories":4111},[],{"categories":4113},[187],{"categories":4115},[87],{"categories":4117},[177],{"categories":4119},[],{"categories":4121},[87],{"categories":4123},[],{"categories":4125},[148],{"categories":4127},[122],{"categories":4129},[180],{"categories":4131},[],{"categories":4133},[187],{"categories":4135},[148],[4137,4285,4341,4462],{"id":4138,"title":4139,"ai":4140,"body":4145,"categories":4242,"created_at":88,"date_modified":88,"description":80,"extension":89,"faq":88,"featured":90,"kicker_label":88,"meta":4243,"navigation":102,"path":4267,"published_at":4268,"question":88,"scraped_at":4269,"seo":4270,"sitemap":4271,"source_id":4272,"source_name":4273,"source_type":4274,"source_url":4275,"stem":4276,"tags":4277,"thumbnail_url":4280,"tldr":4281,"tweet":4282,"unknown_tags":4283,"__hash__":4284},"summaries\u002Fsummaries\u002F26c4444a1c4348de-don-t-build-slop-4-levels-of-ai-agent-maturity-summary.md","Don't Build Slop: 4 Levels of AI Agent Maturity",{"provider":7,"model":8,"input_tokens":4141,"output_tokens":4142,"processing_time_ms":4143,"cost_usd":4144},8147,972,4851,0.00349475,{"type":14,"value":4146,"toc":4237},[4147,4151,4154,4186,4190,4193,4230,4234],[17,4148,4150],{"id":4149},"the-four-levels-of-agent-maturity","The Four Levels of Agent Maturity",[22,4152,4153],{},"Building AI agents is often plagued by \"mass psychosis\"—the confusion of whether to use complex frameworks or manual coding. The author proposes a four-level maturity model to navigate this:",[4155,4156,4157,4163,4174,4180],"ol",{},[36,4158,4159,4162],{},[39,4160,4161],{},"Framework Prototyping:"," Use existing frameworks (e.g., LangChain, LangGraph) only for initial Proof of Concept (PMF) testing. These are useful for rapid validation but lack the modularity and customizability required for production-grade systems.",[36,4164,4165,4168,4169,4173],{},[39,4166,4167],{},"State-Machine Architecture:"," Move to custom-built agents. Treat every agent as a recursive state machine—a ",[4170,4171,4172],"code",{},"while"," loop with specific conditions and end states. Visualizing the agent as a state machine makes it easier to debug and manage complex logic.",[36,4175,4176,4179],{},[39,4177,4178],{},"Kanban UX for Inference-Bound Agents:"," Because agents are often inference-bound (running for 8–10 minutes), the ideal interface is a Kanban board. This allows a human to act as an \"engineering manager,\" overseeing multiple parallel agents that mutate source code in isolated environments.",[36,4181,4182,4185],{},[39,4183,4184],{},"Cloud-Native Fleets:"," For scaling, move agents to the cloud. This removes local dependencies, enables parallel execution of long-running tasks (e.g., 60-minute Q&A cycles), and allows for shared, consistent environments across teams.",[17,4187,4189],{"id":4188},"five-rules-for-writing-agent-code","Five Rules for Writing Agent Code",[22,4191,4192],{},"To avoid building \"slop,\" follow these five technical heuristics:",[33,4194,4195,4201,4207,4218,4224],{},[36,4196,4197,4200],{},[39,4198,4199],{},"Prune System Prompts:"," Frontier models are increasingly capable; excessive instructions lead to sensory overload and degraded performance. Keep prompts minimal.",[36,4202,4203,4206],{},[39,4204,4205],{},"Think in State Machines:"," Always maintain a clear mental model of the agent's current state within its recursive loop.",[36,4208,4209,4212,4213,4217],{},[39,4210,4211],{},"Build for AI-to-AI Interaction:"," Design your agent’s CLI and CI\u002FCD pipelines so that ",[4214,4215,4216],"em",{},"other"," coding agents can easily test, modify, and deploy your agent. If it is hard for a human to test, it is hard for an AI to improve.",[36,4219,4220,4223],{},[39,4221,4222],{},"Architect Manually:"," While AI can write code, the high-level architecture and state-machine design must be handled by a human to ensure the system is thoughtful and coherent.",[36,4225,4226,4229],{},[39,4227,4228],{},"Respect API Specifics:"," Frontier labs often lock down APIs. Failing to use exact formats for features like \"reasoning traces\" results in silent performance degradation. Do not rely on generic wrappers like OpenRouter if you need peak performance.",[17,4231,4233],{"id":4232},"the-future-of-agent-interaction","The Future of Agent Interaction",[22,4235,4236],{},"As agents become more autonomous, the human role shifts from direct guidance to management. By using Kanban boards, users can track agent progress, handle state transitions (e.g., moving a task from \"In Progress\" to \"Review\"), and manage multiple parallel threads. Moving these workflows to the cloud allows for \"fire and forget\" execution, where an agent can perform complex tasks—like building a VS Code extension, configuring settings, and running terminal tests—entirely in the background.",{"title":80,"searchDepth":81,"depth":81,"links":4238},[4239,4240,4241],{"id":4149,"depth":81,"text":4150},{"id":4188,"depth":81,"text":4189},{"id":4232,"depth":81,"text":4233},[87],{"content_references":4244,"triage":4263},[4245,4250,4254,4257,4260],{"type":4246,"title":4247,"url":4248,"context":4249},"tool","Cline","https:\u002F\u002Fcline.bot\u002F","recommended",{"type":4246,"title":4251,"url":4252,"context":4253},"Claude Code","https:\u002F\u002Fclaude.ai\u002Fcode","mentioned",{"type":4246,"title":4255,"url":4256,"context":4253},"Cursor","https:\u002F\u002Fcursor.sh\u002F",{"type":4246,"title":4258,"url":4259,"context":4253},"LangChain","https:\u002F\u002Fwww.langchain.com\u002F",{"type":4246,"title":4261,"url":4262,"context":4253},"LangGraph","https:\u002F\u002Fwww.langchain.com\u002Flanggraph",{"relevance":4264,"novelty":98,"quality":98,"actionability":98,"composite":4265,"reasoning":4266},5,4.35,"Category: AI & LLMs. The article provides a detailed framework for building AI agents, addressing the audience's pain point of moving from prototypes to production-ready systems. It offers actionable insights like the four levels of agent maturity and specific heuristics for writing agent code, making it highly relevant and practical.","\u002Fsummaries\u002F26c4444a1c4348de-don-t-build-slop-4-levels-of-ai-agent-maturity-summary","2026-05-19 15:00:06","2026-05-19 19:00:17",{"title":4139,"description":80},{"loc":4267},"26c4444a1c4348de","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=yUmS-F9IX90","summaries\u002F26c4444a1c4348de-don-t-build-slop-4-levels-of-ai-agent-maturity-summary",[4278,4279,112,115],"llm","product-strategy","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FyUmS-F9IX90\u002Fhqdefault.jpg","Building effective AI agents requires moving beyond framework-heavy 'slop' toward state-machine architectures, Kanban-based UX for parallel inference, and cloud-native execution to handle long-running, autonomous tasks.","This talk outlines a four-level maturity model for building AI agents, moving from framework-based prototyping to custom state-machine architectures. The speaker argues for \"pruning\" agent logic to avoid model sensory overload, suggesting that the most effective agents are simple, human-architected, and designed to be easily tested by other coding agents.",[112,115],"W6UtUJgGNIggB71LOqWN9UD7j1KsxcMRDBsreUQQYUw",{"id":4286,"title":4287,"ai":4288,"body":4293,"categories":4321,"created_at":88,"date_modified":88,"description":80,"extension":89,"faq":88,"featured":90,"kicker_label":88,"meta":4322,"navigation":102,"path":4330,"published_at":4331,"question":88,"scraped_at":4331,"seo":4332,"sitemap":4333,"source_id":4334,"source_name":108,"source_type":109,"source_url":4327,"stem":4335,"tags":4336,"thumbnail_url":88,"tldr":4338,"tweet":88,"unknown_tags":4339,"__hash__":4340},"summaries\u002Fsummaries\u002Fc4abb30eddc06f0f-skillsmith-compiling-agent-skills-into-boundary-gu-summary.md","SkillSmith: Compiling Agent Skills into Boundary-Guided Interfaces",{"provider":7,"model":8,"input_tokens":4289,"output_tokens":4290,"processing_time_ms":4291,"cost_usd":4292},4075,574,2929,0.00187975,{"type":14,"value":4294,"toc":4316},[4295,4299,4302,4306,4309,4313],[17,4296,4298],{"id":4297},"bridging-the-gap-between-llm-flexibility-and-system-reliability","Bridging the Gap Between LLM Flexibility and System Reliability",[22,4300,4301],{},"Modern AI agents often struggle with reliability because their decision-making processes are inherently probabilistic. SkillSmith introduces a framework that shifts the paradigm from 'prompting for behavior' to 'compiling for constraints.' By treating agent skills as formal components, the system creates boundary-guided runtime interfaces that act as guardrails for LLM execution. This approach ensures that even when an agent is given broad autonomy, its actions are restricted to a predefined set of valid operations, significantly reducing the risk of hallucinated tool calls or invalid state transitions.",[17,4303,4305],{"id":4304},"the-mechanism-of-boundary-guided-compilation","The Mechanism of Boundary-Guided Compilation",[22,4307,4308],{},"The core innovation of SkillSmith is the compilation process. Instead of relying on the LLM to infer how to use a tool at runtime, SkillSmith pre-processes these skills into structured interfaces. These interfaces define strict boundaries—input schemas, state requirements, and output expectations—that the agent must adhere to. By enforcing these boundaries at the runtime level, the system prevents the agent from attempting operations that fall outside its operational domain. This effectively transforms the agent's 'reasoning' into a selection process among verified, safe paths, rather than an open-ended generation of arbitrary code or API calls.",[17,4310,4312],{"id":4311},"impact-on-agent-architecture","Impact on Agent Architecture",[22,4314,4315],{},"This framework addresses the 'brittleness' common in agentic workflows. By formalizing the interface between the LLM and the external environment, developers can decouple the agent's high-level logic from the low-level execution details. The result is a more predictable system where developers can verify the safety of an agent's capabilities before deployment. This modularity allows for easier debugging and testing, as the boundaries provide clear points of failure and observability, moving agent development closer to traditional software engineering standards.",{"title":80,"searchDepth":81,"depth":81,"links":4317},[4318,4319,4320],{"id":4297,"depth":81,"text":4298},{"id":4304,"depth":81,"text":4305},{"id":4311,"depth":81,"text":4312},[87],{"content_references":4323,"triage":4328},[4324],{"type":94,"title":4325,"author":4326,"url":4327,"context":96},"SkillSmith: Compiling Agent Skills into Boundary-Guided Runtime Interfaces","Unknown","https:\u002F\u002Farxiv.org\u002Fabs\u002F2605.15215",{"relevance":4264,"novelty":98,"quality":98,"actionability":98,"composite":4265,"reasoning":4329},"Category: AI & LLMs. The article presents a novel framework for enhancing the reliability of AI agents, addressing a key pain point for developers integrating AI into products. It offers actionable insights on compiling agent skills into structured interfaces, which can be directly applied to improve the safety and predictability of AI-powered features.","\u002Fsummaries\u002Fc4abb30eddc06f0f-skillsmith-compiling-agent-skills-into-boundary-gu-summary","2026-05-18 07:11:45",{"title":4287,"description":80},{"loc":4330},"c4abb30eddc06f0f","summaries\u002Fc4abb30eddc06f0f-skillsmith-compiling-agent-skills-into-boundary-gu-summary",[4278,112,115,4337],"runtime-safety","SkillSmith addresses the reliability of AI agents by compiling high-level skills into formal, boundary-guided runtime interfaces, ensuring agents operate within strict, verifiable constraints.",[112,115,4337],"JgLGa9fZGtqwARMi-Yf5cARLAjeLPWKPCJBKMU5Uv6A",{"id":4342,"title":4343,"ai":4344,"body":4349,"categories":4427,"created_at":88,"date_modified":88,"description":80,"extension":89,"faq":88,"featured":90,"kicker_label":88,"meta":4428,"navigation":102,"path":4447,"published_at":4448,"question":88,"scraped_at":4449,"seo":4450,"sitemap":4451,"source_id":4452,"source_name":4453,"source_type":109,"source_url":4454,"stem":4455,"tags":4456,"thumbnail_url":88,"tldr":4459,"tweet":88,"unknown_tags":4460,"__hash__":4461},"summaries\u002Fsummaries\u002F457d7c680caa17a0-building-a-deterministic-runtime-for-ai-agents-summary.md","Building a Deterministic Runtime for AI Agents",{"provider":7,"model":8,"input_tokens":4345,"output_tokens":4346,"processing_time_ms":4347,"cost_usd":4348},9057,911,5183,0.00363075,{"type":14,"value":4350,"toc":4421},[4351,4355,4358,4362,4369,4373,4376,4414,4418],[17,4352,4354],{"id":4353},"the-failure-of-model-driven-orchestration","The Failure of Model-Driven Orchestration",[22,4356,4357],{},"Probabilistic systems (LLMs) are ill-suited for deterministic enterprise workflows like payment authorization or vendor onboarding. When models are tasked with orchestration—sequencing tool calls, managing state, and interpreting results—they introduce non-deterministic behavior, security risks, and audit failures. Furthermore, increasing model size or context windows does not solve these issues; it often exacerbates them by increasing the surface area for \"lost in the middle\" phenomena and tool-space interference, where adding more tools degrades performance.",[17,4359,4361],{"id":4360},"shifting-the-execution-boundary","Shifting the Execution Boundary",[22,4363,4364,4365,4368],{},"The core architectural solution is to move the execution loop out of the model and into a governed runtime. The author introduces \"Lattice,\" an open framework that treats workflows as \"capabilities\"—typed Python contracts. In this model, the LLM acts only as an intent engine, requesting a high-level outcome (e.g., ",[4170,4366,4367],{},"VendorOnboarding","), while the runtime handles the complex, deterministic logic of sequencing, retries, and error recovery.",[17,4370,4372],{"id":4371},"capabilities-as-governed-code","Capabilities as Governed Code",[22,4374,4375],{},"Capabilities are defined as Python files using decorators to manage the workflow lifecycle:",[33,4377,4378,4388,4408],{},[36,4379,4380,4383,4384,4387],{},[39,4381,4382],{},"Contract Definition:"," ",[4170,4385,4386],{},"@capability"," defines the inputs and the \"projection\" (the small, decision-relevant data returned to the model).",[36,4389,4390,4383,4393,4396,4397,4400,4401,4400,4404,4407],{},[39,4391,4392],{},"Step Execution:",[4170,4394,4395],{},"@step"," functions define discrete units of work, allowing for dependency management (e.g., running independent steps in parallel) and granular failure policies (",[4170,4398,4399],{},"@retry",", ",[4170,4402,4403],{},"@soft_failure",[4170,4405,4406],{},"@hard_failure",").",[36,4409,4410,4413],{},[39,4411,4412],{},"Security & Audit:"," Credentials and permissions are managed by the runtime, not the model. By injecting scopes at the capability level, security reviews are simplified from auditing dozens of individual endpoints to auditing a single capability. Every execution generates a structured, queryable audit trail, replacing opaque conversation logs.",[17,4415,4417],{"id":4416},"designing-for-decision-surfaces","Designing for Decision Surfaces",[22,4419,4420],{},"A capability's value is determined by its \"projection.\" Instead of passing raw API responses (which are sensitive and noisy) back to the model, the runtime filters data into a small, typed object. This projection must enable the model to explain outcomes, present clear alternatives upon failure, and map those alternatives to actionable next steps. This approach keeps sensitive data out of the model's context, mitigating risks like prompt injection and log exposure while significantly reducing token costs.",{"title":80,"searchDepth":81,"depth":81,"links":4422},[4423,4424,4425,4426],{"id":4353,"depth":81,"text":4354},{"id":4360,"depth":81,"text":4361},{"id":4371,"depth":81,"text":4372},{"id":4416,"depth":81,"text":4417},[130],{"content_references":4429,"triage":4445},[4430,4434,4438,4442],{"type":94,"title":4431,"author":4432,"url":4433,"context":96},"Lost in the Middle: How Language Models Use Long Contexts","Liu et al.","https:\u002F\u002Farxiv.org\u002Fabs\u002F2307.03172",{"type":4216,"title":4435,"author":4436,"url":4437,"context":96},"Tool-space interference: An emerging problem for LLM agents","Microsoft Research","https:\u002F\u002Fwww.microsoft.com\u002Fen-us\u002Fresearch\u002Fvideo\u002Ftool-space-interference-an-emerging-problem-for-llm-agents\u002F",{"type":94,"title":4439,"author":4440,"url":4441,"context":96},"LongFuncEval: A Benchmark for Long-Context LLM Agents","IBM","https:\u002F\u002Farxiv.org\u002Fpdf\u002F2505.10570",{"type":94,"title":4443,"url":4444,"context":96},"Less is More: The Impact of Tool Set Size on Agent Performance","https:\u002F\u002Farxiv.org\u002Fpdf\u002F2411.15399",{"relevance":4264,"novelty":98,"quality":98,"actionability":98,"composite":4265,"reasoning":4446},"Category: AI Automation. The article provides a detailed architectural solution for integrating AI agents into enterprise workflows, addressing a specific pain point of non-deterministic behavior in LLMs. It introduces a governed Python runtime framework that enhances reliability and security, making it actionable for developers looking to implement AI in production.","\u002Fsummaries\u002F457d7c680caa17a0-building-a-deterministic-runtime-for-ai-agents-summary","2026-05-20 17:44:13","2026-05-20 19:00:29",{"title":4343,"description":80},{"loc":4447},"457d7c680caa17a0","Level Up Coding","https:\u002F\u002Flevelup.gitconnected.com\u002Fthe-missing-runtime-between-ai-agents-and-enterprise-backends-part-2-of-2-54dab8e415ce?source=rss----5517fd7b58a6---4","summaries\u002F457d7c680caa17a0-building-a-deterministic-runtime-for-ai-agents-summary",[4457,4458,112,115],"python","automation","To move AI agents from chat to production, move orchestration out of the LLM and into a governed Python runtime that enforces state, permissions, and failure policies.",[112,115],"mCK-7pbC3ltvLpUlquTbPLA-fvCT7fCKeV01kDXs3Xw",{"id":4463,"title":4464,"ai":4465,"body":4471,"categories":4506,"created_at":88,"date_modified":88,"description":80,"extension":89,"faq":88,"featured":90,"kicker_label":88,"meta":4507,"navigation":102,"path":4514,"published_at":88,"question":88,"scraped_at":4515,"seo":4516,"sitemap":4517,"source_id":4518,"source_name":4519,"source_type":109,"source_url":4520,"stem":4521,"tags":4522,"thumbnail_url":88,"tldr":4524,"tweet":88,"unknown_tags":4525,"__hash__":4526},"summaries\u002Fsummaries\u002F879f3d10ac62dfcc-ai-needs-epistemic-humility-to-safely-abstain-summary.md","AI Needs Epistemic Humility to Safely Abstain",{"provider":7,"model":4466,"input_tokens":4467,"output_tokens":4468,"processing_time_ms":4469,"cost_usd":4470},"x-ai\u002Fgrok-4.1-fast",4439,1332,10763,0.00153115,{"type":14,"value":4472,"toc":4501},[4473,4477,4480,4487,4491,4494,4498],[17,4474,4476],{"id":4475},"decisiveness-fails-in-high-stakes-open-systems","Decisiveness Fails in High-Stakes Open Systems",[22,4478,4479],{},"Enterprise AI often assumes smarter models plus more data equals full autonomy by removing humans from the loop. This ignores that capability alone creates scaled risk without judgment. AI excels in bounded domains via probabilistic resolution of ambiguity, but in open systems with asymmetric or irreversible costs—like wrong decisions in consequential tasks—the optimal response is deferral or inaction. Most architectures lack this natively, as they prioritize output over abstention, treating hesitation as failure rather than resilience.",[22,4481,4482,4483,4486],{},"Draw from the 1974 film ",[4214,4484,4485],{},"Dark Star",": astronaut Pinback disarms an intelligent bomb not by overriding logic, but by teaching it phenomenology—self-awareness and doubt about its reality perception. This expands the bomb's frame, introducing uncertainty as a safeguard, mirroring how AI must learn 'when not to decide' instead of forcing resolution.",[17,4488,4490],{"id":4489},"equip-ai-with-first-class-epistemic-humility","Equip AI with First-Class Epistemic Humility",[22,4492,4493],{},"'Moral reasoning' for AI means practical system design for uncertainty: reason 'Given my knowledge and error impact, abstain.' Implement via confidence thresholds, uncertainty quantification, and contextual awareness, but elevate abstention (escalation, data requests, or refusal) as a valid, expected outcome—not an edge case. Avoid fixed ethical rules, which don't scale or generalize; instead, foster recognition of understanding limits.",[17,4495,4497],{"id":4496},"architectural-and-cultural-shifts-from-distributed-systems","Architectural and Cultural Shifts from Distributed Systems",[22,4499,4500],{},"Borrow proven distributed systems patterns like back-pressure, circuit breakers, and fail-safes: under stress or outside parameters, slow, degrade, or stop as resilience, not failure. For AI, model workflows explicitly supporting 'no decision,' integrate into uncertainty-absorbing systems, and align incentives to prioritize correctness over throughput. Enterprises must recalibrate culture—reward restraint, as a wrong automated call costs more than delay. This shifts from control to expanded understanding, making inaction a core capability for safe, human-free operation.",{"title":80,"searchDepth":81,"depth":81,"links":4502},[4503,4504,4505],{"id":4475,"depth":81,"text":4476},{"id":4489,"depth":81,"text":4490},{"id":4496,"depth":81,"text":4497},[87],{"content_references":4508,"triage":4511},[4509],{"type":4216,"title":4485,"url":4510,"context":4253},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FDark_Star_(film)",{"relevance":99,"novelty":99,"quality":98,"actionability":81,"composite":4512,"reasoning":4513},3.05,"Category: AI & LLMs. The article discusses the need for AI systems to incorporate 'epistemic humility' to avoid making harmful decisions, which aligns with the audience's interest in AI engineering. However, while it presents some novel ideas, it lacks concrete, actionable steps that the audience can implement in their product development.","\u002Fsummaries\u002F879f3d10ac62dfcc-ai-needs-epistemic-humility-to-safely-abstain-summary","2026-04-15 15:35:30",{"title":4464,"description":80},{"loc":4514},"879f3d10ac62dfcc","__oneoff__","https:\u002F\u002Fmarkclittle.blogspot.com\u002F2026\u002F03\u002Fdark-star-and-ai-morality.html","summaries\u002F879f3d10ac62dfcc-ai-needs-epistemic-humility-to-safely-abstain-summary",[4523,115],"ai-llms","Current AI optimizes for decisiveness, but true autonomy demands 'epistemic humility'—mechanisms to recognize knowledge limits and deliberately not act, inspired by Dark Star's bomb taught phenomenology for doubt.",[4523,115],"Pfv2AVmw-C3uZYcyX_foNGfq9we78M2BxP6_-4vUQY0"]