[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-1bcf8056bd41d868-architecting-enterprise-ai-agents-for-regulated-en-summary":3,"summaries-facets-categories":122,"summary-related-1bcf8056bd41d868-architecting-enterprise-ai-agents-for-regulated-en-summary":7828},{"id":4,"title":5,"ai":6,"body":13,"categories":89,"created_at":91,"date_modified":91,"description":83,"extension":92,"faq":91,"featured":93,"kicker_label":91,"meta":94,"navigation":101,"path":102,"published_at":103,"question":91,"scraped_at":104,"seo":105,"sitemap":106,"source_id":107,"source_name":108,"source_type":109,"source_url":110,"stem":111,"tags":112,"thumbnail_url":117,"tldr":118,"tweet":119,"unknown_tags":120,"__hash__":121},"summaries\u002Fsummaries\u002F1bcf8056bd41d868-architecting-enterprise-ai-agents-for-regulated-en-summary.md","Architecting Enterprise AI Agents for Regulated Environments",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",7804,622,3638,0.002884,{"type":14,"value":15,"toc":82},"minimark",[16,21,25,29,32,55,59,62],[17,18,20],"h2",{"id":19},"the-failure-of-the-bolt-on-approach","The Failure of the 'Bolt-On' Approach",[22,23,24],"p",{},"Most enterprise AI proofs-of-concept (POCs) succeed in isolation but fail during productionization because they treat compliance, auditability, and security as secondary features to be added later. This results in brittle systems that cannot meet the rigorous standards of regulated industries like healthcare or finance. The authors argue that engineers must prioritize these constraints as the foundational architectural principles rather than attempting to retrofit them onto a high-performing demo.",[17,26,28],{"id":27},"core-architectural-primitives","Core Architectural Primitives",[22,30,31],{},"To build production-ready agents, the authors propose three foundational primitives that shift compliance from a manual burden to an inherent system property:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Immutable Append-Only Event Logs:"," Instead of relying on standard developer logs, implement a transaction-style event log that records every agent action, data access, and authorization. This creates a durable, timestamped chain of evidence. While this makes reads more complex (requiring snapshots or projections), it makes auditability trivial and allows for perfect system state reconstruction.",[36,44,45,48],{},[39,46,47],{},"Schema-Driven Object Storage:"," Keep sensitive data (like PHI) outside the event log. The log should only contain references to immutable blobs in object storage. This separation allows developers to debug agent logic and trace execution paths without ever being exposed to the underlying sensitive data.",[36,50,51,54],{},[39,52,53],{},"Human-Agent Parity:"," Treat LLMs and humans as the same class of 'agent.' By defining a shared interface for actions and context, the system can seamlessly escalate tasks from an AI to a human. Because the downstream processes do not distinguish between the two, the system remains robust regardless of who (or what) performs the task.",[17,56,58],{"id":57},"evaluation-as-a-byproduct","Evaluation as a Byproduct",[22,60,61],{},"When these primitives are implemented, evaluation ceases to be a separate, difficult task and becomes a natural byproduct of the architecture.",[33,63,64,70,76],{},[36,65,66,69],{},[39,67,68],{},"Replayability:"," Because the system is built on an immutable ledger, engineers can replay production events with modified prompts or models to see the exact impact of changes.",[36,71,72,75],{},[39,73,74],{},"Comparative Evals:"," Human-agent parity allows for direct performance comparisons between human decisions and AI outputs, providing a high-quality baseline for scoring.",[36,77,78,81],{},[39,79,80],{},"Privacy-Preserving Production Evals:"," By running evaluations against the object storage within the customer’s own environment, teams can validate agent performance on real production data without violating data residency or privacy requirements.",{"title":83,"searchDepth":84,"depth":84,"links":85},"",2,[86,87,88],{"id":19,"depth":84,"text":20},{"id":27,"depth":84,"text":28},{"id":57,"depth":84,"text":58},[90],"Software Engineering",null,"md",false,{"content_references":95,"triage":96},[],{"relevance":97,"novelty":98,"quality":98,"actionability":98,"composite":99,"reasoning":100},5,4,4.35,"Category: AI & LLMs. The article provides a deep dive into architectural principles for building enterprise AI agents, addressing the critical pain point of compliance in regulated environments. It offers actionable architectural primitives that can be directly applied to improve production readiness, making it highly relevant for product builders.",true,"\u002Fsummaries\u002F1bcf8056bd41d868-architecting-enterprise-ai-agents-for-regulated-en-summary","2026-08-19 18:30:15","2026-08-20 03:11:40",{"title":5,"description":83},{"loc":102},"1bcf8056bd41d868","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=mav15aW9lLM","summaries\u002F1bcf8056bd41d868-architecting-enterprise-ai-agents-for-regulated-en-summary",[113,114,115,116],"ai-agents","enterprise","compliance","architecture","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002Fmav15aW9lLM\u002Fhqdefault.jpg","Enterprise AI agents fail in production because compliance requirements are bolted on as an afterthought. Instead, build systems using immutable event logs, segregated object storage, and human-agent parity to make auditability and evaluation inherent to the architecture.","This talk outlines an architectural approach for deploying AI agents in regulated industries like healthcare, where standard developer logs fail to meet compliance requirements. The speakers argue for an \"event-sourced\" model—using an immutable, append-only log as the system's source of truth—to ensure auditability is a structural byproduct rather than an afterthought. By keeping sensitive data in separate schema-driven object storage and referencing it only via the log, they suggest engineers can debug agent behavior without exposure to protected information, while simultaneously simplifying zero-trust enforcement and evaluation.",[113,114,115,116],"hOwfBoxec1mc-s5VCZeVIlGNOi_gaNPxLFeNwWbSl50",[123,126,129,131,134,136,139,142,144,146,148,150,152,155,157,159,161,163,166,168,170,172,174,177,179,181,183,185,187,189,191,193,195,197,199,201,203,205,207,209,211,213,215,217,219,221,223,225,227,229,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,420,422,424,426,428,430,432,434,436,438,440,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,476,478,480,482,484,486,488,490,492,494,496,498,500,502,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,574,576,578,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,622,624,626,628,630,632,634,636,638,640,642,644,646,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,966,968,970,972,974,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012,7014,7016,7018,7020,7022,7024,7026,7028,7030,7032,7034,7036,7038,7040,7042,7044,7046,7048,7050,7052,7054,7056,7058,7060,7062,7064,7066,7068,7070,7072,7074,7076,7078,7080,7082,7084,7086,7088,7090,7092,7094,7096,7098,7100,7102,7104,7106,7108,7110,7112,7114,7116,7118,7120,7122,7124,7126,7128,7130,7132,7134,7136,7138,7140,7142,7144,7146,7148,7150,7152,7154,7156,7158,7160,7162,7164,7166,7168,7170,7172,7174,7176,7178,7180,7182,7184,7186,7188,7190,7192,7194,7196,7198,7200,7202,7204,7206,7208,7210,7212,7214,7216,7218,7220,7222,7224,7226,7228,7230,7232,7234,7236,7238,7240,7242,7244,7246,7248,7250,7252,7254,7256,7258,7260,7262,7264,7266,7268,7270,7272,7274,7276,7278,7280,7282,7284,7286,7288,7290,7292,7294,7296,7298,7300,7302,7304,7306,7308,7310,7312,7314,7316,7318,7320,7322,7324,7326,7328,7330,7332,7334,7336,7338,7340,7342,7344,7346,7348,7350,7352,7354,7356,7358,7360,7362,7364,7366,7368,7370,7372,7374,7376,7378,7380,7382,7384,7386,7388,7390,7392,7394,7396,7398,7400,7402,7404,7406,7408,7410,7412,7414,7416,7418,7420,7422,7424,7426,7428,7430,7432,7434,7436,7438,7440,7442,7444,7446,7448,7450,7452,7454,7456,7458,7460,7462,7464,7466,7468,7470,7472,7474,7476,7478,7480,7482,7484,7486,7488,7490,7492,7494,7496,7498,7500,7502,7504,7506,7508,7510,7512,7514,7516,7518,7520,7522,7524,7526,7528,7530,7532,7534,7536,7538,7540,7542,7544,7546,7548,7550,7552,7554,7556,7558,7560,7562,7564,7566,7568,7570,7572,7574,7576,7578,7580,7582,7584,7586,7588,7590,7592,7594,7596,7598,7600,7602,7604,7606,7608,7610,7612,7614,7616,7618,7620,7622,7624,7626,7628,7630,7632,7634,7636,7638,7640,7642,7644,7646,7648,7650,7652,7654,7656,7658,7660,7662,7664,7666,7668,7670,7672,7674,7676,7678,7680,7682,7684,7686,7688,7690,7692,7694,7696,7698,7700,7702,7704,7706,7708,7710,7712,7714,7716,7718,7720,7722,7724,7726,7728,7730,7732,7734,7736,7738,7740,7742,7744,7746,7748,7750,7752,7754,7756,7758,7760,7762,7764,7766,7768,7770,7772,7774,7776,7778,7780,7782,7784,7786,7788,7790,7792,7794,7796,7798,7800,7802,7804,7806,7808,7810,7812,7814,7816,7818,7820,7822,7824,7826],{"categories":124},[125],"AI & LLMs",{"categories":127},[128],"Developer Productivity",{"categories":130},[125],{"categories":132},[133],"Business & SaaS",{"categories":135},[125],{"categories":137},[138],"AI Automation",{"categories":140},[141],"Product Strategy",{"categories":143},[138],{"categories":145},[125],{"categories":147},[128],{"categories":149},[138],{"categories":151},[90],{"categories":153},[154],"Data Science & Visualization",{"categories":156},[125],{"categories":158},[133],{"categories":160},[],{"categories":162},[125],{"categories":164},[165],"Inference & Serving",{"categories":167},[125],{"categories":169},[125],{"categories":171},[138],{"categories":173},[],{"categories":175},[176],"AI News & Trends",{"categories":178},[154],{"categories":180},[138],{"categories":182},[125],{"categories":184},[125],{"categories":186},[125],{"categories":188},[133],{"categories":190},[128],{"categories":192},[125],{"categories":194},[138],{"categories":196},[176],{"categories":198},[125],{"categories":200},[138],{"categories":202},[138],{"categories":204},[125],{"categories":206},[125],{"categories":208},[138],{"categories":210},[125],{"categories":212},[125],{"categories":214},[125],{"categories":216},[133],{"categories":218},[138],{"categories":220},[176],{"categories":222},[125],{"categories":224},[125],{"categories":226},[125],{"categories":228},[],{"categories":230},[231],"Design & Frontend",{"categories":233},[125],{"categories":235},[154],{"categories":237},[125],{"categories":239},[176],{"categories":241},[125],{"categories":243},[125],{"categories":245},[125],{"categories":247},[],{"categories":249},[125],{"categories":251},[125],{"categories":253},[138],{"categories":255},[90],{"categories":257},[125],{"categories":259},[125],{"categories":261},[138],{"categories":263},[125],{"categories":265},[266],"Marketing & Growth",{"categories":268},[231],{"categories":270},[125],{"categories":272},[138],{"categories":274},[125],{"categories":276},[125],{"categories":278},[90],{"categories":280},[125],{"categories":282},[],{"categories":284},[],{"categories":286},[231],{"categories":288},[125],{"categories":290},[138],{"categories":292},[128],{"categories":294},[90],{"categories":296},[138],{"categories":298},[231],{"categories":300},[125],{"categories":302},[141],{"categories":304},[125],{"categories":306},[90],{"categories":308},[309],"DevOps & Cloud",{"categories":311},[138],{"categories":313},[141],{"categories":315},[176],{"categories":317},[125],{"categories":319},[],{"categories":321},[125],{"categories":323},[125],{"categories":325},[125],{"categories":327},[],{"categories":329},[138],{"categories":331},[90],{"categories":333},[309],{"categories":335},[],{"categories":337},[90],{"categories":339},[138],{"categories":341},[125],{"categories":343},[231],{"categories":345},[346],"Governance & Standards",{"categories":348},[133],{"categories":350},[],{"categories":352},[125],{"categories":354},[],{"categories":356},[125],{"categories":358},[125],{"categories":360},[138],{"categories":362},[125],{"categories":364},[138],{"categories":366},[125],{"categories":368},[125],{"categories":370},[138],{"categories":372},[125],{"categories":374},[125],{"categories":376},[125],{"categories":378},[],{"categories":380},[90],{"categories":382},[],{"categories":384},[],{"categories":386},[125],{"categories":388},[90],{"categories":390},[],{"categories":392},[90],{"categories":394},[125],{"categories":396},[138],{"categories":398},[125],{"categories":400},[266],{"categories":402},[125],{"categories":404},[125],{"categories":406},[125],{"categories":408},[231],{"categories":410},[231],{"categories":412},[125],{"categories":414},[90],{"categories":416},[138],{"categories":418},[419],"GovTech & Public-Sector Adoption",{"categories":421},[90],{"categories":423},[125],{"categories":425},[125],{"categories":427},[125],{"categories":429},[138],{"categories":431},[138],{"categories":433},[154],{"categories":435},[125],{"categories":437},[176],{"categories":439},[138],{"categories":441},[442],"Legal AI Tools",{"categories":444},[125],{"categories":446},[138],{"categories":448},[125],{"categories":450},[266],{"categories":452},[138],{"categories":454},[141],{"categories":456},[125],{"categories":458},[90],{"categories":460},[419],{"categories":462},[],{"categories":464},[138],{"categories":466},[],{"categories":468},[133],{"categories":470},[138],{"categories":472},[138],{"categories":474},[475],"RAG & Retrieval",{"categories":477},[133],{"categories":479},[125],{"categories":481},[90],{"categories":483},[90],{"categories":485},[309],{"categories":487},[231],{"categories":489},[138],{"categories":491},[125],{"categories":493},[125],{"categories":495},[125],{"categories":497},[125],{"categories":499},[],{"categories":501},[138],{"categories":503},[504],"Agents & Orchestration",{"categories":506},[90],{"categories":508},[125],{"categories":510},[],{"categories":512},[138],{"categories":514},[133],{"categories":516},[],{"categories":518},[125],{"categories":520},[],{"categories":522},[125],{"categories":524},[128],{"categories":526},[90],{"categories":528},[133],{"categories":530},[125],{"categories":532},[125],{"categories":534},[125],{"categories":536},[138],{"categories":538},[125],{"categories":540},[125],{"categories":542},[176],{"categories":544},[125],{"categories":546},[],{"categories":548},[125],{"categories":550},[125],{"categories":552},[],{"categories":554},[125],{"categories":556},[90],{"categories":558},[125],{"categories":560},[138],{"categories":562},[154],{"categories":564},[],{"categories":566},[125],{"categories":568},[125],{"categories":570},[231],{"categories":572},[573],"Models & Frontier Labs",{"categories":575},[],{"categories":577},[231],{"categories":579},[580],"Regulation & Governance of AI",{"categories":582},[141],{"categories":584},[138],{"categories":586},[],{"categories":588},[125],{"categories":590},[125],{"categories":592},[138],{"categories":594},[138],{"categories":596},[176],{"categories":598},[125],{"categories":600},[133],{"categories":602},[125],{"categories":604},[138],{"categories":606},[],{"categories":608},[90],{"categories":610},[138],{"categories":612},[125],{"categories":614},[125],{"categories":616},[141],{"categories":618},[125],{"categories":620},[621],"AI Policy & Regulation",{"categories":623},[],{"categories":625},[125],{"categories":627},[138],{"categories":629},[138],{"categories":631},[141],{"categories":633},[138],{"categories":635},[125],{"categories":637},[125],{"categories":639},[125],{"categories":641},[138],{"categories":643},[],{"categories":645},[154],{"categories":647},[648],"Evals & Reliability",{"categories":650},[125],{"categories":652},[125],{"categories":654},[],{"categories":656},[154],{"categories":658},[128],{"categories":660},[419],{"categories":662},[621],{"categories":664},[125],{"categories":666},[125],{"categories":668},[133],{"categories":670},[125],{"categories":672},[138],{"categories":674},[125],{"categories":676},[138],{"categories":678},[504],{"categories":680},[125],{"categories":682},[90],{"categories":684},[125],{"categories":686},[125],{"categories":688},[],{"categories":690},[231],{"categories":692},[],{"categories":694},[125],{"categories":696},[125],{"categories":698},[419],{"categories":700},[125],{"categories":702},[125],{"categories":704},[125],{"categories":706},[],{"categories":708},[125],{"categories":710},[231],{"categories":712},[125],{"categories":714},[90],{"categories":716},[],{"categories":718},[125],{"categories":720},[125],{"categories":722},[],{"categories":724},[125],{"categories":726},[138],{"categories":728},[125],{"categories":730},[231],{"categories":732},[],{"categories":734},[125],{"categories":736},[125],{"categories":738},[154],{"categories":740},[138],{"categories":742},[125],{"categories":744},[133],{"categories":746},[138],{"categories":748},[125],{"categories":750},[125],{"categories":752},[90],{"categories":754},[231],{"categories":756},[125],{"categories":758},[138],{"categories":760},[],{"categories":762},[90],{"categories":764},[138],{"categories":766},[154],{"categories":768},[],{"categories":770},[125],{"categories":772},[176],{"categories":774},[125],{"categories":776},[],{"categories":778},[125],{"categories":780},[125],{"categories":782},[125],{"categories":784},[133,266],{"categories":786},[],{"categories":788},[90],{"categories":790},[125],{"categories":792},[125],{"categories":794},[138],{"categories":796},[125],{"categories":798},[125],{"categories":800},[],{"categories":802},[],{"categories":804},[125],{"categories":806},[125],{"categories":808},[231],{"categories":810},[125],{"categories":812},[],{"categories":814},[125],{"categories":816},[309],{"categories":818},[],{"categories":820},[138],{"categories":822},[176],{"categories":824},[125],{"categories":826},[133],{"categories":828},[125],{"categories":830},[90],{"categories":832},[231],{"categories":834},[],{"categories":836},[125],{"categories":838},[176],{"categories":840},[125],{"categories":842},[165],{"categories":844},[125],{"categories":846},[125],{"categories":848},[138],{"categories":850},[176],{"categories":852},[573],{"categories":854},[125],{"categories":856},[266],{"categories":858},[],{"categories":860},[138],{"categories":862},[133],{"categories":864},[90],{"categories":866},[125],{"categories":868},[138],{"categories":870},[],{"categories":872},[125,309],{"categories":874},[125],{"categories":876},[125],{"categories":878},[125],{"categories":880},[125],{"categories":882},[138],{"categories":884},[125,90],{"categories":886},[154],{"categories":888},[125],{"categories":890},[125],{"categories":892},[125],{"categories":894},[90],{"categories":896},[125],{"categories":898},[138],{"categories":900},[138],{"categories":902},[621],{"categories":904},[266],{"categories":906},[125],{"categories":908},[138],{"categories":910},[125],{"categories":912},[125],{"categories":914},[138],{"categories":916},[],{"categories":918},[138],{"categories":920},[125],{"categories":922},[125],{"categories":924},[138],{"categories":926},[125],{"categories":928},[125,133],{"categories":930},[125],{"categories":932},[125],{"categories":934},[133],{"categories":936},[],{"categories":938},[231],{"categories":940},[231],{"categories":942},[125],{"categories":944},[],{"categories":946},[],{"categories":948},[125],{"categories":950},[176],{"categories":952},[],{"categories":954},[128],{"categories":956},[125],{"categories":958},[90],{"categories":960},[138],{"categories":962},[125],{"categories":964},[965],"Generative UI & Design-to-Code",{"categories":967},[125],{"categories":969},[125],{"categories":971},[231],{"categories":973},[125],{"categories":975},[976],"Algorithmic Accountability",{"categories":978},[125],{"categories":980},[138],{"categories":982},[90],{"categories":984},[176],{"categories":986},[231],{"categories":988},[125],{"categories":990},[],{"categories":992},[141],{"categories":994},[125],{"categories":996},[125],{"categories":998},[125],{"categories":1000},[125],{"categories":1002},[125],{"categories":1004},[138],{"categories":1006},[1007],"MLOps & Infrastructure",{"categories":1009},[125],{"categories":1011},[125],{"categories":1013},[125],{"categories":1015},[125],{"categories":1017},[125],{"categories":1019},[125],{"categories":1021},[90],{"categories":1023},[176],{"categories":1025},[125],{"categories":1027},[125],{"categories":1029},[141],{"categories":1031},[128],{"categories":1033},[125],{"categories":1035},[138],{"categories":1037},[309],{"categories":1039},[125],{"categories":1041},[133],{"categories":1043},[125],{"categories":1045},[231],{"categories":1047},[125],{"categories":1049},[141],{"categories":1051},[125],{"categories":1053},[138],{"categories":1055},[],{"categories":1057},[],{"categories":1059},[125],{"categories":1061},[165],{"categories":1063},[231],{"categories":1065},[176],{"categories":1067},[154],{"categories":1069},[],{"categories":1071},[125],{"categories":1073},[125],{"categories":1075},[133],{"categories":1077},[138],{"categories":1079},[125],{"categories":1081},[125],{"categories":1083},[125],{"categories":1085},[125],{"categories":1087},[125],{"categories":1089},[176],{"categories":1091},[165],{"categories":1093},[125],{"categories":1095},[231],{"categories":1097},[125],{"categories":1099},[],{"categories":1101},[138],{"categories":1103},[90],{"categories":1105},[],{"categories":1107},[125],{"categories":1109},[125],{"categories":1111},[138],{"categories":1113},[90],{"categories":1115},[125],{"categories":1117},[154],{"categories":1119},[231],{"categories":1121},[],{"categories":1123},[125],{"categories":1125},[],{"categories":1127},[125],{"categories":1129},[],{"categories":1131},[125],{"categories":1133},[125],{"categories":1135},[141],{"categories":1137},[133],{"categories":1139},[138],{"categories":1141},[138],{"categories":1143},[90],{"categories":1145},[],{"categories":1147},[125],{"categories":1149},[128],{"categories":1151},[125],{"categories":1153},[125],{"categories":1155},[133],{"categories":1157},[176],{"categories":1159},[128],{"categories":1161},[],{"categories":1163},[125],{"categories":1165},[],{"categories":1167},[125],{"categories":1169},[],{"categories":1171},[125],{"categories":1173},[176],{"categories":1175},[176],{"categories":1177},[],{"categories":1179},[504],{"categories":1181},[125],{"categories":1183},[231],{"categories":1185},[90],{"categories":1187},[],{"categories":1189},[442],{"categories":1191},[138],{"categories":1193},[138],{"categories":1195},[133],{"categories":1197},[125],{"categories":1199},[],{"categories":1201},[],{"categories":1203},[128],{"categories":1205},[154],{"categories":1207},[],{"categories":1209},[266],{"categories":1211},[138],{"categories":1213},[133],{"categories":1215},[138],{"categories":1217},[125],{"categories":1219},[133],{"categories":1221},[125],{"categories":1223},[90],{"categories":1225},[],{"categories":1227},[165],{"categories":1229},[141],{"categories":1231},[125],{"categories":1233},[231],{"categories":1235},[90],{"categories":1237},[133],{"categories":1239},[125],{"categories":1241},[90],{"categories":1243},[125],{"categories":1245},[138],{"categories":1247},[133],{"categories":1249},[125],{"categories":1251},[125],{"categories":1253},[125],{"categories":1255},[125],{"categories":1257},[125],{"categories":1259},[125],{"categories":1261},[],{"categories":1263},[],{"categories":1265},[90],{"categories":1267},[154],{"categories":1269},[141],{"categories":1271},[125],{"categories":1273},[138],{"categories":1275},[90],{"categories":1277},[90],{"categories":1279},[125],{"categories":1281},[],{"categories":1283},[125],{"categories":1285},[176],{"categories":1287},[141],{"categories":1289},[141],{"categories":1291},[90],{"categories":1293},[125],{"categories":1295},[648],{"categories":1297},[309],{"categories":1299},[],{"categories":1301},[125],{"categories":1303},[138],{"categories":1305},[125],{"categories":1307},[128],{"categories":1309},[],{"categories":1311},[128],{"categories":1313},[231],{"categories":1315},[],{"categories":1317},[125],{"categories":1319},[125],{"categories":1321},[125],{"categories":1323},[231],{"categories":1325},[266],{"categories":1327},[141],{"categories":1329},[125],{"categories":1331},[90],{"categories":1333},[125],{"categories":1335},[138],{"categories":1337},[],{"categories":1339},[90],{"categories":1341},[125],{"categories":1343},[128],{"categories":1345},[],{"categories":1347},[133],{"categories":1349},[125],{"categories":1351},[125],{"categories":1353},[176],{"categories":1355},[125,309],{"categories":1357},[125],{"categories":1359},[1360],"Design Systems for AI",{"categories":1362},[125],{"categories":1364},[125],{"categories":1366},[176],{"categories":1368},[125],{"categories":1370},[125],{"categories":1372},[125],{"categories":1374},[133],{"categories":1376},[125],{"categories":1378},[125],{"categories":1380},[125],{"categories":1382},[],{"categories":1384},[125],{"categories":1386},[125],{"categories":1388},[133],{"categories":1390},[125],{"categories":1392},[],{"categories":1394},[138],{"categories":1396},[138],{"categories":1398},[90],{"categories":1400},[125],{"categories":1402},[176],{"categories":1404},[90],{"categories":1406},[125],{"categories":1408},[231],{"categories":1410},[176],{"categories":1412},[154],{"categories":1414},[125],{"categories":1416},[125],{"categories":1418},[125],{"categories":1420},[125],{"categories":1422},[138],{"categories":1424},[128],{"categories":1426},[621],{"categories":1428},[125],{"categories":1430},[125],{"categories":1432},[138],{"categories":1434},[125],{"categories":1436},[90],{"categories":1438},[125],{"categories":1440},[90],{"categories":1442},[],{"categories":1444},[231],{"categories":1446},[],{"categories":1448},[125],{"categories":1450},[138],{"categories":1452},[141],{"categories":1454},[],{"categories":1456},[133],{"categories":1458},[125],{"categories":1460},[],{"categories":1462},[231],{"categories":1464},[90],{"categories":1466},[138],{"categories":1468},[90],{"categories":1470},[125],{"categories":1472},[231],{"categories":1474},[125],{"categories":1476},[90],{"categories":1478},[125],{"categories":1480},[125],{"categories":1482},[231],{"categories":1484},[],{"categories":1486},[],{"categories":1488},[176],{"categories":1490},[138],{"categories":1492},[138],{"categories":1494},[125],{"categories":1496},[138],{"categories":1498},[125],{"categories":1500},[125],{"categories":1502},[125],{"categories":1504},[125],{"categories":1506},[125],{"categories":1508},[125],{"categories":1510},[133],{"categories":1512},[141],{"categories":1514},[125],{"categories":1516},[125],{"categories":1518},[],{"categories":1520},[90],{"categories":1522},[90],{"categories":1524},[125],{"categories":1526},[90],{"categories":1528},[133],{"categories":1530},[],{"categories":1532},[125],{"categories":1534},[125],{"categories":1536},[231],{"categories":1538},[125],{"categories":1540},[125],{"categories":1542},[125],{"categories":1544},[138],{"categories":1546},[128],{"categories":1548},[133],{"categories":1550},[125],{"categories":1552},[138],{"categories":1554},[176],{"categories":1556},[138],{"categories":1558},[165],{"categories":1560},[266],{"categories":1562},[125],{"categories":1564},[138],{"categories":1566},[125],{"categories":1568},[125],{"categories":1570},[125],{"categories":1572},[125],{"categories":1574},[],{"categories":1576},[231],{"categories":1578},[],{"categories":1580},[125],{"categories":1582},[125],{"categories":1584},[],{"categories":1586},[125],{"categories":1588},[125],{"categories":1590},[90],{"categories":1592},[133],{"categories":1594},[1595],"Visual & Generative Media",{"categories":1597},[138],{"categories":1599},[],{"categories":1601},[125],{"categories":1603},[125],{"categories":1605},[90],{"categories":1607},[125],{"categories":1609},[309],{"categories":1611},[125],{"categories":1613},[154],{"categories":1615},[621],{"categories":1617},[90],{"categories":1619},[266],{"categories":1621},[125],{"categories":1623},[141],{"categories":1625},[231],{"categories":1627},[125],{"categories":1629},[125],{"categories":1631},[90],{"categories":1633},[138],{"categories":1635},[125],{"categories":1637},[],{"categories":1639},[],{"categories":1641},[138],{"categories":1643},[90],{"categories":1645},[128],{"categories":1647},[138],{"categories":1649},[573],{"categories":1651},[125],{"categories":1653},[141],{"categories":1655},[125],{"categories":1657},[133],{"categories":1659},[],{"categories":1661},[125],{"categories":1663},[141],{"categories":1665},[125],{"categories":1667},[125],{"categories":1669},[125],{"categories":1671},[141],{"categories":1673},[125],{"categories":1675},[125],{"categories":1677},[266],{"categories":1679},[125],{"categories":1681},[504],{"categories":1683},[90],{"categories":1685},[138],{"categories":1687},[125],{"categories":1689},[138],{"categories":1691},[125],{"categories":1693},[125],{"categories":1695},[138],{"categories":1697},[125],{"categories":1699},[125],{"categories":1701},[125],{"categories":1703},[138],{"categories":1705},[125],{"categories":1707},[231],{"categories":1709},[138],{"categories":1711},[],{"categories":1713},[138],{"categories":1715},[125],{"categories":1717},[],{"categories":1719},[309],{"categories":1721},[90],{"categories":1723},[],{"categories":1725},[573],{"categories":1727},[125],{"categories":1729},[138],{"categories":1731},[138],{"categories":1733},[125],{"categories":1735},[231,125],{"categories":1737},[125],{"categories":1739},[128],{"categories":1741},[125],{"categories":1743},[138],{"categories":1745},[231],{"categories":1747},[],{"categories":1749},[125],{"categories":1751},[128],{"categories":1753},[125],{"categories":1755},[1756],"Medical Imaging & Radiology",{"categories":1758},[125],{"categories":1760},[125],{"categories":1762},[125],{"categories":1764},[231],{"categories":1766},[138],{"categories":1768},[138],{"categories":1770},[90],{"categories":1772},[],{"categories":1774},[125],{"categories":1776},[125],{"categories":1778},[125],{"categories":1780},[],{"categories":1782},[],{"categories":1784},[125],{"categories":1786},[125],{"categories":1788},[504],{"categories":1790},[125],{"categories":1792},[125],{"categories":1794},[128],{"categories":1796},[125],{"categories":1798},[125],{"categories":1800},[],{"categories":1802},[138],{"categories":1804},[125],{"categories":1806},[141],{"categories":1808},[90],{"categories":1810},[125],{"categories":1812},[125],{"categories":1814},[138],{"categories":1816},[504],{"categories":1818},[125],{"categories":1820},[138],{"categories":1822},[125],{"categories":1824},[125],{"categories":1826},[125],{"categories":1828},[125],{"categories":1830},[231],{"categories":1832},[138],{"categories":1834},[309],{"categories":1836},[231],{"categories":1838},[133],{"categories":1840},[138],{"categories":1842},[176],{"categories":1844},[125],{"categories":1846},[125],{"categories":1848},[141],{"categories":1850},[125],{"categories":1852},[125],{"categories":1854},[125],{"categories":1856},[125],{"categories":1858},[125],{"categories":1860},[138],{"categories":1862},[125],{"categories":1864},[90],{"categories":1866},[125],{"categories":1868},[90],{"categories":1870},[125],{"categories":1872},[141],{"categories":1874},[],{"categories":1876},[176],{"categories":1878},[],{"categories":1880},[141],{"categories":1882},[138],{"categories":1884},[125],{"categories":1886},[125],{"categories":1888},[138],{"categories":1890},[125],{"categories":1892},[1360],{"categories":1894},[125],{"categories":1896},[1360],{"categories":1898},[231],{"categories":1900},[125],{"categories":1902},[125],{"categories":1904},[125],{"categories":1906},[138],{"categories":1908},[90],{"categories":1910},[231],{"categories":1912},[138],{"categories":1914},[176],{"categories":1916},[],{"categories":1918},[125],{"categories":1920},[125],{"categories":1922},[],{"categories":1924},[125],{"categories":1926},[125],{"categories":1928},[138],{"categories":1930},[125],{"categories":1932},[125],{"categories":1934},[125],{"categories":1936},[138],{"categories":1938},[1939],"Contract Review & E-Discovery",{"categories":1941},[125],{"categories":1943},[231],{"categories":1945},[125],{"categories":1947},[128],{"categories":1949},[125],{"categories":1951},[176],{"categories":1953},[125],{"categories":1955},[125],{"categories":1957},[266],{"categories":1959},[90],{"categories":1961},[138],{"categories":1963},[125],{"categories":1965},[125],{"categories":1967},[125],{"categories":1969},[138],{"categories":1971},[138],{"categories":1973},[976],{"categories":1975},[125],{"categories":1977},[125],{"categories":1979},[138],{"categories":1981},[138],{"categories":1983},[125],{"categories":1985},[125],{"categories":1987},[125],{"categories":1989},[138],{"categories":1991},[125],{"categories":1993},[125],{"categories":1995},[90],{"categories":1997},[125],{"categories":1999},[504],{"categories":2001},[475],{"categories":2003},[125],{"categories":2005},[138],{"categories":2007},[125],{"categories":2009},[2010],"Law-Firm Practice & Adoption",{"categories":2012},[125],{"categories":2014},[138],{"categories":2016},[231],{"categories":2018},[125],{"categories":2020},[125],{"categories":2022},[125],{"categories":2024},[],{"categories":2026},[90],{"categories":2028},[],{"categories":2030},[90],{"categories":2032},[125],{"categories":2034},[],{"categories":2036},[90],{"categories":2038},[138],{"categories":2040},[128],{"categories":2042},[309],{"categories":2044},[125],{"categories":2046},[],{"categories":2048},[125],{"categories":2050},[128],{"categories":2052},[138],{"categories":2054},[133],{"categories":2056},[125],{"categories":2058},[266],{"categories":2060},[125],{"categories":2062},[],{"categories":2064},[133],{"categories":2066},[138],{"categories":2068},[133],{"categories":2070},[],{"categories":2072},[125],{"categories":2074},[141],{"categories":2076},[125],{"categories":2078},[90],{"categories":2080},[],{"categories":2082},[],{"categories":2084},[125],{"categories":2086},[],{"categories":2088},[],{"categories":2090},[125],{"categories":2092},[141],{"categories":2094},[138],{"categories":2096},[309],{"categories":2098},[125],{"categories":2100},[128],{"categories":2102},[90],{"categories":2104},[125],{"categories":2106},[125],{"categories":2108},[90],{"categories":2110},[141],{"categories":2112},[125],{"categories":2114},[125],{"categories":2116},[125],{"categories":2118},[1007],{"categories":2120},[125],{"categories":2122},[90],{"categories":2124},[125],{"categories":2126},[266],{"categories":2128},[90],{"categories":2130},[133],{"categories":2132},[125],{"categories":2134},[125],{"categories":2136},[125],{"categories":2138},[231],{"categories":2140},[125],{"categories":2142},[125],{"categories":2144},[125],{"categories":2146},[125],{"categories":2148},[133],{"categories":2150},[138],{"categories":2152},[125,128],{"categories":2154},[125],{"categories":2156},[504],{"categories":2158},[125],{"categories":2160},[125],{"categories":2162},[125],{"categories":2164},[90],{"categories":2166},[125],{"categories":2168},[90],{"categories":2170},[231],{"categories":2172},[138],{"categories":2174},[138],{"categories":2176},[90],{"categories":2178},[125],{"categories":2180},[138],{"categories":2182},[125],{"categories":2184},[125],{"categories":2186},[],{"categories":2188},[],{"categories":2190},[125],{"categories":2192},[154],{"categories":2194},[125],{"categories":2196},[125],{"categories":2198},[231],{"categories":2200},[138],{"categories":2202},[],{"categories":2204},[125],{"categories":2206},[125],{"categories":2208},[133],{"categories":2210},[90],{"categories":2212},[154],{"categories":2214},[176],{"categories":2216},[141],{"categories":2218},[231],{"categories":2220},[125],{"categories":2222},[138],{"categories":2224},[125],{"categories":2226},[90],{"categories":2228},[],{"categories":2230},[138],{"categories":2232},[138],{"categories":2234},[138],{"categories":2236},[125],{"categories":2238},[125],{"categories":2240},[125],{"categories":2242},[125],{"categories":2244},[125],{"categories":2246},[125],{"categories":2248},[],{"categories":2250},[138],{"categories":2252},[125],{"categories":2254},[125],{"categories":2256},[125],{"categories":2258},[],{"categories":2260},[138],{"categories":2262},[138],{"categories":2264},[125],{"categories":2266},[125],{"categories":2268},[133],{"categories":2270},[125],{"categories":2272},[125],{"categories":2274},[],{"categories":2276},[128],{"categories":2278},[125],{"categories":2280},[125],{"categories":2282},[125],{"categories":2284},[231],{"categories":2286},[125],{"categories":2288},[90],{"categories":2290},[125],{"categories":2292},[128],{"categories":2294},[125],{"categories":2296},[90],{"categories":2298},[266],{"categories":2300},[90],{"categories":2302},[138],{"categories":2304},[125],{"categories":2306},[138],{"categories":2308},[125],{"categories":2310},[125],{"categories":2312},[125],{"categories":2314},[125,231],{"categories":2316},[125],{"categories":2318},[138],{"categories":2320},[176],{"categories":2322},[125],{"categories":2324},[176],{"categories":2326},[138],{"categories":2328},[231],{"categories":2330},[125],{"categories":2332},[],{"categories":2334},[90],{"categories":2336},[309],{"categories":2338},[231],{"categories":2340},[90],{"categories":2342},[125],{"categories":2344},[141],{"categories":2346},[125],{"categories":2348},[125],{"categories":2350},[138],{"categories":2352},[],{"categories":2354},[],{"categories":2356},[125],{"categories":2358},[],{"categories":2360},[],{"categories":2362},[141],{"categories":2364},[90],{"categories":2366},[125],{"categories":2368},[125],{"categories":2370},[138],{"categories":2372},[125],{"categories":2374},[138],{"categories":2376},[133],{"categories":2378},[138],{"categories":2380},[309],{"categories":2382},[125],{"categories":2384},[125],{"categories":2386},[125],{"categories":2388},[165],{"categories":2390},[125],{"categories":2392},[125],{"categories":2394},[125],{"categories":2396},[125],{"categories":2398},[90],{"categories":2400},[138],{"categories":2402},[125],{"categories":2404},[125],{"categories":2406},[125],{"categories":2408},[125],{"categories":2410},[90],{"categories":2412},[442],{"categories":2414},[138],{"categories":2416},[976],{"categories":2418},[],{"categories":2420},[138],{"categories":2422},[231],{"categories":2424},[2010],{"categories":2426},[90],{"categories":2428},[],{"categories":2430},[138],{"categories":2432},[],{"categories":2434},[125],{"categories":2436},[138],{"categories":2438},[],{"categories":2440},[],{"categories":2442},[125],{"categories":2444},[125],{"categories":2446},[266],{"categories":2448},[125],{"categories":2450},[266],{"categories":2452},[125],{"categories":2454},[138],{"categories":2456},[125],{"categories":2458},[125],{"categories":2460},[154],{"categories":2462},[125],{"categories":2464},[90],{"categories":2466},[141],{"categories":2468},[],{"categories":2470},[125],{"categories":2472},[125],{"categories":2474},[125],{"categories":2476},[90],{"categories":2478},[125],{"categories":2480},[1939],{"categories":2482},[138],{"categories":2484},[125],{"categories":2486},[231],{"categories":2488},[231],{"categories":2490},[125],{"categories":2492},[125],{"categories":2494},[138],{"categories":2496},[128],{"categories":2498},[125],{"categories":2500},[125],{"categories":2502},[125],{"categories":2504},[125],{"categories":2506},[231],{"categories":2508},[231],{"categories":2510},[138],{"categories":2512},[138],{"categories":2514},[138],{"categories":2516},[125],{"categories":2518},[125],{"categories":2520},[125],{"categories":2522},[138],{"categories":2524},[],{"categories":2526},[125],{"categories":2528},[],{"categories":2530},[231],{"categories":2532},[2533],"Interaction & Product Design",{"categories":2535},[125],{"categories":2537},[138],{"categories":2539},[90],{"categories":2541},[346],{"categories":2543},[176],{"categories":2545},[90],{"categories":2547},[125],{"categories":2549},[141],{"categories":2551},[125],{"categories":2553},[125],{"categories":2555},[90],{"categories":2557},[125],{"categories":2559},[128],{"categories":2561},[138],{"categories":2563},[125],{"categories":2565},[],{"categories":2567},[138],{"categories":2569},[138],{"categories":2571},[138],{"categories":2573},[],{"categories":2575},[90],{"categories":2577},[125],{"categories":2579},[138],{"categories":2581},[128],{"categories":2583},[2533],{"categories":2585},[125],{"categories":2587},[128],{"categories":2589},[125],{"categories":2591},[128],{"categories":2593},[125],{"categories":2595},[],{"categories":2597},[125],{"categories":2599},[138],{"categories":2601},[90],{"categories":2603},[],{"categories":2605},[138],{"categories":2607},[141],{"categories":2609},[176],{"categories":2611},[125],{"categories":2613},[138],{"categories":2615},[125],{"categories":2617},[138],{"categories":2619},[138],{"categories":2621},[125],{"categories":2623},[125],{"categories":2625},[176],{"categories":2627},[154],{"categories":2629},[125],{"categories":2631},[141],{"categories":2633},[90],{"categories":2635},[2636],"Coding Agents & Dev Productivity",{"categories":2638},[176],{"categories":2640},[231],{"categories":2642},[125],{"categories":2644},[125],{"categories":2646},[],{"categories":2648},[125],{"categories":2650},[125],{"categories":2652},[976],{"categories":2654},[],{"categories":2656},[125],{"categories":2658},[125],{"categories":2660},[309],{"categories":2662},[125],{"categories":2664},[176],{"categories":2666},[],{"categories":2668},[],{"categories":2670},[125],{"categories":2672},[],{"categories":2674},[138],{"categories":2676},[125],{"categories":2678},[138],{"categories":2680},[],{"categories":2682},[90],{"categories":2684},[90],{"categories":2686},[125],{"categories":2688},[154],{"categories":2690},[],{"categories":2692},[125],{"categories":2694},[125],{"categories":2696},[125],{"categories":2698},[154],{"categories":2700},[90],{"categories":2702},[138],{"categories":2704},[],{"categories":2706},[],{"categories":2708},[125],{"categories":2710},[125],{"categories":2712},[125],{"categories":2714},[125],{"categories":2716},[138],{"categories":2718},[138],{"categories":2720},[419],{"categories":2722},[90],{"categories":2724},[141],{"categories":2726},[125],{"categories":2728},[90],{"categories":2730},[138],{"categories":2732},[176],{"categories":2734},[176],{"categories":2736},[138],{"categories":2738},[138],{"categories":2740},[125],{"categories":2742},[128],{"categories":2744},[2533],{"categories":2746},[141],{"categories":2748},[125,309],{"categories":2750},[154],{"categories":2752},[],{"categories":2754},[231],{"categories":2756},[138],{"categories":2758},[90],{"categories":2760},[128],{"categories":2762},[125],{"categories":2764},[138],{"categories":2766},[2767],"The Designer's Role & Craft",{"categories":2769},[231],{"categories":2771},[],{"categories":2773},[138],{"categories":2775},[125],{"categories":2777},[138],{"categories":2779},[138],{"categories":2781},[125],{"categories":2783},[266],{"categories":2785},[125],{"categories":2787},[90],{"categories":2789},[138],{"categories":2791},[125],{"categories":2793},[231],{"categories":2795},[125],{"categories":2797},[],{"categories":2799},[138],{"categories":2801},[231],{"categories":2803},[141],{"categories":2805},[125],{"categories":2807},[138],{"categories":2809},[125],{"categories":2811},[125],{"categories":2813},[125],{"categories":2815},[2816],"AI UX Patterns",{"categories":2818},[138],{"categories":2820},[138],{"categories":2822},[138],{"categories":2824},[125],{"categories":2826},[125],{"categories":2828},[138],{"categories":2830},[266],{"categories":2832},[154],{"categories":2834},[125],{"categories":2836},[138],{"categories":2838},[125],{"categories":2840},[125],{"categories":2842},[1360],{"categories":2844},[],{"categories":2846},[266],{"categories":2848},[138],{"categories":2850},[176],{"categories":2852},[90],{"categories":2854},[125],{"categories":2856},[138],{"categories":2858},[],{"categories":2860},[],{"categories":2862},[125],{"categories":2864},[125],{"categories":2866},[138],{"categories":2868},[125],{"categories":2870},[138],{"categories":2872},[419],{"categories":2874},[231],{"categories":2876},[125],{"categories":2878},[176],{"categories":2880},[90],{"categories":2882},[125],{"categories":2884},[138],{"categories":2886},[138],{"categories":2888},[],{"categories":2890},[125],{"categories":2892},[],{"categories":2894},[125],{"categories":2896},[125],{"categories":2898},[],{"categories":2900},[125],{"categories":2902},[125],{"categories":2904},[125],{"categories":2906},[138],{"categories":2908},[125],{"categories":2910},[90],{"categories":2912},[],{"categories":2914},[],{"categories":2916},[154],{"categories":2918},[165],{"categories":2920},[125],{"categories":2922},[125],{"categories":2924},[125],{"categories":2926},[154],{"categories":2928},[154],{"categories":2930},[125],{"categories":2932},[125],{"categories":2934},[176],{"categories":2936},[125],{"categories":2938},[125],{"categories":2940},[125],{"categories":2942},[138],{"categories":2944},[125],{"categories":2946},[125],{"categories":2948},[138],{"categories":2950},[125],{"categories":2952},[125],{"categories":2954},[125],{"categories":2956},[138],{"categories":2958},[],{"categories":2960},[90],{"categories":2962},[125],{"categories":2964},[],{"categories":2966},[125],{"categories":2968},[125],{"categories":2970},[309],{"categories":2972},[125],{"categories":2974},[],{"categories":2976},[],{"categories":2978},[231],{"categories":2980},[1007],{"categories":2982},[138],{"categories":2984},[128],{"categories":2986},[2767],{"categories":2988},[],{"categories":2990},[],{"categories":2992},[125],{"categories":2994},[],{"categories":2996},[],{"categories":2998},[90],{"categories":3000},[176],{"categories":3002},[266],{"categories":3004},[154],{"categories":3006},[138],{"categories":3008},[133],{"categories":3010},[125],{"categories":3012},[125],{"categories":3014},[125],{"categories":3016},[133],{"categories":3018},[],{"categories":3020},[231],{"categories":3022},[141],{"categories":3024},[125],{"categories":3026},[125],{"categories":3028},[138],{"categories":3030},[133],{"categories":3032},[125],{"categories":3034},[125],{"categories":3036},[128],{"categories":3038},[125],{"categories":3040},[133],{"categories":3042},[125],{"categories":3044},[],{"categories":3046},[128],{"categories":3048},[125],{"categories":3050},[266],{"categories":3052},[125],{"categories":3054},[90],{"categories":3056},[138],{"categories":3058},[176],{"categories":3060},[125],{"categories":3062},[90],{"categories":3064},[125],{"categories":3066},[125],{"categories":3068},[125],{"categories":3070},[125],{"categories":3072},[133],{"categories":3074},[125],{"categories":3076},[125],{"categories":3078},[125],{"categories":3080},[138],{"categories":3082},[125],{"categories":3084},[125],{"categories":3086},[125],{"categories":3088},[],{"categories":3090},[125],{"categories":3092},[90],{"categories":3094},[128],{"categories":3096},[125],{"categories":3098},[125],{"categories":3100},[231],{"categories":3102},[125],{"categories":3104},[],{"categories":3106},[125],{"categories":3108},[504],{"categories":3110},[138],{"categories":3112},[133],{"categories":3114},[125],{"categories":3116},[176],{"categories":3118},[125],{"categories":3120},[125],{"categories":3122},[],{"categories":3124},[133],{"categories":3126},[133],{"categories":3128},[125],{"categories":3130},[125],{"categories":3132},[141],{"categories":3134},[125],{"categories":3136},[125],{"categories":3138},[125],{"categories":3140},[125],{"categories":3142},[90],{"categories":3144},[154],{"categories":3146},[90],{"categories":3148},[125],{"categories":3150},[],{"categories":3152},[125],{"categories":3154},[90],{"categories":3156},[125],{"categories":3158},[90],{"categories":3160},[138],{"categories":3162},[621],{"categories":3164},[],{"categories":3166},[],{"categories":3168},[125],{"categories":3170},[176],{"categories":3172},[],{"categories":3174},[309],{"categories":3176},[125],{"categories":3178},[125],{"categories":3180},[125],{"categories":3182},[231],{"categories":3184},[965],{"categories":3186},[],{"categories":3188},[125],{"categories":3190},[125],{"categories":3192},[125],{"categories":3194},[90],{"categories":3196},[125],{"categories":3198},[125],{"categories":3200},[125],{"categories":3202},[125],{"categories":3204},[125,309],{"categories":3206},[125],{"categories":3208},[125],{"categories":3210},[231],{"categories":3212},[138],{"categories":3214},[],{"categories":3216},[138],{"categories":3218},[138],{"categories":3220},[125],{"categories":3222},[125],{"categories":3224},[125],{"categories":3226},[125],{"categories":3228},[125],{"categories":3230},[154],{"categories":3232},[125],{"categories":3234},[125],{"categories":3236},[2816],{"categories":3238},[128],{"categories":3240},[125],{"categories":3242},[154],{"categories":3244},[128],{"categories":3246},[90],{"categories":3248},[231],{"categories":3250},[138],{"categories":3252},[125],{"categories":3254},[125],{"categories":3256},[],{"categories":3258},[133],{"categories":3260},[125],{"categories":3262},[125],{"categories":3264},[176],{"categories":3266},[125],{"categories":3268},[125],{"categories":3270},[125],{"categories":3272},[138],{"categories":3274},[125],{"categories":3276},[125],{"categories":3278},[231],{"categories":3280},[125],{"categories":3282},[133],{"categories":3284},[],{"categories":3286},[309],{"categories":3288},[141],{"categories":3290},[125],{"categories":3292},[419],{"categories":3294},[231],{"categories":3296},[231],{"categories":3298},[90],{"categories":3300},[138],{"categories":3302},[125],{"categories":3304},[133],{"categories":3306},[176],{"categories":3308},[125],{"categories":3310},[125],{"categories":3312},[125],{"categories":3314},[231],{"categories":3316},[138],{"categories":3318},[125],{"categories":3320},[138],{"categories":3322},[125],{"categories":3324},[138],{"categories":3326},[125],{"categories":3328},[573],{"categories":3330},[125],{"categories":3332},[138],{"categories":3334},[],{"categories":3336},[125],{"categories":3338},[125],{"categories":3340},[125],{"categories":3342},[125],{"categories":3344},[138],{"categories":3346},[],{"categories":3348},[],{"categories":3350},[125],{"categories":3352},[125],{"categories":3354},[138],{"categories":3356},[125],{"categories":3358},[125],{"categories":3360},[125],{"categories":3362},[90],{"categories":3364},[125],{"categories":3366},[125],{"categories":3368},[138],{"categories":3370},[125],{"categories":3372},[125],{"categories":3374},[125],{"categories":3376},[125],{"categories":3378},[125],{"categories":3380},[],{"categories":3382},[90],{"categories":3384},[154],{"categories":3386},[125],{"categories":3388},[138],{"categories":3390},[138],{"categories":3392},[125],{"categories":3394},[125],{"categories":3396},[],{"categories":3398},[],{"categories":3400},[125],{"categories":3402},[125],{"categories":3404},[125],{"categories":3406},[125],{"categories":3408},[176],{"categories":3410},[154],{"categories":3412},[],{"categories":3414},[125],{"categories":3416},[231],{"categories":3418},[125],{"categories":3420},[125],{"categories":3422},[309],{"categories":3424},[2010],{"categories":3426},[125],{"categories":3428},[176],{"categories":3430},[90],{"categories":3432},[125],{"categories":3434},[90],{"categories":3436},[90],{"categories":3438},[125],{"categories":3440},[125],{"categories":3442},[90],{"categories":3444},[176],{"categories":3446},[176],{"categories":3448},[309],{"categories":3450},[138],{"categories":3452},[],{"categories":3454},[176],{"categories":3456},[133],{"categories":3458},[125],{"categories":3460},[138],{"categories":3462},[128],{"categories":3464},[90],{"categories":3466},[125],{"categories":3468},[133],{"categories":3470},[176],{"categories":3472},[],{"categories":3474},[125],{"categories":3476},[90],{"categories":3478},[125],{"categories":3480},[90],{"categories":3482},[154],{"categories":3484},[125],{"categories":3486},[176],{"categories":3488},[125],{"categories":3490},[90],{"categories":3492},[125],{"categories":3494},[138],{"categories":3496},[138],{"categories":3498},[176],{"categories":3500},[138],{"categories":3502},[309],{"categories":3504},[138],{"categories":3506},[125],{"categories":3508},[125],{"categories":3510},[125],{"categories":3512},[125],{"categories":3514},[125],{"categories":3516},[125],{"categories":3518},[90],{"categories":3520},[125],{"categories":3522},[],{"categories":3524},[138],{"categories":3526},[133],{"categories":3528},[90],{"categories":3530},[],{"categories":3532},[],{"categories":3534},[125],{"categories":3536},[138],{"categories":3538},[125],{"categories":3540},[125],{"categories":3542},[125],{"categories":3544},[3545],"Frameworks & Tooling",{"categories":3547},[125],{"categories":3549},[125],{"categories":3551},[90],{"categories":3553},[125],{"categories":3555},[125],{"categories":3557},[],{"categories":3559},[154],{"categories":3561},[154],{"categories":3563},[125],{"categories":3565},[128],{"categories":3567},[125],{"categories":3569},[138],{"categories":3571},[125],{"categories":3573},[231],{"categories":3575},[],{"categories":3577},[2010],{"categories":3579},[125],{"categories":3581},[90],{"categories":3583},[125],{"categories":3585},[309],{"categories":3587},[309],{"categories":3589},[],{"categories":3591},[125],{"categories":3593},[138],{"categories":3595},[138],{"categories":3597},[125],{"categories":3599},[125],{"categories":3601},[176],{"categories":3603},[138],{"categories":3605},[176],{"categories":3607},[125],{"categories":3609},[138],{"categories":3611},[],{"categories":3613},[231],{"categories":3615},[125],{"categories":3617},[125],{"categories":3619},[],{"categories":3621},[125],{"categories":3623},[125],{"categories":3625},[138],{"categories":3627},[125],{"categories":3629},[125],{"categories":3631},[125],{"categories":3633},[],{"categories":3635},[133],{"categories":3637},[90],{"categories":3639},[125],{"categories":3641},[90],{"categories":3643},[309],{"categories":3645},[125],{"categories":3647},[125],{"categories":3649},[125],{"categories":3651},[90],{"categories":3653},[125],{"categories":3655},[133],{"categories":3657},[125],{"categories":3659},[2010],{"categories":3661},[],{"categories":3663},[138],{"categories":3665},[128],{"categories":3667},[125],{"categories":3669},[128],{"categories":3671},[125],{"categories":3673},[],{"categories":3675},[138],{"categories":3677},[125],{"categories":3679},[125],{"categories":3681},[3682],"AI Design Tooling",{"categories":3684},[231],{"categories":3686},[125],{"categories":3688},[125],{"categories":3690},[90],{"categories":3692},[231],{"categories":3694},[125],{"categories":3696},[125],{"categories":3698},[90],{"categories":3700},[138],{"categories":3702},[176],{"categories":3704},[141],{"categories":3706},[90],{"categories":3708},[125],{"categories":3710},[125],{"categories":3712},[125],{"categories":3714},[138],{"categories":3716},[125],{"categories":3718},[],{"categories":3720},[138],{"categories":3722},[125],{"categories":3724},[125],{"categories":3726},[138],{"categories":3728},[125],{"categories":3730},[125],{"categories":3732},[125],{"categories":3734},[138],{"categories":3736},[],{"categories":3738},[138],{"categories":3740},[3545],{"categories":3742},[125],{"categories":3744},[125],{"categories":3746},[138],{"categories":3748},[138],{"categories":3750},[90],{"categories":3752},[90],{"categories":3754},[125],{"categories":3756},[125],{"categories":3758},[],{"categories":3760},[90],{"categories":3762},[125],{"categories":3764},[125],{"categories":3766},[138],{"categories":3768},[133],{"categories":3770},[125],{"categories":3772},[],{"categories":3774},[125],{"categories":3776},[125],{"categories":3778},[2533],{"categories":3780},[],{"categories":3782},[125],{"categories":3784},[125],{"categories":3786},[125],{"categories":3788},[125],{"categories":3790},[231],{"categories":3792},[125],{"categories":3794},[],{"categories":3796},[125],{"categories":3798},[125],{"categories":3800},[125],{"categories":3802},[125],{"categories":3804},[266],{"categories":3806},[176],{"categories":3808},[125],{"categories":3810},[125],{"categories":3812},[2010],{"categories":3814},[125],{"categories":3816},[128],{"categories":3818},[125],{"categories":3820},[125],{"categories":3822},[154],{"categories":3824},[138],{"categories":3826},[125],{"categories":3828},[125],{"categories":3830},[176],{"categories":3832},[138],{"categories":3834},[141],{"categories":3836},[],{"categories":3838},[125],{"categories":3840},[125],{"categories":3842},[231],{"categories":3844},[125],{"categories":3846},[266],{"categories":3848},[138],{"categories":3850},[125],{"categories":3852},[138],{"categories":3854},[125],{"categories":3856},[],{"categories":3858},[],{"categories":3860},[],{"categories":3862},[128],{"categories":3864},[176],{"categories":3866},[138],{"categories":3868},[125],{"categories":3870},[125],{"categories":3872},[125],{"categories":3874},[125],{"categories":3876},[125],{"categories":3878},[442],{"categories":3880},[125],{"categories":3882},[231],{"categories":3884},[138],{"categories":3886},[125],{"categories":3888},[],{"categories":3890},[125],{"categories":3892},[138],{"categories":3894},[138],{"categories":3896},[],{"categories":3898},[125],{"categories":3900},[138],{"categories":3902},[125],{"categories":3904},[],{"categories":3906},[141],{"categories":3908},[125],{"categories":3910},[125],{"categories":3912},[125],{"categories":3914},[176],{"categories":3916},[231],{"categories":3918},[138],{"categories":3920},[231],{"categories":3922},[138],{"categories":3924},[125],{"categories":3926},[133],{"categories":3928},[],{"categories":3930},[],{"categories":3932},[125],{"categories":3934},[125],{"categories":3936},[125],{"categories":3938},[128],{"categories":3940},[125],{"categories":3942},[138],{"categories":3944},[176],{"categories":3946},[],{"categories":3948},[231],{"categories":3950},[138],{"categories":3952},[],{"categories":3954},[90],{"categories":3956},[125],{"categories":3958},[90],{"categories":3960},[231],{"categories":3962},[90],{"categories":3964},[125],{"categories":3966},[],{"categories":3968},[125],{"categories":3970},[125],{"categories":3972},[138],{"categories":3974},[],{"categories":3976},[125],{"categories":3978},[125],{"categories":3980},[266],{"categories":3982},[125],{"categories":3984},[125],{"categories":3986},[125],{"categories":3988},[309],{"categories":3990},[90],{"categories":3992},[125],{"categories":3994},[138],{"categories":3996},[],{"categories":3998},[125],{"categories":4000},[138],{"categories":4002},[125],{"categories":4004},[128],{"categories":4006},[573],{"categories":4008},[125],{"categories":4010},[125],{"categories":4012},[125],{"categories":4014},[138],{"categories":4016},[125],{"categories":4018},[138],{"categories":4020},[125],{"categories":4022},[125],{"categories":4024},[125],{"categories":4026},[138],{"categories":4028},[141],{"categories":4030},[125],{"categories":4032},[125],{"categories":4034},[],{"categories":4036},[125],{"categories":4038},[125],{"categories":4040},[128],{"categories":4042},[125],{"categories":4044},[133],{"categories":4046},[90],{"categories":4048},[231],{"categories":4050},[],{"categories":4052},[125],{"categories":4054},[],{"categories":4056},[138],{"categories":4058},[125],{"categories":4060},[138],{"categories":4062},[],{"categories":4064},[138],{"categories":4066},[125],{"categories":4068},[90],{"categories":4070},[231],{"categories":4072},[176],{"categories":4074},[125],{"categories":4076},[176],{"categories":4078},[138],{"categories":4080},[125],{"categories":4082},[231],{"categories":4084},[125],{"categories":4086},[],{"categories":4088},[125],{"categories":4090},[165],{"categories":4092},[138],{"categories":4094},[125],{"categories":4096},[231],{"categories":4098},[176],{"categories":4100},[125],{"categories":4102},[133],{"categories":4104},[90],{"categories":4106},[125],{"categories":4108},[125],{"categories":4110},[125],{"categories":4112},[125],{"categories":4114},[141],{"categories":4116},[125],{"categories":4118},[176],{"categories":4120},[90],{"categories":4122},[266],{"categories":4124},[],{"categories":4126},[],{"categories":4128},[154],{"categories":4130},[504],{"categories":4132},[125],{"categories":4134},[138],{"categories":4136},[125,90],{"categories":4138},[176],{"categories":4140},[125],{"categories":4142},[125],{"categories":4144},[125],{"categories":4146},[125],{"categories":4148},[125],{"categories":4150},[125],{"categories":4152},[125],{"categories":4154},[133],{"categories":4156},[138],{"categories":4158},[125],{"categories":4160},[125],{"categories":4162},[138],{"categories":4164},[125],{"categories":4166},[125],{"categories":4168},[125],{"categories":4170},[],{"categories":4172},[125],{"categories":4174},[1360],{"categories":4176},[90],{"categories":4178},[231],{"categories":4180},[125],{"categories":4182},[125],{"categories":4184},[125],{"categories":4186},[125],{"categories":4188},[154],{"categories":4190},[138],{"categories":4192},[266],{"categories":4194},[309],{"categories":4196},[],{"categories":4198},[90],{"categories":4200},[125],{"categories":4202},[133],{"categories":4204},[138],{"categories":4206},[125],{"categories":4208},[128],{"categories":4210},[138],{"categories":4212},[125],{"categories":4214},[138],{"categories":4216},[138],{"categories":4218},[141],{"categories":4220},[90],{"categories":4222},[125],{"categories":4224},[125],{"categories":4226},[],{"categories":4228},[],{"categories":4230},[],{"categories":4232},[309],{"categories":4234},[125],{"categories":4236},[176],{"categories":4238},[125],{"categories":4240},[125],{"categories":4242},[125],{"categories":4244},[125],{"categories":4246},[90],{"categories":4248},[125],{"categories":4250},[],{"categories":4252},[125],{"categories":4254},[154],{"categories":4256},[133],{"categories":4258},[138],{"categories":4260},[125],{"categories":4262},[],{"categories":4264},[125],{"categories":4266},[138],{"categories":4268},[90],{"categories":4270},[125],{"categories":4272},[125],{"categories":4274},[125],{"categories":4276},[309],{"categories":4278},[],{"categories":4280},[231],{"categories":4282},[231],{"categories":4284},[125],{"categories":4286},[138],{"categories":4288},[],{"categories":4290},[90],{"categories":4292},[125],{"categories":4294},[231],{"categories":4296},[125],{"categories":4298},[133],{"categories":4300},[138],{"categories":4302},[125],{"categories":4304},[],{"categories":4306},[176],{"categories":4308},[125],{"categories":4310},[125],{"categories":4312},[125],{"categories":4314},[125],{"categories":4316},[125],{"categories":4318},[231],{"categories":4320},[138],{"categories":4322},[176],{"categories":4324},[],{"categories":4326},[138],{"categories":4328},[125],{"categories":4330},[133],{"categories":4332},[138],{"categories":4334},[231],{"categories":4336},[125],{"categories":4338},[125],{"categories":4340},[125],{"categories":4342},[504],{"categories":4344},[125],{"categories":4346},[138],{"categories":4348},[],{"categories":4350},[125],{"categories":4352},[125],{"categories":4354},[309],{"categories":4356},[176],{"categories":4358},[154],{"categories":4360},[621],{"categories":4362},[154],{"categories":4364},[154],{"categories":4366},[125],{"categories":4368},[],{"categories":4370},[],{"categories":4372},[],{"categories":4374},[138],{"categories":4376},[125],{"categories":4378},[125],{"categories":4380},[138],{"categories":4382},[138],{"categories":4384},[90],{"categories":4386},[125],{"categories":4388},[475],{"categories":4390},[90],{"categories":4392},[125],{"categories":4394},[138],{"categories":4396},[125],{"categories":4398},[125],{"categories":4400},[125],{"categories":4402},[133],{"categories":4404},[125],{"categories":4406},[125],{"categories":4408},[125],{"categories":4410},[125],{"categories":4412},[138],{"categories":4414},[141],{"categories":4416},[125],{"categories":4418},[],{"categories":4420},[],{"categories":4422},[125],{"categories":4424},[],{"categories":4426},[125],{"categories":4428},[138],{"categories":4430},[231],{"categories":4432},[125],{"categories":4434},[125],{"categories":4436},[138],{"categories":4438},[],{"categories":4440},[138],{"categories":4442},[138],{"categories":4444},[125],{"categories":4446},[125],{"categories":4448},[125],{"categories":4450},[141],{"categories":4452},[125],{"categories":4454},[231],{"categories":4456},[125],{"categories":4458},[138],{"categories":4460},[133],{"categories":4462},[125],{"categories":4464},[125],{"categories":4466},[138],{"categories":4468},[125],{"categories":4470},[266],{"categories":4472},[138],{"categories":4474},[125],{"categories":4476},[125],{"categories":4478},[125],{"categories":4480},[965],{"categories":4482},[125],{"categories":4484},[138],{"categories":4486},[125],{"categories":4488},[90],{"categories":4490},[125],{"categories":4492},[573],{"categories":4494},[231],{"categories":4496},[],{"categories":4498},[125],{"categories":4500},[125],{"categories":4502},[176],{"categories":4504},[504],{"categories":4506},[138],{"categories":4508},[125],{"categories":4510},[],{"categories":4512},[176],{"categories":4514},[419],{"categories":4516},[138],{"categories":4518},[138],{"categories":4520},[138],{"categories":4522},[125],{"categories":4524},[125],{"categories":4526},[138],{"categories":4528},[125],{"categories":4530},[],{"categories":4532},[133],{"categories":4534},[125],{"categories":4536},[231],{"categories":4538},[133],{"categories":4540},[138],{"categories":4542},[90],{"categories":4544},[],{"categories":4546},[90],{"categories":4548},[125],{"categories":4550},[125],{"categories":4552},[128],{"categories":4554},[125],{"categories":4556},[176],{"categories":4558},[309],{"categories":4560},[165],{"categories":4562},[138],{"categories":4564},[138],{"categories":4566},[125],{"categories":4568},[125],{"categories":4570},[138],{"categories":4572},[125],{"categories":4574},[128],{"categories":4576},[],{"categories":4578},[138],{"categories":4580},[125],{"categories":4582},[125],{"categories":4584},[125],{"categories":4586},[138],{"categories":4588},[125],{"categories":4590},[],{"categories":4592},[125],{"categories":4594},[],{"categories":4596},[231],{"categories":4598},[138],{"categories":4600},[138],{"categories":4602},[125,133],{"categories":4604},[138],{"categories":4606},[125],{"categories":4608},[],{"categories":4610},[128],{"categories":4612},[154],{"categories":4614},[133],{"categories":4616},[138],{"categories":4618},[125],{"categories":4620},[90],{"categories":4622},[125],{"categories":4624},[125],{"categories":4626},[138],{"categories":4628},[125],{"categories":4630},[125],{"categories":4632},[125],{"categories":4634},[176],{"categories":4636},[1360],{"categories":4638},[138],{"categories":4640},[125],{"categories":4642},[],{"categories":4644},[],{"categories":4646},[125],{"categories":4648},[138],{"categories":4650},[125],{"categories":4652},[125],{"categories":4654},[309],{"categories":4656},[],{"categories":4658},[125],{"categories":4660},[138],{"categories":4662},[165],{"categories":4664},[138],{"categories":4666},[125],{"categories":4668},[504],{"categories":4670},[],{"categories":4672},[442],{"categories":4674},[125],{"categories":4676},[138],{"categories":4678},[125],{"categories":4680},[125],{"categories":4682},[125],{"categories":4684},[266],{"categories":4686},[125],{"categories":4688},[138],{"categories":4690},[125],{"categories":4692},[154],{"categories":4694},[141],{"categories":4696},[138],{"categories":4698},[125],{"categories":4700},[504],{"categories":4702},[125],{"categories":4704},[309],{"categories":4706},[133],{"categories":4708},[],{"categories":4710},[125],{"categories":4712},[125],{"categories":4714},[125],{"categories":4716},[266],{"categories":4718},[231],{"categories":4720},[125],{"categories":4722},[125],{"categories":4724},[125],{"categories":4726},[],{"categories":4728},[266],{"categories":4730},[176],{"categories":4732},[125],{"categories":4734},[125],{"categories":4736},[125],{"categories":4738},[621],{"categories":4740},[128],{"categories":4742},[125],{"categories":4744},[141],{"categories":4746},[125],{"categories":4748},[125],{"categories":4750},[],{"categories":4752},[],{"categories":4754},[231],{"categories":4756},[125],{"categories":4758},[125],{"categories":4760},[154],{"categories":4762},[266],{"categories":4764},[138],{"categories":4766},[125],{"categories":4768},[125],{"categories":4770},[266],{"categories":4772},[133],{"categories":4774},[176],{"categories":4776},[125],{"categories":4778},[125],{"categories":4780},[],{"categories":4782},[125],{"categories":4784},[125],{"categories":4786},[],{"categories":4788},[125],{"categories":4790},[125],{"categories":4792},[648],{"categories":4794},[125],{"categories":4796},[125],{"categories":4798},[138],{"categories":4800},[90],{"categories":4802},[504],{"categories":4804},[125],{"categories":4806},[133],{"categories":4808},[125],{"categories":4810},[125],{"categories":4812},[],{"categories":4814},[125,90],{"categories":4816},[176],{"categories":4818},[138],{"categories":4820},[90],{"categories":4822},[138],{"categories":4824},[1007],{"categories":4826},[90],{"categories":4828},[90],{"categories":4830},[138],{"categories":4832},[125],{"categories":4834},[128],{"categories":4836},[125],{"categories":4838},[],{"categories":4840},[],{"categories":4842},[138],{"categories":4844},[125],{"categories":4846},[90],{"categories":4848},[138],{"categories":4850},[125],{"categories":4852},[128],{"categories":4854},[90],{"categories":4856},[90],{"categories":4858},[125],{"categories":4860},[266],{"categories":4862},[125],{"categories":4864},[125],{"categories":4866},[90],{"categories":4868},[125],{"categories":4870},[],{"categories":4872},[125],{"categories":4874},[125],{"categories":4876},[231,125],{"categories":4878},[309],{"categories":4880},[128],{"categories":4882},[125],{"categories":4884},[],{"categories":4886},[125],{"categories":4888},[125],{"categories":4890},[133],{"categories":4892},[125],{"categories":4894},[133],{"categories":4896},[125],{"categories":4898},[125],{"categories":4900},[419],{"categories":4902},[125],{"categories":4904},[133],{"categories":4906},[90],{"categories":4908},[154],{"categories":4910},[138],{"categories":4912},[125],{"categories":4914},[90],{"categories":4916},[125],{"categories":4918},[125],{"categories":4920},[176],{"categories":4922},[125],{"categories":4924},[266],{"categories":4926},[231],{"categories":4928},[125],{"categories":4930},[125],{"categories":4932},[141],{"categories":4934},[125],{"categories":4936},[125],{"categories":4938},[128],{"categories":4940},[125],{"categories":4942},[138],{"categories":4944},[138],{"categories":4946},[90],{"categories":4948},[125],{"categories":4950},[176],{"categories":4952},[90],{"categories":4954},[90],{"categories":4956},[125],{"categories":4958},[125],{"categories":4960},[],{"categories":4962},[],{"categories":4964},[154],{"categories":4966},[125],{"categories":4968},[90],{"categories":4970},[125],{"categories":4972},[231],{"categories":4974},[504],{"categories":4976},[442],{"categories":4978},[419],{"categories":4980},[125],{"categories":4982},[125],{"categories":4984},[90],{"categories":4986},[125],{"categories":4988},[154],{"categories":4990},[125],{"categories":4992},[125],{"categories":4994},[125],{"categories":4996},[125],{"categories":4998},[125],{"categories":5000},[125],{"categories":5002},[125],{"categories":5004},[138],{"categories":5006},[128],{"categories":5008},[141],{"categories":5010},[138],{"categories":5012},[125,133],{"categories":5014},[],{"categories":5016},[231],{"categories":5018},[],{"categories":5020},[141],{"categories":5022},[125],{"categories":5024},[176],{"categories":5026},[128],{"categories":5028},[125],{"categories":5030},[141],{"categories":5032},[128],{"categories":5034},[138],{"categories":5036},[154],{"categories":5038},[138],{"categories":5040},[133],{"categories":5042},[141],{"categories":5044},[125],{"categories":5046},[138],{"categories":5048},[125],{"categories":5050},[141],{"categories":5052},[125],{"categories":5054},[125],{"categories":5056},[133],{"categories":5058},[138],{"categories":5060},[90],{"categories":5062},[266],{"categories":5064},[125],{"categories":5066},[125],{"categories":5068},[],{"categories":5070},[176],{"categories":5072},[125],{"categories":5074},[125],{"categories":5076},[125],{"categories":5078},[125],{"categories":5080},[125],{"categories":5082},[125],{"categories":5084},[90],{"categories":5086},[176],{"categories":5088},[90],{"categories":5090},[90],{"categories":5092},[125],{"categories":5094},[125],{"categories":5096},[125],{"categories":5098},[125],{"categories":5100},[442],{"categories":5102},[125],{"categories":5104},[138],{"categories":5106},[138],{"categories":5108},[176],{"categories":5110},[125],{"categories":5112},[125],{"categories":5114},[125],{"categories":5116},[138],{"categories":5118},[125],{"categories":5120},[125],{"categories":5122},[125],{"categories":5124},[3545],{"categories":5126},[5127],"Clinical AI",{"categories":5129},[231],{"categories":5131},[125],{"categories":5133},[125],{"categories":5135},[125],{"categories":5137},[125],{"categories":5139},[309],{"categories":5141},[2816],{"categories":5143},[125],{"categories":5145},[141],{"categories":5147},[231],{"categories":5149},[125],{"categories":5151},[138],{"categories":5153},[125],{"categories":5155},[125],{"categories":5157},[176],{"categories":5159},[125],{"categories":5161},[138],{"categories":5163},[90],{"categories":5165},[266],{"categories":5167},[125],{"categories":5169},[125],{"categories":5171},[133],{"categories":5173},[125],{"categories":5175},[125],{"categories":5177},[573],{"categories":5179},[125],{"categories":5181},[],{"categories":5183},[138],{"categories":5185},[125],{"categories":5187},[90],{"categories":5189},[128],{"categories":5191},[125],{"categories":5193},[],{"categories":5195},[],{"categories":5197},[125],{"categories":5199},[],{"categories":5201},[133],{"categories":5203},[125],{"categories":5205},[138],{"categories":5207},[125],{"categories":5209},[138],{"categories":5211},[138],{"categories":5213},[125],{"categories":5215},[176],{"categories":5217},[176],{"categories":5219},[176],{"categories":5221},[176],{"categories":5223},[],{"categories":5225},[128],{"categories":5227},[138],{"categories":5229},[176],{"categories":5231},[125],{"categories":5233},[648],{"categories":5235},[141],{"categories":5237},[138],{"categories":5239},[125],{"categories":5241},[128],{"categories":5243},[125],{"categories":5245},[138],{"categories":5247},[125],{"categories":5249},[125],{"categories":5251},[125],{"categories":5253},[125],{"categories":5255},[125],{"categories":5257},[125,138],{"categories":5259},[138],{"categories":5261},[309],{"categories":5263},[125],{"categories":5265},[176],{"categories":5267},[138],{"categories":5269},[176],{"categories":5271},[138],{"categories":5273},[125],{"categories":5275},[],{"categories":5277},[176],{"categories":5279},[266],{"categories":5281},[128],{"categories":5283},[125],{"categories":5285},[125],{"categories":5287},[],{"categories":5289},[90],{"categories":5291},[],{"categories":5293},[128],{"categories":5295},[138],{"categories":5297},[176],{"categories":5299},[125],{"categories":5301},[176],{"categories":5303},[128],{"categories":5305},[176],{"categories":5307},[176],{"categories":5309},[],{"categories":5311},[133],{"categories":5313},[138],{"categories":5315},[176],{"categories":5317},[176],{"categories":5319},[176],{"categories":5321},[176],{"categories":5323},[176],{"categories":5325},[176],{"categories":5327},[176],{"categories":5329},[176],{"categories":5331},[176],{"categories":5333},[176],{"categories":5335},[154],{"categories":5337},[128],{"categories":5339},[125],{"categories":5341},[125],{"categories":5343},[138],{"categories":5345},[138],{"categories":5347},[],{"categories":5349},[125],{"categories":5351},[125,128],{"categories":5353},[],{"categories":5355},[138],{"categories":5357},[125],{"categories":5359},[176],{"categories":5361},[138],{"categories":5363},[138],{"categories":5365},[1007],{"categories":5367},[125],{"categories":5369},[125],{"categories":5371},[125],{"categories":5373},[125],{"categories":5375},[141],{"categories":5377},[125],{"categories":5379},[125],{"categories":5381},[419],{"categories":5383},[125],{"categories":5385},[125],{"categories":5387},[138],{"categories":5389},[125],{"categories":5391},[125],{"categories":5393},[125],{"categories":5395},[125],{"categories":5397},[133],{"categories":5399},[141],{"categories":5401},[138],{"categories":5403},[138],{"categories":5405},[],{"categories":5407},[138],{"categories":5409},[231],{"categories":5411},[176],{"categories":5413},[125],{"categories":5415},[],{"categories":5417},[125],{"categories":5419},[141],{"categories":5421},[141],{"categories":5423},[],{"categories":5425},[90],{"categories":5427},[125],{"categories":5429},[138],{"categories":5431},[231],{"categories":5433},[125],{"categories":5435},[125],{"categories":5437},[],{"categories":5439},[125],{"categories":5441},[125],{"categories":5443},[],{"categories":5445},[266],{"categories":5447},[125],{"categories":5449},[138],{"categories":5451},[],{"categories":5453},[],{"categories":5455},[125],{"categories":5457},[176],{"categories":5459},[128],{"categories":5461},[125],{"categories":5463},[125],{"categories":5465},[133],{"categories":5467},[125],{"categories":5469},[125],{"categories":5471},[138],{"categories":5473},[125],{"categories":5475},[133],{"categories":5477},[133],{"categories":5479},[231],{"categories":5481},[],{"categories":5483},[125],{"categories":5485},[133],{"categories":5487},[176],{"categories":5489},[],{"categories":5491},[125],{"categories":5493},[125],{"categories":5495},[231],{"categories":5497},[125],{"categories":5499},[125],{"categories":5501},[266],{"categories":5503},[125],{"categories":5505},[309],{"categories":5507},[],{"categories":5509},[138],{"categories":5511},[125],{"categories":5513},[266],{"categories":5515},[90],{"categories":5517},[],{"categories":5519},[125],{"categories":5521},[],{"categories":5523},[138],{"categories":5525},[231],{"categories":5527},[90],{"categories":5529},[],{"categories":5531},[3545],{"categories":5533},[133],{"categories":5535},[128],{"categories":5537},[125],{"categories":5539},[138],{"categories":5541},[154],{"categories":5543},[138],{"categories":5545},[125],{"categories":5547},[231],{"categories":5549},[125],{"categories":5551},[125],{"categories":5553},[90],{"categories":5555},[],{"categories":5557},[],{"categories":5559},[125],{"categories":5561},[128],{"categories":5563},[125],{"categories":5565},[266],{"categories":5567},[],{"categories":5569},[138],{"categories":5571},[138],{"categories":5573},[125],{"categories":5575},[138],{"categories":5577},[125],{"categories":5579},[176],{"categories":5581},[125],{"categories":5583},[90],{"categories":5585},[125],{"categories":5587},[125],{"categories":5589},[138],{"categories":5591},[141],{"categories":5593},[125],{"categories":5595},[125],{"categories":5597},[125],{"categories":5599},[125],{"categories":5601},[138],{"categories":5603},[125],{"categories":5605},[141],{"categories":5607},[266],{"categories":5609},[176],{"categories":5611},[],{"categories":5613},[266],{"categories":5615},[125],{"categories":5617},[],{"categories":5619},[90],{"categories":5621},[138],{"categories":5623},[],{"categories":5625},[125],{"categories":5627},[125],{"categories":5629},[125],{"categories":5631},[125],{"categories":5633},[125],{"categories":5635},[138],{"categories":5637},[133],{"categories":5639},[128],{"categories":5641},[125],{"categories":5643},[125],{"categories":5645},[138],{"categories":5647},[125],{"categories":5649},[231],{"categories":5651},[90],{"categories":5653},[90],{"categories":5655},[125],{"categories":5657},[154],{"categories":5659},[138],{"categories":5661},[125],{"categories":5663},[125],{"categories":5665},[138],{"categories":5667},[125],{"categories":5669},[125],{"categories":5671},[125],{"categories":5673},[138],{"categories":5675},[133],{"categories":5677},[125],{"categories":5679},[231],{"categories":5681},[90],{"categories":5683},[138],{"categories":5685},[125],{"categories":5687},[141],{"categories":5689},[125],{"categories":5691},[141],{"categories":5693},[138],{"categories":5695},[125],{"categories":5697},[125],{"categories":5699},[176],{"categories":5701},[125],{"categories":5703},[],{"categories":5705},[128],{"categories":5707},[125],{"categories":5709},[125],{"categories":5711},[125],{"categories":5713},[90],{"categories":5715},[90],{"categories":5717},[125],{"categories":5719},[90],{"categories":5721},[125],{"categories":5723},[138],{"categories":5725},[125],{"categories":5727},[125],{"categories":5729},[125],{"categories":5731},[125],{"categories":5733},[125],{"categories":5735},[],{"categories":5737},[125],{"categories":5739},[231],{"categories":5741},[138],{"categories":5743},[133],{"categories":5745},[176],{"categories":5747},[125],{"categories":5749},[138],{"categories":5751},[125],{"categories":5753},[138],{"categories":5755},[125],{"categories":5757},[125],{"categories":5759},[231],{"categories":5761},[138],{"categories":5763},[125],{"categories":5765},[266],{"categories":5767},[133],{"categories":5769},[125],{"categories":5771},[154],{"categories":5773},[125],{"categories":5775},[138],{"categories":5777},[125],{"categories":5779},[176],{"categories":5781},[125],{"categories":5783},[125],{"categories":5785},[125],{"categories":5787},[125],{"categories":5789},[138],{"categories":5791},[309],{"categories":5793},[125],{"categories":5795},[90],{"categories":5797},[138],{"categories":5799},[154],{"categories":5801},[],{"categories":5803},[138],{"categories":5805},[90],{"categories":5807},[125],{"categories":5809},[125],{"categories":5811},[125],{"categories":5813},[2636],{"categories":5815},[125],{"categories":5817},[231],{"categories":5819},[346],{"categories":5821},[125],{"categories":5823},[125],{"categories":5825},[125],{"categories":5827},[125],{"categories":5829},[125],{"categories":5831},[128],{"categories":5833},[138],{"categories":5835},[125],{"categories":5837},[125],{"categories":5839},[90],{"categories":5841},[133],{"categories":5843},[125],{"categories":5845},[125],{"categories":5847},[90],{"categories":5849},[125],{"categories":5851},[],{"categories":5853},[138],{"categories":5855},[138],{"categories":5857},[125],{"categories":5859},[125],{"categories":5861},[125],{"categories":5863},[154],{"categories":5865},[],{"categories":5867},[176],{"categories":5869},[],{"categories":5871},[176],{"categories":5873},[125],{"categories":5875},[125],{"categories":5877},[125],{"categories":5879},[138],{"categories":5881},[125],{"categories":5883},[138],{"categories":5885},[138],{"categories":5887},[],{"categories":5889},[125],{"categories":5891},[176],{"categories":5893},[125],{"categories":5895},[],{"categories":5897},[125],{"categories":5899},[231],{"categories":5901},[125],{"categories":5903},[],{"categories":5905},[125],{"categories":5907},[125],{"categories":5909},[231],{"categories":5911},[90],{"categories":5913},[138],{"categories":5915},[125],{"categories":5917},[125],{"categories":5919},[125],{"categories":5921},[125],{"categories":5923},[125],{"categories":5925},[266],{"categories":5927},[125],{"categories":5929},[125],{"categories":5931},[125],{"categories":5933},[128],{"categories":5935},[125],{"categories":5937},[125],{"categories":5939},[],{"categories":5941},[125],{"categories":5943},[125],{"categories":5945},[125],{"categories":5947},[],{"categories":5949},[138],{"categories":5951},[128],{"categories":5953},[125],{"categories":5955},[125],{"categories":5957},[125],{"categories":5959},[138],{"categories":5961},[125],{"categories":5963},[176],{"categories":5965},[125],{"categories":5967},[90],{"categories":5969},[141],{"categories":5971},[138],{"categories":5973},[504],{"categories":5975},[125],{"categories":5977},[125],{"categories":5979},[125],{"categories":5981},[125],{"categories":5983},[90],{"categories":5985},[176],{"categories":5987},[231],{"categories":5989},[125],{"categories":5991},[125],{"categories":5993},[125],{"categories":5995},[125],{"categories":5997},[125],{"categories":5999},[125],{"categories":6001},[176],{"categories":6003},[125],{"categories":6005},[231],{"categories":6007},[125],{"categories":6009},[125],{"categories":6011},[176],{"categories":6013},[231],{"categories":6015},[125],{"categories":6017},[176],{"categories":6019},[125],{"categories":6021},[138],{"categories":6023},[138],{"categories":6025},[138],{"categories":6027},[125],{"categories":6029},[90],{"categories":6031},[176],{"categories":6033},[138],{"categories":6035},[138],{"categories":6037},[125],{"categories":6039},[90],{"categories":6041},[231],{"categories":6043},[125],{"categories":6045},[125],{"categories":6047},[138],{"categories":6049},[125],{"categories":6051},[],{"categories":6053},[138],{"categories":6055},[],{"categories":6057},[125],{"categories":6059},[125],{"categories":6061},[],{"categories":6063},[],{"categories":6065},[138],{"categories":6067},[133],{"categories":6069},[138],{"categories":6071},[6072],"Liability & Ethics",{"categories":6074},[125],{"categories":6076},[125],{"categories":6078},[125],{"categories":6080},[138],{"categories":6082},[128],{"categories":6084},[138],{"categories":6086},[133],{"categories":6088},[266],{"categories":6090},[125],{"categories":6092},[138],{"categories":6094},[125],{"categories":6096},[125],{"categories":6098},[125],{"categories":6100},[],{"categories":6102},[621],{"categories":6104},[138],{"categories":6106},[],{"categories":6108},[125],{"categories":6110},[128],{"categories":6112},[138],{"categories":6114},[125],{"categories":6116},[],{"categories":6118},[138],{"categories":6120},[125],{"categories":6122},[125],{"categories":6124},[90],{"categories":6126},[125],{"categories":6128},[176],{"categories":6130},[125],{"categories":6132},[125],{"categories":6134},[141],{"categories":6136},[125],{"categories":6138},[138],{"categories":6140},[125],{"categories":6142},[125],{"categories":6144},[125],{"categories":6146},[176],{"categories":6148},[138],{"categories":6150},[90],{"categories":6152},[231],{"categories":6154},[128],{"categories":6156},[125],{"categories":6158},[125],{"categories":6160},[125],{"categories":6162},[],{"categories":6164},[138],{"categories":6166},[138],{"categories":6168},[138],{"categories":6170},[504],{"categories":6172},[138],{"categories":6174},[231],{"categories":6176},[138],{"categories":6178},[309],{"categories":6180},[90],{"categories":6182},[176],{"categories":6184},[125],{"categories":6186},[231],{"categories":6188},[125],{"categories":6190},[128],{"categories":6192},[125],{"categories":6194},[],{"categories":6196},[125],{"categories":6198},[138],{"categories":6200},[125],{"categories":6202},[125],{"categories":6204},[125],{"categories":6206},[125],{"categories":6208},[138],{"categories":6210},[125],{"categories":6212},[125],{"categories":6214},[231],{"categories":6216},[138],{"categories":6218},[],{"categories":6220},[138],{"categories":6222},[141],{"categories":6224},[125],{"categories":6226},[176],{"categories":6228},[138],{"categories":6230},[133],{"categories":6232},[],{"categories":6234},[125],{"categories":6236},[125],{"categories":6238},[141],{"categories":6240},[125],{"categories":6242},[138],{"categories":6244},[176],{"categories":6246},[128],{"categories":6248},[309],{"categories":6250},[125],{"categories":6252},[125],{"categories":6254},[125],{"categories":6256},[176],{"categories":6258},[133],{"categories":6260},[125],{"categories":6262},[231],{"categories":6264},[176],{"categories":6266},[309],{"categories":6268},[125],{"categories":6270},[138],{"categories":6272},[],{"categories":6274},[573],{"categories":6276},[],{"categories":6278},[125],{"categories":6280},[309],{"categories":6282},[125],{"categories":6284},[154],{"categories":6286},[125],{"categories":6288},[138],{"categories":6290},[138],{"categories":6292},[6293],"Design News & Tools",{"categories":6295},[125],{"categories":6297},[125],{"categories":6299},[176],{"categories":6301},[125],{"categories":6303},[125],{"categories":6305},[125],{"categories":6307},[128],{"categories":6309},[138],{"categories":6311},[125],{"categories":6313},[231],{"categories":6315},[138],{"categories":6317},[138],{"categories":6319},[231],{"categories":6321},[125],{"categories":6323},[125],{"categories":6325},[125],{"categories":6327},[504],{"categories":6329},[138],{"categories":6331},[125],{"categories":6333},[138],{"categories":6335},[125],{"categories":6337},[125],{"categories":6339},[504],{"categories":6341},[125],{"categories":6343},[266],{"categories":6345},[125],{"categories":6347},[138],{"categories":6349},[138],{"categories":6351},[],{"categories":6353},[125],{"categories":6355},[125],{"categories":6357},[125],{"categories":6359},[176],{"categories":6361},[125],{"categories":6363},[128],{"categories":6365},[],{"categories":6367},[125],{"categories":6369},[125],{"categories":6371},[125],{"categories":6373},[90],{"categories":6375},[648],{"categories":6377},[90],{"categories":6379},[231],{"categories":6381},[125],{"categories":6383},[125,138],{"categories":6385},[266,133],{"categories":6387},[90],{"categories":6389},[125],{"categories":6391},[125],{"categories":6393},[125],{"categories":6395},[125],{"categories":6397},[],{"categories":6399},[90],{"categories":6401},[138],{"categories":6403},[125],{"categories":6405},[125],{"categories":6407},[],{"categories":6409},[125],{"categories":6411},[90],{"categories":6413},[125],{"categories":6415},[90],{"categories":6417},[125],{"categories":6419},[],{"categories":6421},[138],{"categories":6423},[125],{"categories":6425},[133],{"categories":6427},[125],{"categories":6429},[176],{"categories":6431},[125],{"categories":6433},[],{"categories":6435},[125],{"categories":6437},[138],{"categories":6439},[125],{"categories":6441},[],{"categories":6443},[231],{"categories":6445},[125],{"categories":6447},[125],{"categories":6449},[138],{"categories":6451},[125],{"categories":6453},[125],{"categories":6455},[125],{"categories":6457},[128],{"categories":6459},[125],{"categories":6461},[138],{"categories":6463},[125],{"categories":6465},[],{"categories":6467},[125],{"categories":6469},[309],{"categories":6471},[266],{"categories":6473},[133],{"categories":6475},[133],{"categories":6477},[125],{"categories":6479},[125],{"categories":6481},[128],{"categories":6483},[128],{"categories":6485},[125],{"categories":6487},[138],{"categories":6489},[125],{"categories":6491},[125],{"categories":6493},[125],{"categories":6495},[125],{"categories":6497},[90],{"categories":6499},[125],{"categories":6501},[128],{"categories":6503},[125],{"categories":6505},[125],{"categories":6507},[138],{"categories":6509},[125],{"categories":6511},[266],{"categories":6513},[125],{"categories":6515},[176],{"categories":6517},[125],{"categories":6519},[125],{"categories":6521},[138],{"categories":6523},[141],{"categories":6525},[125],{"categories":6527},[138],{"categories":6529},[125],{"categories":6531},[138],{"categories":6533},[],{"categories":6535},[90],{"categories":6537},[],{"categories":6539},[90],{"categories":6541},[138],{"categories":6543},[128],{"categories":6545},[125],{"categories":6547},[],{"categories":6549},[154],{"categories":6551},[309],{"categories":6553},[125],{"categories":6555},[90],{"categories":6557},[125],{"categories":6559},[],{"categories":6561},[176],{"categories":6563},[138],{"categories":6565},[90],{"categories":6567},[231],{"categories":6569},[133],{"categories":6571},[125],{"categories":6573},[125],{"categories":6575},[138],{"categories":6577},[90],{"categories":6579},[138],{"categories":6581},[176],{"categories":6583},[125],{"categories":6585},[141],{"categories":6587},[128],{"categories":6589},[141],{"categories":6591},[176],{"categories":6593},[125],{"categories":6595},[125],{"categories":6597},[90],{"categories":6599},[125],{"categories":6601},[231],{"categories":6603},[133],{"categories":6605},[125],{"categories":6607},[125],{"categories":6609},[125],{"categories":6611},[125],{"categories":6613},[125],{"categories":6615},[125],{"categories":6617},[138],{"categories":6619},[125],{"categories":6621},[125],{"categories":6623},[125],{"categories":6625},[138],{"categories":6627},[125],{"categories":6629},[125],{"categories":6631},[128],{"categories":6633},[125],{"categories":6635},[138],{"categories":6637},[138],{"categories":6639},[231],{"categories":6641},[138],{"categories":6643},[125],{"categories":6645},[138],{"categories":6647},[125],{"categories":6649},[128],{"categories":6651},[138],{"categories":6653},[231],{"categories":6655},[],{"categories":6657},[125],{"categories":6659},[154],{"categories":6661},[504],{"categories":6663},[125],{"categories":6665},[138],{"categories":6667},[125],{"categories":6669},[125],{"categories":6671},[90],{"categories":6673},[125],{"categories":6675},[],{"categories":6677},[125],{"categories":6679},[138],{"categories":6681},[133],{"categories":6683},[125],{"categories":6685},[266],{"categories":6687},[231],{"categories":6689},[125],{"categories":6691},[90],{"categories":6693},[125],{"categories":6695},[125],{"categories":6697},[176],{"categories":6699},[138],{"categories":6701},[125],{"categories":6703},[266],{"categories":6705},[138],{"categories":6707},[133],{"categories":6709},[133],{"categories":6711},[125],{"categories":6713},[125],{"categories":6715},[125],{"categories":6717},[125],{"categories":6719},[125],{"categories":6721},[125],{"categories":6723},[128],{"categories":6725},[125],{"categories":6727},[],{"categories":6729},[125],{"categories":6731},[125],{"categories":6733},[138],{"categories":6735},[125],{"categories":6737},[138],{"categories":6739},[125],{"categories":6741},[125],{"categories":6743},[125],{"categories":6745},[125],{"categories":6747},[125],{"categories":6749},[125],{"categories":6751},[90],{"categories":6753},[],{"categories":6755},[128],{"categories":6757},[125],{"categories":6759},[125],{"categories":6761},[138],{"categories":6763},[138],{"categories":6765},[],{"categories":6767},[90],{"categories":6769},[90],{"categories":6771},[125],{"categories":6773},[266],{"categories":6775},[133],{"categories":6777},[231],{"categories":6779},[125],{"categories":6781},[],{"categories":6783},[125],{"categories":6785},[138],{"categories":6787},[128],{"categories":6789},[125],{"categories":6791},[125],{"categories":6793},[90],{"categories":6795},[128],{"categories":6797},[125],{"categories":6799},[125],{"categories":6801},[176],{"categories":6803},[154],{"categories":6805},[125],{"categories":6807},[176],{"categories":6809},[125],{"categories":6811},[138],{"categories":6813},[125],{"categories":6815},[125],{"categories":6817},[],{"categories":6819},[176],{"categories":6821},[138],{"categories":6823},[231],{"categories":6825},[154],{"categories":6827},[125],{"categories":6829},[125],{"categories":6831},[125],{"categories":6833},[],{"categories":6835},[138],{"categories":6837},[138],{"categories":6839},[138],{"categories":6841},[3545],{"categories":6843},[176],{"categories":6845},[125],{"categories":6847},[90],{"categories":6849},[141],{"categories":6851},[125],{"categories":6853},[125],{"categories":6855},[125],{"categories":6857},[125],{"categories":6859},[125],{"categories":6861},[138],{"categories":6863},[125],{"categories":6865},[133],{"categories":6867},[125],{"categories":6869},[128],{"categories":6871},[2010],{"categories":6873},[309],{"categories":6875},[128],{"categories":6877},[],{"categories":6879},[141],{"categories":6881},[125],{"categories":6883},[],{"categories":6885},[125],{"categories":6887},[176],{"categories":6889},[138],{"categories":6891},[231],{"categories":6893},[125],{"categories":6895},[138],{"categories":6897},[125],{"categories":6899},[125],{"categories":6901},[125],{"categories":6903},[125],{"categories":6905},[176],{"categories":6907},[],{"categories":6909},[125],{"categories":6911},[138],{"categories":6913},[125],{"categories":6915},[138],{"categories":6917},[138],{"categories":6919},[],{"categories":6921},[125],{"categories":6923},[],{"categories":6925},[176],{"categories":6927},[128],{"categories":6929},[125],{"categories":6931},[231],{"categories":6933},[125],{"categories":6935},[138],{"categories":6937},[176],{"categories":6939},[125],{"categories":6941},[176],{"categories":6943},[],{"categories":6945},[176],{"categories":6947},[125],{"categories":6949},[128],{"categories":6951},[138],{"categories":6953},[504],{"categories":6955},[125],{"categories":6957},[138],{"categories":6959},[125],{"categories":6961},[],{"categories":6963},[90],{"categories":6965},[138],{"categories":6967},[141],{"categories":6969},[138],{"categories":6971},[125],{"categories":6973},[128],{"categories":6975},[125],{"categories":6977},[125],{"categories":6979},[],{"categories":6981},[],{"categories":6983},[],{"categories":6985},[231],{"categories":6987},[125],{"categories":6989},[138],{"categories":6991},[125],{"categories":6993},[125],{"categories":6995},[],{"categories":6997},[],{"categories":6999},[],{"categories":7001},[125],{"categories":7003},[138],{"categories":7005},[231],{"categories":7007},[125],{"categories":7009},[125],{"categories":7011},[],{"categories":7013},[138],{"categories":7015},[125],{"categories":7017},[125],{"categories":7019},[128],{"categories":7021},[],{"categories":7023},[],{"categories":7025},[125],{"categories":7027},[125],{"categories":7029},[125],{"categories":7031},[138],{"categories":7033},[231],{"categories":7035},[125],{"categories":7037},[176],{"categories":7039},[],{"categories":7041},[125],{"categories":7043},[125],{"categories":7045},[266],{"categories":7047},[176],{"categories":7049},[266],{"categories":7051},[90],{"categories":7053},[154],{"categories":7055},[125],{"categories":7057},[125],{"categories":7059},[],{"categories":7061},[],{"categories":7063},[138],{"categories":7065},[],{"categories":7067},[125],{"categories":7069},[504],{"categories":7071},[125],{"categories":7073},[125],{"categories":7075},[125],{"categories":7077},[125],{"categories":7079},[],{"categories":7081},[138],{"categories":7083},[125],{"categories":7085},[125],{"categories":7087},[],{"categories":7089},[138],{"categories":7091},[138],{"categories":7093},[125],{"categories":7095},[176],{"categories":7097},[125],{"categories":7099},[266],{"categories":7101},[125],{"categories":7103},[138],{"categories":7105},[133],{"categories":7107},[141],{"categories":7109},[125],{"categories":7111},[125],{"categories":7113},[138],{"categories":7115},[138],{"categories":7117},[154],{"categories":7119},[138],{"categories":7121},[138],{"categories":7123},[],{"categories":7125},[125],{"categories":7127},[138],{"categories":7129},[],{"categories":7131},[125],{"categories":7133},[],{"categories":7135},[176],{"categories":7137},[133],{"categories":7139},[],{"categories":7141},[125],{"categories":7143},[125],{"categories":7145},[125],{"categories":7147},[],{"categories":7149},[138],{"categories":7151},[231],{"categories":7153},[128],{"categories":7155},[125],{"categories":7157},[],{"categories":7159},[133],{"categories":7161},[266],{"categories":7163},[125],{"categories":7165},[90],{"categories":7167},[128],{"categories":7169},[154],{"categories":7171},[133],{"categories":7173},[90],{"categories":7175},[138],{"categories":7177},[90],{"categories":7179},[],{"categories":7181},[125],{"categories":7183},[141],{"categories":7185},[141],{"categories":7187},[125],{"categories":7189},[],{"categories":7191},[138],{"categories":7193},[138],{"categories":7195},[128],{"categories":7197},[231],{"categories":7199},[125],{"categories":7201},[125],{"categories":7203},[128],{"categories":7205},[138],{"categories":7207},[309],{"categories":7209},[125],{"categories":7211},[125],{"categories":7213},[125],{"categories":7215},[125],{"categories":7217},[125],{"categories":7219},[128],{"categories":7221},[125],{"categories":7223},[90],{"categories":7225},[154],{"categories":7227},[138],{"categories":7229},[],{"categories":7231},[125],{"categories":7233},[125],{"categories":7235},[125],{"categories":7237},[90],{"categories":7239},[138],{"categories":7241},[176],{"categories":7243},[90],{"categories":7245},[125],{"categories":7247},[141],{"categories":7249},[125],{"categories":7251},[],{"categories":7253},[231],{"categories":7255},[90],{"categories":7257},[176],{"categories":7259},[125],{"categories":7261},[125],{"categories":7263},[128],{"categories":7265},[138],{"categories":7267},[125],{"categories":7269},[125],{"categories":7271},[138],{"categories":7273},[141],{"categories":7275},[125],{"categories":7277},[138],{"categories":7279},[125],{"categories":7281},[133],{"categories":7283},[125],{"categories":7285},[138],{"categories":7287},[138,309],{"categories":7289},[125],{"categories":7291},[125],{"categories":7293},[138],{"categories":7295},[90],{"categories":7297},[125],{"categories":7299},[125],{"categories":7301},[125],{"categories":7303},[154],{"categories":7305},[138],{"categories":7307},[266],{"categories":7309},[138],{"categories":7311},[133],{"categories":7313},[],{"categories":7315},[138],{"categories":7317},[125],{"categories":7319},[133],{"categories":7321},[],{"categories":7323},[],{"categories":7325},[125],{"categories":7327},[90],{"categories":7329},[125],{"categories":7331},[125],{"categories":7333},[125],{"categories":7335},[138],{"categories":7337},[125],{"categories":7339},[154],{"categories":7341},[266],{"categories":7343},[125],{"categories":7345},[125],{"categories":7347},[125],{"categories":7349},[125],{"categories":7351},[138],{"categories":7353},[],{"categories":7355},[138],{"categories":7357},[176],{"categories":7359},[125],{"categories":7361},[138],{"categories":7363},[138],{"categories":7365},[125],{"categories":7367},[],{"categories":7369},[176],{"categories":7371},[90],{"categories":7373},[3545],{"categories":7375},[128],{"categories":7377},[90],{"categories":7379},[125],{"categories":7381},[138],{"categories":7383},[125],{"categories":7385},[125],{"categories":7387},[266],{"categories":7389},[90],{"categories":7391},[154],{"categories":7393},[],{"categories":7395},[176],{"categories":7397},[125],{"categories":7399},[125],{"categories":7401},[],{"categories":7403},[138],{"categories":7405},[125],{"categories":7407},[125],{"categories":7409},[125],{"categories":7411},[125],{"categories":7413},[138],{"categories":7415},[125],{"categories":7417},[125],{"categories":7419},[125],{"categories":7421},[125],{"categories":7423},[125],{"categories":7425},[141],{"categories":7427},[125],{"categories":7429},[138],{"categories":7431},[125],{"categories":7433},[125],{"categories":7435},[125],{"categories":7437},[125],{"categories":7439},[125],{"categories":7441},[125],{"categories":7443},[125],{"categories":7445},[133],{"categories":7447},[],{"categories":7449},[141],{"categories":7451},[125],{"categories":7453},[176],{"categories":7455},[138],{"categories":7457},[125],{"categories":7459},[90],{"categories":7461},[],{"categories":7463},[90],{"categories":7465},[90],{"categories":7467},[138],{"categories":7469},[90],{"categories":7471},[125],{"categories":7473},[125],{"categories":7475},[125],{"categories":7477},[138],{"categories":7479},[90],{"categories":7481},[125],{"categories":7483},[125],{"categories":7485},[125],{"categories":7487},[138],{"categories":7489},[176],{"categories":7491},[125],{"categories":7493},[125],{"categories":7495},[125],{"categories":7497},[133],{"categories":7499},[125],{"categories":7501},[138],{"categories":7503},[231],{"categories":7505},[],{"categories":7507},[125],{"categories":7509},[125],{"categories":7511},[154],{"categories":7513},[125],{"categories":7515},[138],{"categories":7517},[125],{"categories":7519},[125],{"categories":7521},[],{"categories":7523},[125],{"categories":7525},[125],{"categories":7527},[176],{"categories":7529},[125],{"categories":7531},[125],{"categories":7533},[138],{"categories":7535},[266],{"categories":7537},[],{"categories":7539},[],{"categories":7541},[90],{"categories":7543},[125],{"categories":7545},[125],{"categories":7547},[141],{"categories":7549},[176],{"categories":7551},[125],{"categories":7553},[90],{"categories":7555},[176],{"categories":7557},[125],{"categories":7559},[125],{"categories":7561},[266],{"categories":7563},[154],{"categories":7565},[125],{"categories":7567},[125],{"categories":7569},[128],{"categories":7571},[138],{"categories":7573},[125],{"categories":7575},[125],{"categories":7577},[138],{"categories":7579},[133],{"categories":7581},[138],{"categories":7583},[90],{"categories":7585},[125],{"categories":7587},[133],{"categories":7589},[],{"categories":7591},[125],{"categories":7593},[154],{"categories":7595},[125],{"categories":7597},[125],{"categories":7599},[],{"categories":7601},[176],{"categories":7603},[125],{"categories":7605},[138],{"categories":7607},[154],{"categories":7609},[125],{"categories":7611},[90],{"categories":7613},[90],{"categories":7615},[90],{"categories":7617},[125],{"categories":7619},[138],{"categories":7621},[138],{"categories":7623},[125],{"categories":7625},[138],{"categories":7627},[125],{"categories":7629},[125],{"categories":7631},[231],{"categories":7633},[154],{"categories":7635},[154],{"categories":7637},[],{"categories":7639},[176],{"categories":7641},[125],{"categories":7643},[125],{"categories":7645},[90],{"categories":7647},[],{"categories":7649},[176],{"categories":7651},[176],{"categories":7653},[176],{"categories":7655},[],{"categories":7657},[138],{"categories":7659},[125],{"categories":7661},[],{"categories":7663},[128],{"categories":7665},[133],{"categories":7667},[],{"categories":7669},[125],{"categories":7671},[125],{"categories":7673},[],{"categories":7675},[90],{"categories":7677},[],{"categories":7679},[],{"categories":7681},[],{"categories":7683},[],{"categories":7685},[125],{"categories":7687},[176],{"categories":7689},[],{"categories":7691},[],{"categories":7693},[125],{"categories":7695},[125],{"categories":7697},[125],{"categories":7699},[154],{"categories":7701},[125],{"categories":7703},[154],{"categories":7705},[],{"categories":7707},[154],{"categories":7709},[154],{"categories":7711},[309],{"categories":7713},[138],{"categories":7715},[90],{"categories":7717},[],{"categories":7719},[],{"categories":7721},[154],{"categories":7723},[90],{"categories":7725},[90],{"categories":7727},[90],{"categories":7729},[],{"categories":7731},[128],{"categories":7733},[90],{"categories":7735},[90],{"categories":7737},[128],{"categories":7739},[90],{"categories":7741},[133],{"categories":7743},[90],{"categories":7745},[90],{"categories":7747},[90],{"categories":7749},[154],{"categories":7751},[176],{"categories":7753},[176],{"categories":7755},[125],{"categories":7757},[90],{"categories":7759},[154],{"categories":7761},[309],{"categories":7763},[154],{"categories":7765},[154],{"categories":7767},[154],{"categories":7769},[],{"categories":7771},[133],{"categories":7773},[],{"categories":7775},[309],{"categories":7777},[90],{"categories":7779},[90],{"categories":7781},[90],{"categories":7783},[138],{"categories":7785},[176,133],{"categories":7787},[154],{"categories":7789},[],{"categories":7791},[],{"categories":7793},[154],{"categories":7795},[],{"categories":7797},[154],{"categories":7799},[176],{"categories":7801},[138],{"categories":7803},[],{"categories":7805},[90],{"categories":7807},[125],{"categories":7809},[231],{"categories":7811},[],{"categories":7813},[125],{"categories":7815},[],{"categories":7817},[176],{"categories":7819},[128],{"categories":7821},[154],{"categories":7823},[],{"categories":7825},[90],{"categories":7827},[176],[7829,7962,8042,8121],{"id":7830,"title":7831,"ai":7832,"body":7837,"categories":7924,"created_at":91,"date_modified":91,"description":83,"extension":92,"faq":91,"featured":93,"kicker_label":91,"meta":7925,"navigation":101,"path":7945,"published_at":7946,"question":91,"scraped_at":7947,"seo":7948,"sitemap":7949,"source_id":7950,"source_name":7951,"source_type":109,"source_url":7952,"stem":7953,"tags":7954,"thumbnail_url":7957,"tldr":7958,"tweet":7959,"unknown_tags":7960,"__hash__":7961},"summaries\u002Fsummaries\u002Fb8bd86f99dc8bce7-architecting-codebases-for-ai-agent-readiness-summary.md","Architecting Codebases for AI Agent Readiness",{"provider":7,"model":8,"input_tokens":7833,"output_tokens":7834,"processing_time_ms":7835,"cost_usd":7836},6441,903,4152,0.00296475,{"type":14,"value":7838,"toc":7919},[7839,7843,7846,7871,7875,7878,7892,7896,7899],[17,7840,7842],{"id":7841},"optimizing-codebases-for-agentic-workflows","Optimizing Codebases for Agentic Workflows",[22,7844,7845],{},"To effectively leverage AI agents on existing (Brownfield) projects, developers must shift from writing code for humans to writing code that agents can navigate efficiently.",[33,7847,7848,7859,7865],{},[36,7849,7850,7853,7854,7858],{},[39,7851,7852],{},"Contextual Documentation:"," Implement ",[7855,7856,7857],"code",{},"context.md"," files in every directory. These files should summarize the directory's purpose and list the files contained within, allowing agents to understand the codebase structure without reading every file, which saves context window space and improves performance.",[36,7860,7861,7864],{},[39,7862,7863],{},"Architectural Flattening:"," Move toward horizontal, flatter architectures. This structure allows agents to manage state more effectively and makes it easier for them to refactor code by breaking large files into smaller, modular functions.",[36,7866,7867,7870],{},[39,7868,7869],{},"Testing as a Foundation:"," Robust testing is non-negotiable when using agents. Because agents can generate and modify code rapidly, a strong test suite is the only way to ensure the codebase remains stable during high-velocity AI-assisted development.",[17,7872,7874],{"id":7873},"dynamic-context-management-with-firebase","Dynamic Context Management with Firebase",[22,7876,7877],{},"Managing LLM context windows is critical for performance. Instead of loading an entire codebase into a single prompt, use Firebase and Firestore to create \"sandboxed\" agent skills.",[33,7879,7880,7886],{},[36,7881,7882,7885],{},[39,7883,7884],{},"Dynamic Skill Loading:"," Package specific logic (e.g., \"refund support\" vs. \"upselling\") into discrete skills. By dynamically picking and loading these skills based on the user's current intent, you prevent context pollution and ensure the agent stays focused on the specific task at hand.",[36,7887,7888,7891],{},[39,7889,7890],{},"Automated Metadata Generation:"," Use automated pipelines (e.g., triggering Firestore functions upon file storage uploads) to generate YAML and metadata for these skills. This removes the need to manually write boilerplate logic for every new agent capability.",[17,7893,7895],{"id":7894},"the-shift-to-design-first-engineering","The Shift to Design-First Engineering",[22,7897,7898],{},"As AI tools lower the barrier to implementation, the primary bottleneck has shifted from writing code to defining the problem.",[33,7900,7901,7907,7913],{},[36,7902,7903,7906],{},[39,7904,7905],{},"Prioritize Design:"," Spend approximately 60% of the project lifecycle in the design and research phase. Tools like NotebookLM and the Gemini app are recommended for exploring problem spaces, validating ideas, and creating clear prompts before a single line of code is written.",[36,7908,7909,7912],{},[39,7910,7911],{},"Visual Prototyping:"," Use tools like Stitch to visualize ideas early. If you cannot describe or visually represent an idea clearly, it indicates the concept is not yet well-defined enough for an agent to build.",[36,7914,7915,7918],{},[39,7916,7917],{},"Human Pattern Matching:"," Humans remain superior at pattern matching. When working with agents, actively monitor the file system and streaming output to ensure the agent is adhering to established patterns. If the agent deviates, it is usually a sign that it lacks the necessary context or that the directory-level documentation is insufficient.",{"title":83,"searchDepth":84,"depth":84,"links":7920},[7921,7922,7923],{"id":7841,"depth":84,"text":7842},{"id":7873,"depth":84,"text":7874},{"id":7894,"depth":84,"text":7895},[90],{"content_references":7926,"triage":7943},[7927,7931,7933,7935,7937,7939,7941],{"type":7928,"title":7929,"context":7930},"tool","Firebase","mentioned",{"type":7928,"title":7932,"context":7930},"Firestore",{"type":7928,"title":7934,"context":7930},"Antigravity",{"type":7928,"title":7936,"context":7930},"Gemini",{"type":7928,"title":7938,"context":7930},"Google AI Studio",{"type":7928,"title":7940,"context":7930},"NotebookLM",{"type":7928,"title":7942,"context":7930},"Stitch",{"relevance":97,"novelty":98,"quality":98,"actionability":98,"composite":99,"reasoning":7944},"Category: AI & LLMs. The article provides actionable strategies for optimizing codebases for AI agents, addressing a specific pain point for developers looking to integrate AI into existing projects. It includes practical steps like implementing 'context.md' files and adopting flatter architectures, which are directly applicable to the audience's work.","\u002Fsummaries\u002Fb8bd86f99dc8bce7-architecting-codebases-for-ai-agent-readiness-summary","2026-05-19 16:00:21","2026-05-19 19:00:23",{"title":7831,"description":83},{"loc":7945},"b8bd86f99dc8bce7","Google Cloud Tech","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=urBML_2BbD8","summaries\u002Fb8bd86f99dc8bce7-architecting-codebases-for-ai-agent-readiness-summary",[113,7955,116,7956],"firebase","developer-productivity","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FurBML_2BbD8\u002Fhqdefault.jpg","To make existing codebases agent-ready, implement directory-level 'context.md' files, adopt flatter architectural patterns, and prioritize a rigorous design phase over raw coding speed.","This conversation covers strategies for preparing existing codebases for AI agents, specifically by using directory-level `context.md` files to manage context and structuring code to be more modular. The speaker also discusses using [Firebase](https:\u002F\u002Fgoo.gle\u002F4u3McWt) to dynamically serve agent skills and [Google AI Studio](https:\u002F\u002Fgoo.gle\u002F4umgrbO) for prototyping.",[113,7955,116,7956],"7ph5-__9cv6SZBihPz7oNEgaFqZ3jd_QMXlrSRn5CgQ",{"id":7963,"title":7964,"ai":7965,"body":7970,"categories":8019,"created_at":91,"date_modified":91,"description":83,"extension":92,"faq":91,"featured":93,"kicker_label":91,"meta":8020,"navigation":101,"path":8026,"published_at":8027,"question":91,"scraped_at":8028,"seo":8029,"sitemap":8030,"source_id":8031,"source_name":8032,"source_type":8033,"source_url":8034,"stem":8035,"tags":8036,"thumbnail_url":91,"tldr":8039,"tweet":91,"unknown_tags":8040,"__hash__":8041},"summaries\u002Fsummaries\u002F117b225a27304597-ema-raises-77m-to-replace-enterprise-saas-with-ai--summary.md","Ema Raises $77M to Replace Enterprise SaaS with AI Agents",{"provider":7,"model":8,"input_tokens":7966,"output_tokens":7967,"processing_time_ms":7968,"cost_usd":7969},10579,503,3046,0.00339925,{"type":14,"value":7971,"toc":8015},[7972,7976,7979,7982,7986,7989,7992,8012],[17,7973,7975],{"id":7974},"the-shift-from-saas-to-ai-orchestrated-workflows","The Shift from SaaS to AI-Orchestrated Workflows",[22,7977,7978],{},"Ema, a startup founded by former Google and Coinbase executives, has raised $77 million in a Series B round led by Creaegis. The company provides a platform of \"AI employees\"—systems that coordinate multiple AI agents to execute multi-step business processes across existing enterprise applications.",[22,7980,7981],{},"Founder Surojit Chatterjee argues that this model is fundamentally changing enterprise software consumption. Rather than using SaaS products for their traditional utility, Ema \"wraps\" around these applications, eventually allowing companies to reduce their dependency on—or entirely replace—traditional software suites. The company reports a net dollar retention rate of approximately 180%, indicating that customers are expanding their usage across dozens of workflows after initial deployment.",[17,7983,7985],{"id":7984},"business-model-and-market-positioning","Business Model and Market Positioning",[22,7987,7988],{},"Ema distinguishes itself from frontier AI labs by focusing on domain knowledge, complex integrations, and orchestration rather than model development. The platform is model-agnostic, drawing on over 150 different models to perform tasks.",[22,7990,7991],{},"Key aspects of their business strategy include:",[33,7993,7994,8000,8006],{},[36,7995,7996,7999],{},[39,7997,7998],{},"Outcome-Based Pricing:"," Ema avoids seat-based or token-based pricing, opting instead to charge based on the completion of specific business tasks and outcomes.",[36,8001,8002,8005],{},[39,8003,8004],{},"Disrupting IT Services:"," The company is positioning itself to handle implementation and integration work traditionally performed by human-heavy IT consulting firms. Chatterjee notes that many service firms are now partnering with Ema to adapt their own business models.",[36,8007,8008,8011],{},[39,8009,8010],{},"Operational Efficiency:"," Ema maintains gross margins near 80%, as their AI systems require less human intervention as they learn from ongoing deployments.",[22,8013,8014],{},"The startup has reached over 50 enterprise customers, including major firms like Google, Microsoft, Hitachi, and PwC, and has seen revenue grow 50-fold over the past two years.",{"title":83,"searchDepth":84,"depth":84,"links":8016},[8017,8018],{"id":7974,"depth":84,"text":7975},{"id":7984,"depth":84,"text":7985},[125],{"content_references":8021,"triage":8022},[],{"relevance":98,"novelty":8023,"quality":98,"actionability":84,"composite":8024,"reasoning":8025},3,3.4,"Category: Business & SaaS. The article discusses a startup's innovative approach to replacing traditional SaaS with AI agents, addressing a relevant pain point for product builders looking to optimize workflows. However, while it provides insights into Ema's business model and market positioning, it lacks specific actionable steps for the audience.","\u002Fsummaries\u002F117b225a27304597-ema-raises-77m-to-replace-enterprise-saas-with-ai-summary","2026-09-23 12:00:00","2026-09-24 03:21:01",{"title":7964,"description":83},{"loc":8026},"117b225a27304597","TechCrunch — AI","article","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F09\u002F23\u002Fema-raises-77m-as-ai-starts-eating-into-enterprise-software-and-services\u002F","summaries\u002F117b225a27304597-ema-raises-77m-to-replace-enterprise-saas-with-ai--summary",[8037,8038,113,114],"saas","automation","Ema, an AI startup, raised $77M to scale its 'AI employee' platform, which automates multi-step business processes and aims to reduce corporate reliance on traditional SaaS and IT services.",[113,114],"zI_recEpBV8XzgJhv__8zv_aX8JAWjUvhioESbsDr_k",{"id":8043,"title":8044,"ai":8045,"body":8050,"categories":8093,"created_at":91,"date_modified":91,"description":83,"extension":92,"faq":91,"featured":93,"kicker_label":91,"meta":8094,"navigation":101,"path":8107,"published_at":8108,"question":91,"scraped_at":8109,"seo":8110,"sitemap":8111,"source_id":8112,"source_name":8032,"source_type":8033,"source_url":8113,"stem":8114,"tags":8115,"thumbnail_url":91,"tldr":8118,"tweet":91,"unknown_tags":8119,"__hash__":8120},"summaries\u002Fsummaries\u002F209658f98324a92f-closing-the-reinforcement-gap-for-enterprise-ai-ag-summary.md","Closing the Reinforcement Gap for Enterprise AI Agents",{"provider":7,"model":8,"input_tokens":8046,"output_tokens":8047,"processing_time_ms":8048,"cost_usd":8049},6018,481,2480,0.002226,{"type":14,"value":8051,"toc":8089},[8052,8056,8059,8063,8066,8086],[17,8053,8055],{"id":8054},"the-infrastructure-problem-in-agent-training","The Infrastructure Problem in Agent Training",[22,8057,8058],{},"AI agents struggle with complex, multi-step enterprise workflows because they lack the necessary environments for iterative training. While AI coding tools have advanced rapidly due to the existence of mature infrastructure for deploying, reversing, and analyzing code, business software lacks equivalent tooling. Most enterprise applications offer only stateless API endpoints, making it impossible to perform the large-scale, repeatable testing required for reinforcement learning (RL).",[17,8060,8062],{"id":8061},"digital-twins-as-training-sandboxes","Digital Twins as Training Sandboxes",[22,8064,8065],{},"Arga Labs addresses this by creating full-scale digital twins of enterprise software. Unlike standard testing environments, these clones replicate the entire application, including permission systems and web hooks. This allows developers to:",[33,8067,8068,8074,8080],{},[36,8069,8070,8073],{},[39,8071,8072],{},"Reset and Modify:"," Easily revert environments to a clean state after failed agent attempts.",[36,8075,8076,8079],{},[39,8077,8078],{},"Simulate Overlap:"," Train agents on complex, cross-platform interactions (e.g., coordinating data between Salesforce and HubSpot).",[36,8081,8082,8085],{},[39,8083,8084],{},"Scale RL:"," Run tens of thousands of scenarios simultaneously, enabling agents to learn from trial and error without risking production data or needing manual system resets.",[22,8087,8088],{},"By providing this \"crash test dummy\" for business software, Arga aims to close the \"reinforcement gap\" between coding and general business applications, potentially enabling agents to handle nuanced tasks like deduplicating leads or managing multi-channel communication with higher reliability.",{"title":83,"searchDepth":84,"depth":84,"links":8090},[8091,8092],{"id":8054,"depth":84,"text":8055},{"id":8061,"depth":84,"text":8062},[125],{"content_references":8095,"triage":8105},[8096,8102],{"type":8097,"title":8098,"author":8099,"url":8100,"context":8101},"other","The reinforcement gap, or why some AI skills improve faster than others","TechCrunch","https:\u002F\u002Ftechcrunch.com\u002F2025\u002F10\u002F05\u002Fthe-reinforcement-gap-or-why-some-ai-skills-improve-faster-than-others\u002F","cited",{"type":7928,"title":8103,"url":8104,"context":7930},"Arga","https:\u002F\u002Fwww.argalabs.com\u002F",{"relevance":97,"novelty":98,"quality":98,"actionability":98,"composite":99,"reasoning":8106},"Category: AI & LLMs. The article discusses a novel approach to training AI agents in enterprise environments, addressing a specific pain point of lacking infrastructure for reinforcement learning. It provides actionable insights on how digital twins can be used as training sandboxes, which is directly applicable for developers and product builders in AI.","\u002Fsummaries\u002F209658f98324a92f-closing-the-reinforcement-gap-for-enterprise-ai-ag-summary","2026-08-26 12:55:28","2026-08-27 03:13:07",{"title":8044,"description":83},{"loc":8107},"209658f98324a92f","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F08\u002F26\u002Farga-is-building-a-better-way-to-train-enterprise-ai-agents\u002F","summaries\u002F209658f98324a92f-closing-the-reinforcement-gap-for-enterprise-ai-ag-summary",[8116,113,114,8117],"ai-tools","reinforcement-learning","Arga Labs is building digital twins of enterprise software like Salesforce and Outlook to provide repeatable, sandbox environments for training AI agents, overcoming the lack of testable infrastructure in business applications.",[113,114,8117],"1jCi2rTpElT9Me7_JubS7k68PQFsO0a0t-6yAy_MNKA",{"id":8122,"title":8123,"ai":8124,"body":8129,"categories":8155,"created_at":91,"date_modified":91,"description":83,"extension":92,"faq":91,"featured":93,"kicker_label":91,"meta":8156,"navigation":101,"path":8172,"published_at":8173,"question":91,"scraped_at":8174,"seo":8175,"sitemap":8176,"source_id":8177,"source_name":8032,"source_type":8033,"source_url":8178,"stem":8179,"tags":8180,"thumbnail_url":91,"tldr":8182,"tweet":91,"unknown_tags":8183,"__hash__":8184},"summaries\u002Fsummaries\u002F620096717211c01e-the-ai-harness-why-scaffolding-outperforms-model-i-summary.md","The AI Harness: Why Scaffolding Outperforms Model Intelligence",{"provider":7,"model":8,"input_tokens":8125,"output_tokens":8126,"processing_time_ms":8127,"cost_usd":8128},6641,600,2930,0.00256025,{"type":14,"value":8130,"toc":8151},[8131,8135,8138,8141,8145,8148],[17,8132,8134],{"id":8133},"the-shift-from-model-centric-to-system-centric-ai","The Shift from Model-Centric to System-Centric AI",[22,8136,8137],{},"Recent research from Nvidia indicates that the effectiveness of AI agents in long-horizon tasks—those requiring multi-step reasoning over extended periods—depends more on the surrounding system architecture than the intelligence of the model itself. While the industry often treats agents as simple APIs for LLMs, Nvidia defines an agent as a combination of the model, the harness (scaffolding), and the runtime environment.",[22,8139,8140],{},"In tests using the ARC-AGI-3 benchmark, researchers found that Claude Opus 5 scored only 30% on its own. However, when integrated into a custom harness equipped with advanced memory management and a 'supervisor' component, the same model achieved a 100% success rate. This highlights that the harness is the primary driver for reliability and accuracy in complex, multi-step workflows.",[17,8142,8144],{"id":8143},"the-role-of-the-supervisor-and-open-stacks","The Role of the 'Supervisor' and Open Stacks",[22,8146,8147],{},"To achieve frontier-level performance, Nvidia introduced a supervisory agent that acts like a CEO, monitoring the primary agent's progress. This supervisor provides nudges when the agent gets stuck, prevents it from exploring dead ends, and ensures it does not repeat previous errors. This multi-layered approach is essential for preventing common agent failures, such as hallucinations or destructive actions like file deletion.",[22,8149,8150],{},"Furthermore, the choice of harness has significant economic implications. Research from Databricks suggests that using an inefficient harness can double the operational costs of an AI system, regardless of the model being used. Nvidia argues that an 'open agent stack'—where developers have control over the harness, infrastructure, and runtime—is the most viable path forward for building secure, scalable, and cost-effective AI agents.",{"title":83,"searchDepth":84,"depth":84,"links":8152},[8153,8154],{"id":8133,"depth":84,"text":8134},{"id":8143,"depth":84,"text":8144},[125],{"content_references":8157,"triage":8169},[8158,8163,8165],{"type":8159,"title":8160,"author":8161,"url":8162,"context":8101},"paper","Agentic Variation Operators (AVO)","Nvidia Researchers","https:\u002F\u002Farxiv.org\u002Fabs\u002F2603.24517",{"type":8097,"title":8164,"context":7930},"ARC-AGI-3 Benchmark",{"type":7928,"title":8166,"publisher":8167,"url":8168,"context":7930},"Nemo","Nvidia","https:\u002F\u002Fdeveloper.nvidia.com\u002Fblog\u002Fwhere-security-fits-in-an-ai-agent-stack\u002F",{"relevance":97,"novelty":98,"quality":98,"actionability":8023,"composite":8170,"reasoning":8171},4.15,"Category: AI & LLMs. The article discusses the importance of system architecture in AI agents, addressing a key pain point for product builders regarding the integration of AI models into production systems. It provides insights into the role of the harness and supervisory components, which are actionable concepts for developers looking to enhance AI performance.","\u002Fsummaries\u002F620096717211c01e-the-ai-harness-why-scaffolding-outperforms-model-i-summary","2026-08-21 19:43:39","2026-08-22 03:10:24",{"title":8123,"description":83},{"loc":8172},"620096717211c01e","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F08\u002F21\u002Fnvidia-just-showed-that-the-harness-not-the-ai-model-is-now-the-real-hero\u002F","summaries\u002F620096717211c01e-the-ai-harness-why-scaffolding-outperforms-model-i-summary",[8181,8038,113,116],"llm","Nvidia research demonstrates that the 'harness'—the system of memory, tools, and supervisory logic surrounding an LLM—is more critical for long-horizon agent performance than the underlying model itself.",[113,116],"s-NV8Rjgk1apHOV7t6ejb_4TjGraCAshuHlhEg212J8"]