[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-87cb2cb946303557-elevenlabs-strategy-scaling-voice-ai-and-enterpris-summary":3,"summaries-facets-categories":112,"summary-related-87cb2cb946303557-elevenlabs-strategy-scaling-voice-ai-and-enterpris-summary":7818},{"id":4,"title":5,"ai":6,"body":13,"categories":69,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":74,"navigation":93,"path":94,"published_at":95,"question":71,"scraped_at":96,"seo":97,"sitemap":98,"source_id":99,"source_name":100,"source_type":101,"source_url":102,"stem":103,"tags":104,"thumbnail_url":71,"tldr":109,"tweet":71,"unknown_tags":110,"__hash__":111},"summaries\u002Fsummaries\u002F87cb2cb946303557-elevenlabs-strategy-scaling-voice-ai-and-enterpris-summary.md","ElevenLabs Strategy: Scaling Voice AI and Enterprise Adoption",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",5093,676,3370,0.00228725,{"type":14,"value":15,"toc":62},"minimark",[16,21,25,29,32,49,52,56,59],[17,18,20],"h2",{"id":19},"the-path-to-600m-arr-and-enterprise-dominance","The Path to $600M ARR and Enterprise Dominance",[22,23,24],"p",{},"ElevenLabs has scaled to $600M in annual recurring revenue (ARR) in just four years, with over 55% of its business coming from enterprise clients. The company serves as the \"voice layer\" for major organizations like Klarna, Cisco, and various government entities. CEO Mati Staniszewski emphasizes that the company is currently prioritizing market share and value demonstration over high gross margins, indicating a willingness to accept margin compression to secure long-term adoption.",[17,26,28],{"id":27},"the-evolution-of-model-selection-and-training","The Evolution of Model Selection and Training",[22,30,31],{},"ElevenLabs rejects a binary approach to model selection, instead offering a flexible \"reasoning layer\" that allows customers to choose between frontier models and open-weight models based on the use case.",[33,34,35,43],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Low-stakes interactions:"," Informational queries can effectively utilize open-weight models where the knowledge base is the primary driver of quality.",[36,44,45,48],{},[39,46,47],{},"High-stakes interactions:"," Financial services or healthcare applications require the reliability of frontier models to minimize error rates.",[22,50,51],{},"Training strategy focuses less on raw data volume and more on high-quality annotation. The company employs thousands of contractors and voice coaches to annotate data for emotional nuance, timing, and accent accuracy. This focus on emotional intelligence is central to their goal of passing the Turing test within the next three to five years.",[17,53,55],{"id":54},"navigating-ethics-and-market-dynamics","Navigating Ethics and Market Dynamics",[22,57,58],{},"Staniszewski advocates for transparency in AI interactions, suggesting that businesses should currently disclose when a customer is speaking to an agent. However, he predicts a societal shift within five years where AI agents will be the default expectation for customer service.",[22,60,61],{},"Regarding competitive pressure from companies that train their own products on ElevenLabs' tech, the CEO views the industry as increasingly \"blurry.\" He argues that the traditional lines between model, platform, and application companies are dissolving. To mitigate security risks, ElevenLabs enforces strict KYC (Know Your Customer) protocols and avoids deploying self-replicating or recurrent agent architectures, distinguishing their risk profile from broader AI platforms.",{"title":63,"searchDepth":64,"depth":64,"links":65},"",2,[66,67,68],{"id":19,"depth":64,"text":20},{"id":27,"depth":64,"text":28},{"id":54,"depth":64,"text":55},[70],"Business & SaaS",null,"md",false,{"content_references":75,"triage":87},[76,81,84],{"type":77,"title":78,"url":79,"context":80},"tool","ElevenLabs","https:\u002F\u002Felevenlabs.io\u002F","mentioned",{"type":77,"title":82,"url":83,"context":80},"Decagon","https:\u002F\u002Fwww.decagon.ai\u002F",{"type":77,"title":85,"url":86,"context":80},"Hugging Face","https:\u002F\u002Fhuggingface.co\u002F",{"relevance":88,"novelty":89,"quality":89,"actionability":90,"composite":91,"reasoning":92},5,4,3,4.15,"Category: Business & SaaS. The article provides insights into ElevenLabs' strategy for scaling voice AI in enterprise settings, addressing key aspects like market positioning and model selection that are relevant for product builders. It discusses actionable strategies such as prioritizing market share and employing high-quality data annotation, which can inform similar approaches in the audience's own projects.",true,"\u002Fsummaries\u002F87cb2cb946303557-elevenlabs-strategy-scaling-voice-ai-and-enterpris-summary","2026-09-24 16:35:13","2026-09-25 03:18:26",{"title":5,"description":63},{"loc":94},"87cb2cb946303557","TechCrunch — AI","article","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F09\u002F24\u002Ftwenty-minutes-with-the-ceo-of-elevenlabs-now-reportedly-valued-at-22-billion\u002F","summaries\u002F87cb2cb946303557-elevenlabs-strategy-scaling-voice-ai-and-enterpris-summary",[105,106,107,108],"saas","agents","ai-llms","voice-ai","ElevenLabs is scaling to $600M ARR by positioning its voice models as a critical enterprise layer, prioritizing market share over immediate margins, and focusing on emotional intelligence to pass the Turing test.",[107,108],"AsJ4MjNPkaLdqe4c6dJKcsMzGcqwH70ATri8Rs1VXNo",[113,116,119,121,123,125,128,131,133,135,137,139,142,145,147,149,151,153,156,158,160,162,164,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,201,203,205,207,209,211,213,215,217,219,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,257,259,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,410,412,414,416,418,420,422,424,426,428,430,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,466,468,470,472,474,476,478,480,482,484,486,488,490,492,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,564,566,568,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,612,614,616,618,620,622,624,626,628,630,632,634,636,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,956,958,960,962,964,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012,7014,7016,7018,7020,7022,7024,7026,7028,7030,7032,7034,7036,7038,7040,7042,7044,7046,7048,7050,7052,7054,7056,7058,7060,7062,7064,7066,7068,7070,7072,7074,7076,7078,7080,7082,7084,7086,7088,7090,7092,7094,7096,7098,7100,7102,7104,7106,7108,7110,7112,7114,7116,7118,7120,7122,7124,7126,7128,7130,7132,7134,7136,7138,7140,7142,7144,7146,7148,7150,7152,7154,7156,7158,7160,7162,7164,7166,7168,7170,7172,7174,7176,7178,7180,7182,7184,7186,7188,7190,7192,7194,7196,7198,7200,7202,7204,7206,7208,7210,7212,7214,7216,7218,7220,7222,7224,7226,7228,7230,7232,7234,7236,7238,7240,7242,7244,7246,7248,7250,7252,7254,7256,7258,7260,7262,7264,7266,7268,7270,7272,7274,7276,7278,7280,7282,7284,7286,7288,7290,7292,7294,7296,7298,7300,7302,7304,7306,7308,7310,7312,7314,7316,7318,7320,7322,7324,7326,7328,7330,7332,7334,7336,7338,7340,7342,7344,7346,7348,7350,7352,7354,7356,7358,7360,7362,7364,7366,7368,7370,7372,7374,7376,7378,7380,7382,7384,7386,7388,7390,7392,7394,7396,7398,7400,7402,7404,7406,7408,7410,7412,7414,7416,7418,7420,7422,7424,7426,7428,7430,7432,7434,7436,7438,7440,7442,7444,7446,7448,7450,7452,7454,7456,7458,7460,7462,7464,7466,7468,7470,7472,7474,7476,7478,7480,7482,7484,7486,7488,7490,7492,7494,7496,7498,7500,7502,7504,7506,7508,7510,7512,7514,7516,7518,7520,7522,7524,7526,7528,7530,7532,7534,7536,7538,7540,7542,7544,7546,7548,7550,7552,7554,7556,7558,7560,7562,7564,7566,7568,7570,7572,7574,7576,7578,7580,7582,7584,7586,7588,7590,7592,7594,7596,7598,7600,7602,7604,7606,7608,7610,7612,7614,7616,7618,7620,7622,7624,7626,7628,7630,7632,7634,7636,7638,7640,7642,7644,7646,7648,7650,7652,7654,7656,7658,7660,7662,7664,7666,7668,7670,7672,7674,7676,7678,7680,7682,7684,7686,7688,7690,7692,7694,7696,7698,7700,7702,7704,7706,7708,7710,7712,7714,7716,7718,7720,7722,7724,7726,7728,7730,7732,7734,7736,7738,7740,7742,7744,7746,7748,7750,7752,7754,7756,7758,7760,7762,7764,7766,7768,7770,7772,7774,7776,7778,7780,7782,7784,7786,7788,7790,7792,7794,7796,7798,7800,7802,7804,7806,7808,7810,7812,7814,7816],{"categories":114},[115],"AI & LLMs",{"categories":117},[118],"Developer Productivity",{"categories":120},[115],{"categories":122},[70],{"categories":124},[115],{"categories":126},[127],"AI Automation",{"categories":129},[130],"Product Strategy",{"categories":132},[127],{"categories":134},[115],{"categories":136},[118],{"categories":138},[127],{"categories":140},[141],"Software Engineering",{"categories":143},[144],"Data Science & Visualization",{"categories":146},[115],{"categories":148},[70],{"categories":150},[],{"categories":152},[115],{"categories":154},[155],"Inference & Serving",{"categories":157},[115],{"categories":159},[115],{"categories":161},[127],{"categories":163},[],{"categories":165},[166],"AI News & Trends",{"categories":168},[144],{"categories":170},[127],{"categories":172},[115],{"categories":174},[115],{"categories":176},[115],{"categories":178},[70],{"categories":180},[118],{"categories":182},[115],{"categories":184},[127],{"categories":186},[166],{"categories":188},[115],{"categories":190},[127],{"categories":192},[127],{"categories":194},[115],{"categories":196},[115],{"categories":198},[127],{"categories":200},[115],{"categories":202},[115],{"categories":204},[115],{"categories":206},[70],{"categories":208},[127],{"categories":210},[166],{"categories":212},[115],{"categories":214},[115],{"categories":216},[115],{"categories":218},[],{"categories":220},[221],"Design & Frontend",{"categories":223},[115],{"categories":225},[144],{"categories":227},[115],{"categories":229},[166],{"categories":231},[115],{"categories":233},[115],{"categories":235},[115],{"categories":237},[],{"categories":239},[115],{"categories":241},[115],{"categories":243},[127],{"categories":245},[141],{"categories":247},[115],{"categories":249},[115],{"categories":251},[127],{"categories":253},[115],{"categories":255},[256],"Marketing & Growth",{"categories":258},[221],{"categories":260},[115],{"categories":262},[127],{"categories":264},[115],{"categories":266},[115],{"categories":268},[141],{"categories":270},[115],{"categories":272},[],{"categories":274},[],{"categories":276},[221],{"categories":278},[115],{"categories":280},[127],{"categories":282},[118],{"categories":284},[141],{"categories":286},[127],{"categories":288},[221],{"categories":290},[115],{"categories":292},[130],{"categories":294},[115],{"categories":296},[141],{"categories":298},[299],"DevOps & Cloud",{"categories":301},[127],{"categories":303},[130],{"categories":305},[166],{"categories":307},[115],{"categories":309},[],{"categories":311},[115],{"categories":313},[115],{"categories":315},[115],{"categories":317},[],{"categories":319},[127],{"categories":321},[141],{"categories":323},[299],{"categories":325},[],{"categories":327},[141],{"categories":329},[127],{"categories":331},[115],{"categories":333},[221],{"categories":335},[336],"Governance & Standards",{"categories":338},[70],{"categories":340},[],{"categories":342},[115],{"categories":344},[],{"categories":346},[115],{"categories":348},[115],{"categories":350},[127],{"categories":352},[115],{"categories":354},[127],{"categories":356},[115],{"categories":358},[115],{"categories":360},[127],{"categories":362},[115],{"categories":364},[115],{"categories":366},[115],{"categories":368},[],{"categories":370},[141],{"categories":372},[],{"categories":374},[],{"categories":376},[115],{"categories":378},[141],{"categories":380},[],{"categories":382},[141],{"categories":384},[115],{"categories":386},[127],{"categories":388},[115],{"categories":390},[256],{"categories":392},[115],{"categories":394},[115],{"categories":396},[115],{"categories":398},[221],{"categories":400},[221],{"categories":402},[115],{"categories":404},[141],{"categories":406},[127],{"categories":408},[409],"GovTech & Public-Sector Adoption",{"categories":411},[141],{"categories":413},[115],{"categories":415},[115],{"categories":417},[115],{"categories":419},[127],{"categories":421},[127],{"categories":423},[144],{"categories":425},[115],{"categories":427},[166],{"categories":429},[127],{"categories":431},[432],"Legal AI Tools",{"categories":434},[115],{"categories":436},[127],{"categories":438},[115],{"categories":440},[256],{"categories":442},[127],{"categories":444},[130],{"categories":446},[115],{"categories":448},[141],{"categories":450},[409],{"categories":452},[],{"categories":454},[127],{"categories":456},[],{"categories":458},[70],{"categories":460},[127],{"categories":462},[127],{"categories":464},[465],"RAG & Retrieval",{"categories":467},[70],{"categories":469},[115],{"categories":471},[141],{"categories":473},[141],{"categories":475},[299],{"categories":477},[221],{"categories":479},[127],{"categories":481},[115],{"categories":483},[115],{"categories":485},[115],{"categories":487},[115],{"categories":489},[],{"categories":491},[127],{"categories":493},[494],"Agents & Orchestration",{"categories":496},[141],{"categories":498},[115],{"categories":500},[],{"categories":502},[127],{"categories":504},[70],{"categories":506},[],{"categories":508},[115],{"categories":510},[],{"categories":512},[115],{"categories":514},[118],{"categories":516},[141],{"categories":518},[70],{"categories":520},[115],{"categories":522},[115],{"categories":524},[115],{"categories":526},[127],{"categories":528},[115],{"categories":530},[115],{"categories":532},[166],{"categories":534},[115],{"categories":536},[],{"categories":538},[115],{"categories":540},[115],{"categories":542},[],{"categories":544},[115],{"categories":546},[141],{"categories":548},[115],{"categories":550},[127],{"categories":552},[144],{"categories":554},[],{"categories":556},[115],{"categories":558},[115],{"categories":560},[221],{"categories":562},[563],"Models & Frontier Labs",{"categories":565},[],{"categories":567},[221],{"categories":569},[570],"Regulation & Governance of AI",{"categories":572},[130],{"categories":574},[127],{"categories":576},[],{"categories":578},[115],{"categories":580},[115],{"categories":582},[127],{"categories":584},[127],{"categories":586},[166],{"categories":588},[115],{"categories":590},[70],{"categories":592},[115],{"categories":594},[127],{"categories":596},[],{"categories":598},[141],{"categories":600},[127],{"categories":602},[115],{"categories":604},[115],{"categories":606},[130],{"categories":608},[115],{"categories":610},[611],"AI Policy & Regulation",{"categories":613},[],{"categories":615},[115],{"categories":617},[127],{"categories":619},[127],{"categories":621},[130],{"categories":623},[127],{"categories":625},[115],{"categories":627},[115],{"categories":629},[115],{"categories":631},[127],{"categories":633},[],{"categories":635},[144],{"categories":637},[638],"Evals & Reliability",{"categories":640},[115],{"categories":642},[115],{"categories":644},[],{"categories":646},[144],{"categories":648},[118],{"categories":650},[409],{"categories":652},[611],{"categories":654},[115],{"categories":656},[115],{"categories":658},[70],{"categories":660},[115],{"categories":662},[127],{"categories":664},[115],{"categories":666},[127],{"categories":668},[494],{"categories":670},[115],{"categories":672},[141],{"categories":674},[115],{"categories":676},[115],{"categories":678},[],{"categories":680},[221],{"categories":682},[],{"categories":684},[115],{"categories":686},[115],{"categories":688},[409],{"categories":690},[115],{"categories":692},[115],{"categories":694},[115],{"categories":696},[],{"categories":698},[115],{"categories":700},[221],{"categories":702},[115],{"categories":704},[141],{"categories":706},[],{"categories":708},[115],{"categories":710},[115],{"categories":712},[],{"categories":714},[115],{"categories":716},[127],{"categories":718},[115],{"categories":720},[221],{"categories":722},[],{"categories":724},[115],{"categories":726},[115],{"categories":728},[144],{"categories":730},[127],{"categories":732},[115],{"categories":734},[70],{"categories":736},[127],{"categories":738},[115],{"categories":740},[115],{"categories":742},[141],{"categories":744},[221],{"categories":746},[115],{"categories":748},[127],{"categories":750},[],{"categories":752},[141],{"categories":754},[127],{"categories":756},[144],{"categories":758},[],{"categories":760},[115],{"categories":762},[166],{"categories":764},[115],{"categories":766},[],{"categories":768},[115],{"categories":770},[115],{"categories":772},[115],{"categories":774},[70,256],{"categories":776},[],{"categories":778},[141],{"categories":780},[115],{"categories":782},[115],{"categories":784},[127],{"categories":786},[115],{"categories":788},[115],{"categories":790},[],{"categories":792},[],{"categories":794},[115],{"categories":796},[115],{"categories":798},[221],{"categories":800},[115],{"categories":802},[],{"categories":804},[115],{"categories":806},[299],{"categories":808},[],{"categories":810},[127],{"categories":812},[166],{"categories":814},[115],{"categories":816},[70],{"categories":818},[115],{"categories":820},[141],{"categories":822},[221],{"categories":824},[],{"categories":826},[115],{"categories":828},[166],{"categories":830},[115],{"categories":832},[155],{"categories":834},[115],{"categories":836},[115],{"categories":838},[127],{"categories":840},[166],{"categories":842},[563],{"categories":844},[115],{"categories":846},[256],{"categories":848},[],{"categories":850},[127],{"categories":852},[70],{"categories":854},[141],{"categories":856},[115],{"categories":858},[127],{"categories":860},[],{"categories":862},[115,299],{"categories":864},[115],{"categories":866},[115],{"categories":868},[115],{"categories":870},[115],{"categories":872},[127],{"categories":874},[115,141],{"categories":876},[144],{"categories":878},[115],{"categories":880},[115],{"categories":882},[115],{"categories":884},[141],{"categories":886},[115],{"categories":888},[127],{"categories":890},[127],{"categories":892},[611],{"categories":894},[256],{"categories":896},[115],{"categories":898},[127],{"categories":900},[115],{"categories":902},[115],{"categories":904},[127],{"categories":906},[],{"categories":908},[127],{"categories":910},[115],{"categories":912},[115],{"categories":914},[127],{"categories":916},[115],{"categories":918},[115,70],{"categories":920},[115],{"categories":922},[115],{"categories":924},[70],{"categories":926},[],{"categories":928},[221],{"categories":930},[221],{"categories":932},[115],{"categories":934},[],{"categories":936},[],{"categories":938},[115],{"categories":940},[166],{"categories":942},[],{"categories":944},[118],{"categories":946},[115],{"categories":948},[141],{"categories":950},[127],{"categories":952},[115],{"categories":954},[955],"Generative UI & Design-to-Code",{"categories":957},[115],{"categories":959},[115],{"categories":961},[221],{"categories":963},[115],{"categories":965},[966],"Algorithmic Accountability",{"categories":968},[115],{"categories":970},[127],{"categories":972},[141],{"categories":974},[166],{"categories":976},[221],{"categories":978},[115],{"categories":980},[],{"categories":982},[130],{"categories":984},[115],{"categories":986},[115],{"categories":988},[115],{"categories":990},[115],{"categories":992},[115],{"categories":994},[127],{"categories":996},[997],"MLOps & Infrastructure",{"categories":999},[115],{"categories":1001},[115],{"categories":1003},[115],{"categories":1005},[115],{"categories":1007},[115],{"categories":1009},[115],{"categories":1011},[141],{"categories":1013},[166],{"categories":1015},[115],{"categories":1017},[115],{"categories":1019},[130],{"categories":1021},[118],{"categories":1023},[115],{"categories":1025},[127],{"categories":1027},[299],{"categories":1029},[115],{"categories":1031},[70],{"categories":1033},[115],{"categories":1035},[221],{"categories":1037},[115],{"categories":1039},[130],{"categories":1041},[115],{"categories":1043},[127],{"categories":1045},[],{"categories":1047},[],{"categories":1049},[115],{"categories":1051},[155],{"categories":1053},[221],{"categories":1055},[166],{"categories":1057},[144],{"categories":1059},[],{"categories":1061},[115],{"categories":1063},[115],{"categories":1065},[70],{"categories":1067},[127],{"categories":1069},[115],{"categories":1071},[115],{"categories":1073},[115],{"categories":1075},[115],{"categories":1077},[115],{"categories":1079},[166],{"categories":1081},[155],{"categories":1083},[115],{"categories":1085},[221],{"categories":1087},[115],{"categories":1089},[],{"categories":1091},[127],{"categories":1093},[141],{"categories":1095},[],{"categories":1097},[115],{"categories":1099},[115],{"categories":1101},[127],{"categories":1103},[141],{"categories":1105},[115],{"categories":1107},[144],{"categories":1109},[221],{"categories":1111},[],{"categories":1113},[115],{"categories":1115},[],{"categories":1117},[115],{"categories":1119},[],{"categories":1121},[115],{"categories":1123},[115],{"categories":1125},[130],{"categories":1127},[70],{"categories":1129},[127],{"categories":1131},[127],{"categories":1133},[141],{"categories":1135},[],{"categories":1137},[115],{"categories":1139},[118],{"categories":1141},[115],{"categories":1143},[115],{"categories":1145},[70],{"categories":1147},[166],{"categories":1149},[118],{"categories":1151},[],{"categories":1153},[115],{"categories":1155},[],{"categories":1157},[115],{"categories":1159},[],{"categories":1161},[115],{"categories":1163},[166],{"categories":1165},[166],{"categories":1167},[],{"categories":1169},[494],{"categories":1171},[115],{"categories":1173},[221],{"categories":1175},[141],{"categories":1177},[],{"categories":1179},[432],{"categories":1181},[127],{"categories":1183},[127],{"categories":1185},[70],{"categories":1187},[115],{"categories":1189},[],{"categories":1191},[],{"categories":1193},[118],{"categories":1195},[144],{"categories":1197},[],{"categories":1199},[256],{"categories":1201},[127],{"categories":1203},[70],{"categories":1205},[127],{"categories":1207},[115],{"categories":1209},[70],{"categories":1211},[115],{"categories":1213},[141],{"categories":1215},[],{"categories":1217},[155],{"categories":1219},[130],{"categories":1221},[115],{"categories":1223},[221],{"categories":1225},[141],{"categories":1227},[70],{"categories":1229},[115],{"categories":1231},[141],{"categories":1233},[115],{"categories":1235},[127],{"categories":1237},[70],{"categories":1239},[115],{"categories":1241},[115],{"categories":1243},[115],{"categories":1245},[115],{"categories":1247},[115],{"categories":1249},[115],{"categories":1251},[],{"categories":1253},[],{"categories":1255},[141],{"categories":1257},[144],{"categories":1259},[130],{"categories":1261},[115],{"categories":1263},[127],{"categories":1265},[141],{"categories":1267},[141],{"categories":1269},[115],{"categories":1271},[],{"categories":1273},[115],{"categories":1275},[166],{"categories":1277},[130],{"categories":1279},[130],{"categories":1281},[141],{"categories":1283},[115],{"categories":1285},[638],{"categories":1287},[299],{"categories":1289},[],{"categories":1291},[115],{"categories":1293},[127],{"categories":1295},[115],{"categories":1297},[118],{"categories":1299},[],{"categories":1301},[118],{"categories":1303},[221],{"categories":1305},[],{"categories":1307},[115],{"categories":1309},[115],{"categories":1311},[115],{"categories":1313},[221],{"categories":1315},[256],{"categories":1317},[130],{"categories":1319},[115],{"categories":1321},[141],{"categories":1323},[115],{"categories":1325},[127],{"categories":1327},[],{"categories":1329},[141],{"categories":1331},[115],{"categories":1333},[118],{"categories":1335},[],{"categories":1337},[70],{"categories":1339},[115],{"categories":1341},[115],{"categories":1343},[166],{"categories":1345},[115,299],{"categories":1347},[115],{"categories":1349},[1350],"Design Systems for AI",{"categories":1352},[115],{"categories":1354},[115],{"categories":1356},[166],{"categories":1358},[115],{"categories":1360},[115],{"categories":1362},[115],{"categories":1364},[70],{"categories":1366},[115],{"categories":1368},[115],{"categories":1370},[115],{"categories":1372},[],{"categories":1374},[115],{"categories":1376},[115],{"categories":1378},[70],{"categories":1380},[115],{"categories":1382},[],{"categories":1384},[127],{"categories":1386},[127],{"categories":1388},[141],{"categories":1390},[115],{"categories":1392},[166],{"categories":1394},[141],{"categories":1396},[115],{"categories":1398},[221],{"categories":1400},[166],{"categories":1402},[144],{"categories":1404},[115],{"categories":1406},[115],{"categories":1408},[115],{"categories":1410},[115],{"categories":1412},[127],{"categories":1414},[118],{"categories":1416},[611],{"categories":1418},[115],{"categories":1420},[115],{"categories":1422},[127],{"categories":1424},[115],{"categories":1426},[141],{"categories":1428},[115],{"categories":1430},[141],{"categories":1432},[],{"categories":1434},[221],{"categories":1436},[],{"categories":1438},[115],{"categories":1440},[127],{"categories":1442},[130],{"categories":1444},[],{"categories":1446},[70],{"categories":1448},[115],{"categories":1450},[],{"categories":1452},[221],{"categories":1454},[141],{"categories":1456},[127],{"categories":1458},[141],{"categories":1460},[115],{"categories":1462},[221],{"categories":1464},[115],{"categories":1466},[141],{"categories":1468},[115],{"categories":1470},[115],{"categories":1472},[221],{"categories":1474},[],{"categories":1476},[],{"categories":1478},[166],{"categories":1480},[127],{"categories":1482},[127],{"categories":1484},[115],{"categories":1486},[127],{"categories":1488},[115],{"categories":1490},[115],{"categories":1492},[115],{"categories":1494},[115],{"categories":1496},[115],{"categories":1498},[115],{"categories":1500},[70],{"categories":1502},[130],{"categories":1504},[115],{"categories":1506},[115],{"categories":1508},[],{"categories":1510},[141],{"categories":1512},[141],{"categories":1514},[115],{"categories":1516},[141],{"categories":1518},[70],{"categories":1520},[],{"categories":1522},[115],{"categories":1524},[115],{"categories":1526},[221],{"categories":1528},[115],{"categories":1530},[115],{"categories":1532},[115],{"categories":1534},[127],{"categories":1536},[118],{"categories":1538},[70],{"categories":1540},[115],{"categories":1542},[127],{"categories":1544},[166],{"categories":1546},[127],{"categories":1548},[155],{"categories":1550},[256],{"categories":1552},[115],{"categories":1554},[127],{"categories":1556},[115],{"categories":1558},[115],{"categories":1560},[115],{"categories":1562},[115],{"categories":1564},[],{"categories":1566},[221],{"categories":1568},[],{"categories":1570},[115],{"categories":1572},[115],{"categories":1574},[],{"categories":1576},[115],{"categories":1578},[115],{"categories":1580},[141],{"categories":1582},[70],{"categories":1584},[1585],"Visual & Generative Media",{"categories":1587},[127],{"categories":1589},[],{"categories":1591},[115],{"categories":1593},[115],{"categories":1595},[141],{"categories":1597},[115],{"categories":1599},[299],{"categories":1601},[115],{"categories":1603},[144],{"categories":1605},[611],{"categories":1607},[141],{"categories":1609},[256],{"categories":1611},[115],{"categories":1613},[130],{"categories":1615},[221],{"categories":1617},[115],{"categories":1619},[115],{"categories":1621},[141],{"categories":1623},[127],{"categories":1625},[115],{"categories":1627},[],{"categories":1629},[],{"categories":1631},[127],{"categories":1633},[141],{"categories":1635},[118],{"categories":1637},[127],{"categories":1639},[563],{"categories":1641},[115],{"categories":1643},[130],{"categories":1645},[115],{"categories":1647},[70],{"categories":1649},[],{"categories":1651},[115],{"categories":1653},[130],{"categories":1655},[115],{"categories":1657},[115],{"categories":1659},[115],{"categories":1661},[130],{"categories":1663},[115],{"categories":1665},[115],{"categories":1667},[256],{"categories":1669},[115],{"categories":1671},[494],{"categories":1673},[141],{"categories":1675},[127],{"categories":1677},[115],{"categories":1679},[127],{"categories":1681},[115],{"categories":1683},[115],{"categories":1685},[127],{"categories":1687},[115],{"categories":1689},[115],{"categories":1691},[115],{"categories":1693},[127],{"categories":1695},[115],{"categories":1697},[221],{"categories":1699},[127],{"categories":1701},[],{"categories":1703},[127],{"categories":1705},[115],{"categories":1707},[],{"categories":1709},[299],{"categories":1711},[141],{"categories":1713},[],{"categories":1715},[563],{"categories":1717},[115],{"categories":1719},[127],{"categories":1721},[127],{"categories":1723},[115],{"categories":1725},[221,115],{"categories":1727},[115],{"categories":1729},[118],{"categories":1731},[115],{"categories":1733},[127],{"categories":1735},[221],{"categories":1737},[],{"categories":1739},[115],{"categories":1741},[118],{"categories":1743},[115],{"categories":1745},[1746],"Medical Imaging & Radiology",{"categories":1748},[115],{"categories":1750},[115],{"categories":1752},[115],{"categories":1754},[221],{"categories":1756},[127],{"categories":1758},[127],{"categories":1760},[141],{"categories":1762},[],{"categories":1764},[115],{"categories":1766},[115],{"categories":1768},[115],{"categories":1770},[],{"categories":1772},[],{"categories":1774},[115],{"categories":1776},[115],{"categories":1778},[494],{"categories":1780},[115],{"categories":1782},[115],{"categories":1784},[118],{"categories":1786},[115],{"categories":1788},[115],{"categories":1790},[],{"categories":1792},[127],{"categories":1794},[115],{"categories":1796},[130],{"categories":1798},[141],{"categories":1800},[115],{"categories":1802},[115],{"categories":1804},[127],{"categories":1806},[494],{"categories":1808},[115],{"categories":1810},[127],{"categories":1812},[115],{"categories":1814},[115],{"categories":1816},[115],{"categories":1818},[115],{"categories":1820},[221],{"categories":1822},[127],{"categories":1824},[299],{"categories":1826},[221],{"categories":1828},[70],{"categories":1830},[127],{"categories":1832},[166],{"categories":1834},[115],{"categories":1836},[115],{"categories":1838},[130],{"categories":1840},[115],{"categories":1842},[115],{"categories":1844},[115],{"categories":1846},[115],{"categories":1848},[115],{"categories":1850},[127],{"categories":1852},[115],{"categories":1854},[141],{"categories":1856},[115],{"categories":1858},[141],{"categories":1860},[115],{"categories":1862},[130],{"categories":1864},[],{"categories":1866},[166],{"categories":1868},[],{"categories":1870},[130],{"categories":1872},[127],{"categories":1874},[115],{"categories":1876},[115],{"categories":1878},[127],{"categories":1880},[115],{"categories":1882},[1350],{"categories":1884},[115],{"categories":1886},[1350],{"categories":1888},[221],{"categories":1890},[115],{"categories":1892},[115],{"categories":1894},[115],{"categories":1896},[127],{"categories":1898},[141],{"categories":1900},[221],{"categories":1902},[127],{"categories":1904},[166],{"categories":1906},[],{"categories":1908},[115],{"categories":1910},[115],{"categories":1912},[],{"categories":1914},[115],{"categories":1916},[115],{"categories":1918},[127],{"categories":1920},[115],{"categories":1922},[115],{"categories":1924},[115],{"categories":1926},[127],{"categories":1928},[1929],"Contract Review & E-Discovery",{"categories":1931},[115],{"categories":1933},[221],{"categories":1935},[115],{"categories":1937},[118],{"categories":1939},[115],{"categories":1941},[166],{"categories":1943},[115],{"categories":1945},[115],{"categories":1947},[256],{"categories":1949},[141],{"categories":1951},[127],{"categories":1953},[115],{"categories":1955},[115],{"categories":1957},[115],{"categories":1959},[127],{"categories":1961},[127],{"categories":1963},[966],{"categories":1965},[115],{"categories":1967},[115],{"categories":1969},[127],{"categories":1971},[127],{"categories":1973},[115],{"categories":1975},[115],{"categories":1977},[115],{"categories":1979},[127],{"categories":1981},[115],{"categories":1983},[115],{"categories":1985},[141],{"categories":1987},[115],{"categories":1989},[494],{"categories":1991},[465],{"categories":1993},[115],{"categories":1995},[127],{"categories":1997},[115],{"categories":1999},[2000],"Law-Firm Practice & Adoption",{"categories":2002},[115],{"categories":2004},[127],{"categories":2006},[221],{"categories":2008},[115],{"categories":2010},[115],{"categories":2012},[115],{"categories":2014},[],{"categories":2016},[141],{"categories":2018},[],{"categories":2020},[141],{"categories":2022},[115],{"categories":2024},[],{"categories":2026},[141],{"categories":2028},[127],{"categories":2030},[118],{"categories":2032},[299],{"categories":2034},[115],{"categories":2036},[],{"categories":2038},[115],{"categories":2040},[118],{"categories":2042},[127],{"categories":2044},[70],{"categories":2046},[115],{"categories":2048},[256],{"categories":2050},[115],{"categories":2052},[],{"categories":2054},[70],{"categories":2056},[127],{"categories":2058},[70],{"categories":2060},[],{"categories":2062},[115],{"categories":2064},[130],{"categories":2066},[115],{"categories":2068},[141],{"categories":2070},[],{"categories":2072},[],{"categories":2074},[115],{"categories":2076},[],{"categories":2078},[],{"categories":2080},[115],{"categories":2082},[130],{"categories":2084},[127],{"categories":2086},[299],{"categories":2088},[115],{"categories":2090},[118],{"categories":2092},[141],{"categories":2094},[115],{"categories":2096},[115],{"categories":2098},[141],{"categories":2100},[130],{"categories":2102},[115],{"categories":2104},[115],{"categories":2106},[115],{"categories":2108},[997],{"categories":2110},[115],{"categories":2112},[141],{"categories":2114},[115],{"categories":2116},[256],{"categories":2118},[141],{"categories":2120},[70],{"categories":2122},[115],{"categories":2124},[115],{"categories":2126},[115],{"categories":2128},[221],{"categories":2130},[115],{"categories":2132},[115],{"categories":2134},[115],{"categories":2136},[115],{"categories":2138},[70],{"categories":2140},[127],{"categories":2142},[115,118],{"categories":2144},[115],{"categories":2146},[494],{"categories":2148},[115],{"categories":2150},[115],{"categories":2152},[115],{"categories":2154},[141],{"categories":2156},[115],{"categories":2158},[141],{"categories":2160},[221],{"categories":2162},[127],{"categories":2164},[127],{"categories":2166},[141],{"categories":2168},[115],{"categories":2170},[127],{"categories":2172},[115],{"categories":2174},[115],{"categories":2176},[],{"categories":2178},[],{"categories":2180},[115],{"categories":2182},[144],{"categories":2184},[115],{"categories":2186},[115],{"categories":2188},[221],{"categories":2190},[127],{"categories":2192},[],{"categories":2194},[115],{"categories":2196},[115],{"categories":2198},[70],{"categories":2200},[141],{"categories":2202},[144],{"categories":2204},[166],{"categories":2206},[130],{"categories":2208},[221],{"categories":2210},[115],{"categories":2212},[127],{"categories":2214},[115],{"categories":2216},[141],{"categories":2218},[],{"categories":2220},[127],{"categories":2222},[127],{"categories":2224},[127],{"categories":2226},[115],{"categories":2228},[115],{"categories":2230},[115],{"categories":2232},[115],{"categories":2234},[115],{"categories":2236},[115],{"categories":2238},[],{"categories":2240},[127],{"categories":2242},[115],{"categories":2244},[115],{"categories":2246},[115],{"categories":2248},[],{"categories":2250},[127],{"categories":2252},[127],{"categories":2254},[115],{"categories":2256},[115],{"categories":2258},[70],{"categories":2260},[115],{"categories":2262},[115],{"categories":2264},[],{"categories":2266},[118],{"categories":2268},[115],{"categories":2270},[115],{"categories":2272},[115],{"categories":2274},[221],{"categories":2276},[115],{"categories":2278},[141],{"categories":2280},[115],{"categories":2282},[118],{"categories":2284},[115],{"categories":2286},[141],{"categories":2288},[256],{"categories":2290},[141],{"categories":2292},[127],{"categories":2294},[115],{"categories":2296},[127],{"categories":2298},[115],{"categories":2300},[115],{"categories":2302},[115],{"categories":2304},[115,221],{"categories":2306},[115],{"categories":2308},[127],{"categories":2310},[166],{"categories":2312},[115],{"categories":2314},[166],{"categories":2316},[127],{"categories":2318},[221],{"categories":2320},[115],{"categories":2322},[],{"categories":2324},[141],{"categories":2326},[299],{"categories":2328},[221],{"categories":2330},[141],{"categories":2332},[115],{"categories":2334},[130],{"categories":2336},[115],{"categories":2338},[115],{"categories":2340},[127],{"categories":2342},[],{"categories":2344},[],{"categories":2346},[115],{"categories":2348},[],{"categories":2350},[],{"categories":2352},[130],{"categories":2354},[141],{"categories":2356},[115],{"categories":2358},[115],{"categories":2360},[127],{"categories":2362},[115],{"categories":2364},[127],{"categories":2366},[70],{"categories":2368},[127],{"categories":2370},[299],{"categories":2372},[115],{"categories":2374},[115],{"categories":2376},[115],{"categories":2378},[155],{"categories":2380},[115],{"categories":2382},[115],{"categories":2384},[115],{"categories":2386},[115],{"categories":2388},[141],{"categories":2390},[127],{"categories":2392},[115],{"categories":2394},[115],{"categories":2396},[115],{"categories":2398},[115],{"categories":2400},[141],{"categories":2402},[432],{"categories":2404},[127],{"categories":2406},[966],{"categories":2408},[],{"categories":2410},[127],{"categories":2412},[221],{"categories":2414},[2000],{"categories":2416},[141],{"categories":2418},[],{"categories":2420},[127],{"categories":2422},[],{"categories":2424},[115],{"categories":2426},[127],{"categories":2428},[],{"categories":2430},[],{"categories":2432},[115],{"categories":2434},[115],{"categories":2436},[256],{"categories":2438},[115],{"categories":2440},[256],{"categories":2442},[115],{"categories":2444},[127],{"categories":2446},[115],{"categories":2448},[115],{"categories":2450},[144],{"categories":2452},[115],{"categories":2454},[141],{"categories":2456},[130],{"categories":2458},[],{"categories":2460},[115],{"categories":2462},[115],{"categories":2464},[115],{"categories":2466},[141],{"categories":2468},[115],{"categories":2470},[1929],{"categories":2472},[127],{"categories":2474},[115],{"categories":2476},[221],{"categories":2478},[221],{"categories":2480},[115],{"categories":2482},[115],{"categories":2484},[127],{"categories":2486},[118],{"categories":2488},[115],{"categories":2490},[115],{"categories":2492},[115],{"categories":2494},[115],{"categories":2496},[221],{"categories":2498},[221],{"categories":2500},[127],{"categories":2502},[127],{"categories":2504},[127],{"categories":2506},[115],{"categories":2508},[115],{"categories":2510},[115],{"categories":2512},[127],{"categories":2514},[],{"categories":2516},[115],{"categories":2518},[],{"categories":2520},[221],{"categories":2522},[2523],"Interaction & Product Design",{"categories":2525},[115],{"categories":2527},[127],{"categories":2529},[141],{"categories":2531},[336],{"categories":2533},[166],{"categories":2535},[141],{"categories":2537},[115],{"categories":2539},[130],{"categories":2541},[115],{"categories":2543},[115],{"categories":2545},[141],{"categories":2547},[115],{"categories":2549},[118],{"categories":2551},[127],{"categories":2553},[115],{"categories":2555},[],{"categories":2557},[127],{"categories":2559},[127],{"categories":2561},[127],{"categories":2563},[],{"categories":2565},[141],{"categories":2567},[115],{"categories":2569},[127],{"categories":2571},[118],{"categories":2573},[2523],{"categories":2575},[115],{"categories":2577},[118],{"categories":2579},[115],{"categories":2581},[118],{"categories":2583},[115],{"categories":2585},[],{"categories":2587},[115],{"categories":2589},[127],{"categories":2591},[141],{"categories":2593},[],{"categories":2595},[127],{"categories":2597},[130],{"categories":2599},[166],{"categories":2601},[115],{"categories":2603},[127],{"categories":2605},[115],{"categories":2607},[127],{"categories":2609},[127],{"categories":2611},[115],{"categories":2613},[115],{"categories":2615},[166],{"categories":2617},[144],{"categories":2619},[115],{"categories":2621},[130],{"categories":2623},[141],{"categories":2625},[2626],"Coding Agents & Dev Productivity",{"categories":2628},[166],{"categories":2630},[221],{"categories":2632},[115],{"categories":2634},[115],{"categories":2636},[],{"categories":2638},[115],{"categories":2640},[115],{"categories":2642},[966],{"categories":2644},[],{"categories":2646},[115],{"categories":2648},[115],{"categories":2650},[299],{"categories":2652},[115],{"categories":2654},[166],{"categories":2656},[],{"categories":2658},[],{"categories":2660},[115],{"categories":2662},[],{"categories":2664},[127],{"categories":2666},[115],{"categories":2668},[127],{"categories":2670},[],{"categories":2672},[141],{"categories":2674},[141],{"categories":2676},[115],{"categories":2678},[144],{"categories":2680},[],{"categories":2682},[115],{"categories":2684},[115],{"categories":2686},[115],{"categories":2688},[144],{"categories":2690},[141],{"categories":2692},[127],{"categories":2694},[],{"categories":2696},[],{"categories":2698},[115],{"categories":2700},[115],{"categories":2702},[115],{"categories":2704},[115],{"categories":2706},[127],{"categories":2708},[127],{"categories":2710},[409],{"categories":2712},[141],{"categories":2714},[130],{"categories":2716},[115],{"categories":2718},[141],{"categories":2720},[127],{"categories":2722},[166],{"categories":2724},[166],{"categories":2726},[127],{"categories":2728},[127],{"categories":2730},[115],{"categories":2732},[118],{"categories":2734},[2523],{"categories":2736},[130],{"categories":2738},[115,299],{"categories":2740},[144],{"categories":2742},[],{"categories":2744},[221],{"categories":2746},[127],{"categories":2748},[141],{"categories":2750},[118],{"categories":2752},[115],{"categories":2754},[127],{"categories":2756},[2757],"The Designer's Role & Craft",{"categories":2759},[221],{"categories":2761},[],{"categories":2763},[127],{"categories":2765},[115],{"categories":2767},[127],{"categories":2769},[127],{"categories":2771},[115],{"categories":2773},[256],{"categories":2775},[115],{"categories":2777},[141],{"categories":2779},[127],{"categories":2781},[115],{"categories":2783},[221],{"categories":2785},[115],{"categories":2787},[],{"categories":2789},[127],{"categories":2791},[221],{"categories":2793},[130],{"categories":2795},[115],{"categories":2797},[127],{"categories":2799},[115],{"categories":2801},[115],{"categories":2803},[115],{"categories":2805},[2806],"AI UX Patterns",{"categories":2808},[127],{"categories":2810},[127],{"categories":2812},[127],{"categories":2814},[115],{"categories":2816},[115],{"categories":2818},[127],{"categories":2820},[256],{"categories":2822},[144],{"categories":2824},[115],{"categories":2826},[127],{"categories":2828},[115],{"categories":2830},[115],{"categories":2832},[1350],{"categories":2834},[],{"categories":2836},[256],{"categories":2838},[127],{"categories":2840},[166],{"categories":2842},[141],{"categories":2844},[115],{"categories":2846},[127],{"categories":2848},[],{"categories":2850},[],{"categories":2852},[115],{"categories":2854},[115],{"categories":2856},[127],{"categories":2858},[115],{"categories":2860},[127],{"categories":2862},[409],{"categories":2864},[221],{"categories":2866},[115],{"categories":2868},[166],{"categories":2870},[141],{"categories":2872},[115],{"categories":2874},[127],{"categories":2876},[127],{"categories":2878},[],{"categories":2880},[115],{"categories":2882},[],{"categories":2884},[115],{"categories":2886},[115],{"categories":2888},[],{"categories":2890},[115],{"categories":2892},[115],{"categories":2894},[115],{"categories":2896},[127],{"categories":2898},[115],{"categories":2900},[141],{"categories":2902},[],{"categories":2904},[],{"categories":2906},[144],{"categories":2908},[155],{"categories":2910},[115],{"categories":2912},[115],{"categories":2914},[115],{"categories":2916},[144],{"categories":2918},[144],{"categories":2920},[115],{"categories":2922},[115],{"categories":2924},[166],{"categories":2926},[115],{"categories":2928},[115],{"categories":2930},[115],{"categories":2932},[127],{"categories":2934},[115],{"categories":2936},[115],{"categories":2938},[127],{"categories":2940},[115],{"categories":2942},[115],{"categories":2944},[115],{"categories":2946},[127],{"categories":2948},[],{"categories":2950},[141],{"categories":2952},[115],{"categories":2954},[],{"categories":2956},[115],{"categories":2958},[115],{"categories":2960},[299],{"categories":2962},[115],{"categories":2964},[],{"categories":2966},[],{"categories":2968},[221],{"categories":2970},[997],{"categories":2972},[127],{"categories":2974},[118],{"categories":2976},[2757],{"categories":2978},[],{"categories":2980},[],{"categories":2982},[115],{"categories":2984},[],{"categories":2986},[],{"categories":2988},[141],{"categories":2990},[166],{"categories":2992},[256],{"categories":2994},[144],{"categories":2996},[127],{"categories":2998},[70],{"categories":3000},[115],{"categories":3002},[115],{"categories":3004},[115],{"categories":3006},[70],{"categories":3008},[],{"categories":3010},[221],{"categories":3012},[130],{"categories":3014},[115],{"categories":3016},[115],{"categories":3018},[127],{"categories":3020},[70],{"categories":3022},[115],{"categories":3024},[115],{"categories":3026},[118],{"categories":3028},[115],{"categories":3030},[70],{"categories":3032},[115],{"categories":3034},[],{"categories":3036},[118],{"categories":3038},[115],{"categories":3040},[256],{"categories":3042},[115],{"categories":3044},[141],{"categories":3046},[127],{"categories":3048},[166],{"categories":3050},[115],{"categories":3052},[141],{"categories":3054},[115],{"categories":3056},[115],{"categories":3058},[115],{"categories":3060},[115],{"categories":3062},[70],{"categories":3064},[115],{"categories":3066},[115],{"categories":3068},[115],{"categories":3070},[127],{"categories":3072},[115],{"categories":3074},[115],{"categories":3076},[115],{"categories":3078},[],{"categories":3080},[115],{"categories":3082},[141],{"categories":3084},[118],{"categories":3086},[115],{"categories":3088},[115],{"categories":3090},[221],{"categories":3092},[115],{"categories":3094},[],{"categories":3096},[115],{"categories":3098},[494],{"categories":3100},[127],{"categories":3102},[70],{"categories":3104},[115],{"categories":3106},[166],{"categories":3108},[115],{"categories":3110},[115],{"categories":3112},[],{"categories":3114},[70],{"categories":3116},[70],{"categories":3118},[115],{"categories":3120},[115],{"categories":3122},[130],{"categories":3124},[115],{"categories":3126},[115],{"categories":3128},[115],{"categories":3130},[115],{"categories":3132},[141],{"categories":3134},[144],{"categories":3136},[141],{"categories":3138},[115],{"categories":3140},[],{"categories":3142},[115],{"categories":3144},[141],{"categories":3146},[115],{"categories":3148},[141],{"categories":3150},[127],{"categories":3152},[611],{"categories":3154},[],{"categories":3156},[],{"categories":3158},[115],{"categories":3160},[166],{"categories":3162},[],{"categories":3164},[299],{"categories":3166},[115],{"categories":3168},[115],{"categories":3170},[115],{"categories":3172},[221],{"categories":3174},[955],{"categories":3176},[],{"categories":3178},[115],{"categories":3180},[115],{"categories":3182},[115],{"categories":3184},[141],{"categories":3186},[115],{"categories":3188},[115],{"categories":3190},[115],{"categories":3192},[115],{"categories":3194},[115,299],{"categories":3196},[115],{"categories":3198},[115],{"categories":3200},[221],{"categories":3202},[127],{"categories":3204},[],{"categories":3206},[127],{"categories":3208},[127],{"categories":3210},[115],{"categories":3212},[115],{"categories":3214},[115],{"categories":3216},[115],{"categories":3218},[115],{"categories":3220},[144],{"categories":3222},[115],{"categories":3224},[115],{"categories":3226},[2806],{"categories":3228},[118],{"categories":3230},[115],{"categories":3232},[144],{"categories":3234},[118],{"categories":3236},[141],{"categories":3238},[221],{"categories":3240},[127],{"categories":3242},[115],{"categories":3244},[115],{"categories":3246},[],{"categories":3248},[70],{"categories":3250},[115],{"categories":3252},[115],{"categories":3254},[166],{"categories":3256},[115],{"categories":3258},[115],{"categories":3260},[115],{"categories":3262},[127],{"categories":3264},[115],{"categories":3266},[115],{"categories":3268},[221],{"categories":3270},[115],{"categories":3272},[70],{"categories":3274},[],{"categories":3276},[299],{"categories":3278},[130],{"categories":3280},[115],{"categories":3282},[409],{"categories":3284},[221],{"categories":3286},[221],{"categories":3288},[141],{"categories":3290},[127],{"categories":3292},[115],{"categories":3294},[70],{"categories":3296},[166],{"categories":3298},[115],{"categories":3300},[115],{"categories":3302},[115],{"categories":3304},[221],{"categories":3306},[127],{"categories":3308},[115],{"categories":3310},[127],{"categories":3312},[115],{"categories":3314},[127],{"categories":3316},[115],{"categories":3318},[563],{"categories":3320},[115],{"categories":3322},[127],{"categories":3324},[],{"categories":3326},[115],{"categories":3328},[115],{"categories":3330},[115],{"categories":3332},[115],{"categories":3334},[127],{"categories":3336},[],{"categories":3338},[],{"categories":3340},[115],{"categories":3342},[115],{"categories":3344},[127],{"categories":3346},[115],{"categories":3348},[115],{"categories":3350},[115],{"categories":3352},[141],{"categories":3354},[115],{"categories":3356},[115],{"categories":3358},[127],{"categories":3360},[115],{"categories":3362},[115],{"categories":3364},[115],{"categories":3366},[115],{"categories":3368},[115],{"categories":3370},[],{"categories":3372},[141],{"categories":3374},[144],{"categories":3376},[115],{"categories":3378},[127],{"categories":3380},[127],{"categories":3382},[115],{"categories":3384},[115],{"categories":3386},[],{"categories":3388},[],{"categories":3390},[115],{"categories":3392},[115],{"categories":3394},[115],{"categories":3396},[115],{"categories":3398},[166],{"categories":3400},[144],{"categories":3402},[],{"categories":3404},[115],{"categories":3406},[221],{"categories":3408},[115],{"categories":3410},[115],{"categories":3412},[299],{"categories":3414},[2000],{"categories":3416},[115],{"categories":3418},[166],{"categories":3420},[141],{"categories":3422},[115],{"categories":3424},[141],{"categories":3426},[141],{"categories":3428},[115],{"categories":3430},[115],{"categories":3432},[141],{"categories":3434},[166],{"categories":3436},[166],{"categories":3438},[299],{"categories":3440},[127],{"categories":3442},[],{"categories":3444},[166],{"categories":3446},[70],{"categories":3448},[115],{"categories":3450},[127],{"categories":3452},[118],{"categories":3454},[141],{"categories":3456},[115],{"categories":3458},[70],{"categories":3460},[166],{"categories":3462},[],{"categories":3464},[115],{"categories":3466},[141],{"categories":3468},[115],{"categories":3470},[141],{"categories":3472},[144],{"categories":3474},[115],{"categories":3476},[166],{"categories":3478},[115],{"categories":3480},[141],{"categories":3482},[115],{"categories":3484},[127],{"categories":3486},[127],{"categories":3488},[166],{"categories":3490},[127],{"categories":3492},[299],{"categories":3494},[127],{"categories":3496},[115],{"categories":3498},[115],{"categories":3500},[115],{"categories":3502},[115],{"categories":3504},[115],{"categories":3506},[115],{"categories":3508},[141],{"categories":3510},[115],{"categories":3512},[],{"categories":3514},[127],{"categories":3516},[70],{"categories":3518},[141],{"categories":3520},[],{"categories":3522},[],{"categories":3524},[115],{"categories":3526},[127],{"categories":3528},[115],{"categories":3530},[115],{"categories":3532},[115],{"categories":3534},[3535],"Frameworks & Tooling",{"categories":3537},[115],{"categories":3539},[115],{"categories":3541},[141],{"categories":3543},[115],{"categories":3545},[115],{"categories":3547},[],{"categories":3549},[144],{"categories":3551},[144],{"categories":3553},[115],{"categories":3555},[118],{"categories":3557},[115],{"categories":3559},[127],{"categories":3561},[115],{"categories":3563},[221],{"categories":3565},[],{"categories":3567},[2000],{"categories":3569},[115],{"categories":3571},[141],{"categories":3573},[115],{"categories":3575},[299],{"categories":3577},[299],{"categories":3579},[],{"categories":3581},[115],{"categories":3583},[127],{"categories":3585},[127],{"categories":3587},[115],{"categories":3589},[115],{"categories":3591},[166],{"categories":3593},[127],{"categories":3595},[166],{"categories":3597},[115],{"categories":3599},[127],{"categories":3601},[],{"categories":3603},[221],{"categories":3605},[115],{"categories":3607},[115],{"categories":3609},[],{"categories":3611},[115],{"categories":3613},[115],{"categories":3615},[127],{"categories":3617},[115],{"categories":3619},[115],{"categories":3621},[115],{"categories":3623},[],{"categories":3625},[70],{"categories":3627},[141],{"categories":3629},[115],{"categories":3631},[141],{"categories":3633},[299],{"categories":3635},[115],{"categories":3637},[115],{"categories":3639},[115],{"categories":3641},[141],{"categories":3643},[115],{"categories":3645},[70],{"categories":3647},[115],{"categories":3649},[2000],{"categories":3651},[],{"categories":3653},[127],{"categories":3655},[118],{"categories":3657},[115],{"categories":3659},[118],{"categories":3661},[115],{"categories":3663},[],{"categories":3665},[127],{"categories":3667},[115],{"categories":3669},[115],{"categories":3671},[3672],"AI Design Tooling",{"categories":3674},[221],{"categories":3676},[115],{"categories":3678},[115],{"categories":3680},[141],{"categories":3682},[221],{"categories":3684},[115],{"categories":3686},[115],{"categories":3688},[141],{"categories":3690},[127],{"categories":3692},[166],{"categories":3694},[130],{"categories":3696},[141],{"categories":3698},[115],{"categories":3700},[115],{"categories":3702},[115],{"categories":3704},[127],{"categories":3706},[115],{"categories":3708},[],{"categories":3710},[127],{"categories":3712},[115],{"categories":3714},[115],{"categories":3716},[127],{"categories":3718},[115],{"categories":3720},[115],{"categories":3722},[115],{"categories":3724},[127],{"categories":3726},[],{"categories":3728},[127],{"categories":3730},[3535],{"categories":3732},[115],{"categories":3734},[115],{"categories":3736},[127],{"categories":3738},[127],{"categories":3740},[141],{"categories":3742},[141],{"categories":3744},[115],{"categories":3746},[115],{"categories":3748},[],{"categories":3750},[141],{"categories":3752},[115],{"categories":3754},[115],{"categories":3756},[127],{"categories":3758},[70],{"categories":3760},[115],{"categories":3762},[],{"categories":3764},[115],{"categories":3766},[115],{"categories":3768},[2523],{"categories":3770},[],{"categories":3772},[115],{"categories":3774},[115],{"categories":3776},[115],{"categories":3778},[115],{"categories":3780},[221],{"categories":3782},[115],{"categories":3784},[],{"categories":3786},[115],{"categories":3788},[115],{"categories":3790},[115],{"categories":3792},[115],{"categories":3794},[256],{"categories":3796},[166],{"categories":3798},[115],{"categories":3800},[115],{"categories":3802},[2000],{"categories":3804},[115],{"categories":3806},[118],{"categories":3808},[115],{"categories":3810},[115],{"categories":3812},[144],{"categories":3814},[127],{"categories":3816},[115],{"categories":3818},[115],{"categories":3820},[166],{"categories":3822},[127],{"categories":3824},[130],{"categories":3826},[],{"categories":3828},[115],{"categories":3830},[115],{"categories":3832},[221],{"categories":3834},[115],{"categories":3836},[256],{"categories":3838},[127],{"categories":3840},[115],{"categories":3842},[127],{"categories":3844},[115],{"categories":3846},[],{"categories":3848},[],{"categories":3850},[],{"categories":3852},[118],{"categories":3854},[166],{"categories":3856},[127],{"categories":3858},[115],{"categories":3860},[115],{"categories":3862},[115],{"categories":3864},[115],{"categories":3866},[115],{"categories":3868},[432],{"categories":3870},[115],{"categories":3872},[221],{"categories":3874},[127],{"categories":3876},[115],{"categories":3878},[],{"categories":3880},[115],{"categories":3882},[127],{"categories":3884},[127],{"categories":3886},[],{"categories":3888},[115],{"categories":3890},[127],{"categories":3892},[115],{"categories":3894},[],{"categories":3896},[130],{"categories":3898},[115],{"categories":3900},[115],{"categories":3902},[115],{"categories":3904},[166],{"categories":3906},[221],{"categories":3908},[127],{"categories":3910},[221],{"categories":3912},[127],{"categories":3914},[115],{"categories":3916},[70],{"categories":3918},[],{"categories":3920},[],{"categories":3922},[115],{"categories":3924},[115],{"categories":3926},[115],{"categories":3928},[118],{"categories":3930},[115],{"categories":3932},[127],{"categories":3934},[166],{"categories":3936},[],{"categories":3938},[221],{"categories":3940},[127],{"categories":3942},[],{"categories":3944},[141],{"categories":3946},[115],{"categories":3948},[141],{"categories":3950},[221],{"categories":3952},[141],{"categories":3954},[115],{"categories":3956},[],{"categories":3958},[115],{"categories":3960},[115],{"categories":3962},[127],{"categories":3964},[],{"categories":3966},[115],{"categories":3968},[115],{"categories":3970},[256],{"categories":3972},[115],{"categories":3974},[115],{"categories":3976},[115],{"categories":3978},[299],{"categories":3980},[141],{"categories":3982},[115],{"categories":3984},[127],{"categories":3986},[],{"categories":3988},[115],{"categories":3990},[127],{"categories":3992},[115],{"categories":3994},[118],{"categories":3996},[563],{"categories":3998},[115],{"categories":4000},[115],{"categories":4002},[115],{"categories":4004},[127],{"categories":4006},[115],{"categories":4008},[127],{"categories":4010},[115],{"categories":4012},[115],{"categories":4014},[115],{"categories":4016},[127],{"categories":4018},[130],{"categories":4020},[115],{"categories":4022},[115],{"categories":4024},[],{"categories":4026},[115],{"categories":4028},[115],{"categories":4030},[118],{"categories":4032},[115],{"categories":4034},[70],{"categories":4036},[141],{"categories":4038},[221],{"categories":4040},[],{"categories":4042},[115],{"categories":4044},[],{"categories":4046},[127],{"categories":4048},[115],{"categories":4050},[127],{"categories":4052},[],{"categories":4054},[127],{"categories":4056},[115],{"categories":4058},[141],{"categories":4060},[221],{"categories":4062},[166],{"categories":4064},[115],{"categories":4066},[166],{"categories":4068},[127],{"categories":4070},[115],{"categories":4072},[221],{"categories":4074},[115],{"categories":4076},[],{"categories":4078},[115],{"categories":4080},[155],{"categories":4082},[127],{"categories":4084},[115],{"categories":4086},[221],{"categories":4088},[166],{"categories":4090},[115],{"categories":4092},[70],{"categories":4094},[141],{"categories":4096},[115],{"categories":4098},[115],{"categories":4100},[115],{"categories":4102},[115],{"categories":4104},[130],{"categories":4106},[115],{"categories":4108},[166],{"categories":4110},[141],{"categories":4112},[256],{"categories":4114},[],{"categories":4116},[],{"categories":4118},[144],{"categories":4120},[494],{"categories":4122},[115],{"categories":4124},[127],{"categories":4126},[115,141],{"categories":4128},[166],{"categories":4130},[115],{"categories":4132},[115],{"categories":4134},[115],{"categories":4136},[115],{"categories":4138},[115],{"categories":4140},[115],{"categories":4142},[115],{"categories":4144},[70],{"categories":4146},[127],{"categories":4148},[115],{"categories":4150},[115],{"categories":4152},[127],{"categories":4154},[115],{"categories":4156},[115],{"categories":4158},[115],{"categories":4160},[],{"categories":4162},[115],{"categories":4164},[1350],{"categories":4166},[141],{"categories":4168},[221],{"categories":4170},[115],{"categories":4172},[115],{"categories":4174},[115],{"categories":4176},[115],{"categories":4178},[144],{"categories":4180},[127],{"categories":4182},[256],{"categories":4184},[299],{"categories":4186},[],{"categories":4188},[141],{"categories":4190},[115],{"categories":4192},[70],{"categories":4194},[127],{"categories":4196},[115],{"categories":4198},[118],{"categories":4200},[127],{"categories":4202},[115],{"categories":4204},[127],{"categories":4206},[127],{"categories":4208},[130],{"categories":4210},[141],{"categories":4212},[115],{"categories":4214},[115],{"categories":4216},[],{"categories":4218},[],{"categories":4220},[],{"categories":4222},[299],{"categories":4224},[115],{"categories":4226},[166],{"categories":4228},[115],{"categories":4230},[115],{"categories":4232},[115],{"categories":4234},[115],{"categories":4236},[141],{"categories":4238},[115],{"categories":4240},[],{"categories":4242},[115],{"categories":4244},[144],{"categories":4246},[70],{"categories":4248},[127],{"categories":4250},[115],{"categories":4252},[],{"categories":4254},[115],{"categories":4256},[127],{"categories":4258},[141],{"categories":4260},[115],{"categories":4262},[115],{"categories":4264},[115],{"categories":4266},[299],{"categories":4268},[],{"categories":4270},[221],{"categories":4272},[221],{"categories":4274},[115],{"categories":4276},[127],{"categories":4278},[],{"categories":4280},[141],{"categories":4282},[115],{"categories":4284},[221],{"categories":4286},[115],{"categories":4288},[70],{"categories":4290},[127],{"categories":4292},[115],{"categories":4294},[],{"categories":4296},[166],{"categories":4298},[115],{"categories":4300},[115],{"categories":4302},[115],{"categories":4304},[115],{"categories":4306},[115],{"categories":4308},[221],{"categories":4310},[127],{"categories":4312},[166],{"categories":4314},[],{"categories":4316},[127],{"categories":4318},[115],{"categories":4320},[70],{"categories":4322},[127],{"categories":4324},[221],{"categories":4326},[115],{"categories":4328},[115],{"categories":4330},[115],{"categories":4332},[494],{"categories":4334},[115],{"categories":4336},[127],{"categories":4338},[],{"categories":4340},[115],{"categories":4342},[115],{"categories":4344},[299],{"categories":4346},[166],{"categories":4348},[144],{"categories":4350},[611],{"categories":4352},[144],{"categories":4354},[144],{"categories":4356},[115],{"categories":4358},[],{"categories":4360},[],{"categories":4362},[],{"categories":4364},[127],{"categories":4366},[115],{"categories":4368},[115],{"categories":4370},[127],{"categories":4372},[127],{"categories":4374},[141],{"categories":4376},[115],{"categories":4378},[465],{"categories":4380},[141],{"categories":4382},[115],{"categories":4384},[127],{"categories":4386},[115],{"categories":4388},[115],{"categories":4390},[115],{"categories":4392},[70],{"categories":4394},[115],{"categories":4396},[115],{"categories":4398},[115],{"categories":4400},[115],{"categories":4402},[127],{"categories":4404},[130],{"categories":4406},[115],{"categories":4408},[],{"categories":4410},[],{"categories":4412},[115],{"categories":4414},[],{"categories":4416},[115],{"categories":4418},[127],{"categories":4420},[221],{"categories":4422},[115],{"categories":4424},[115],{"categories":4426},[127],{"categories":4428},[],{"categories":4430},[127],{"categories":4432},[127],{"categories":4434},[115],{"categories":4436},[115],{"categories":4438},[115],{"categories":4440},[130],{"categories":4442},[115],{"categories":4444},[221],{"categories":4446},[115],{"categories":4448},[127],{"categories":4450},[70],{"categories":4452},[115],{"categories":4454},[115],{"categories":4456},[127],{"categories":4458},[115],{"categories":4460},[256],{"categories":4462},[127],{"categories":4464},[115],{"categories":4466},[115],{"categories":4468},[115],{"categories":4470},[955],{"categories":4472},[115],{"categories":4474},[127],{"categories":4476},[115],{"categories":4478},[141],{"categories":4480},[115],{"categories":4482},[563],{"categories":4484},[221],{"categories":4486},[],{"categories":4488},[115],{"categories":4490},[115],{"categories":4492},[166],{"categories":4494},[494],{"categories":4496},[127],{"categories":4498},[115],{"categories":4500},[],{"categories":4502},[166],{"categories":4504},[409],{"categories":4506},[127],{"categories":4508},[127],{"categories":4510},[127],{"categories":4512},[115],{"categories":4514},[115],{"categories":4516},[127],{"categories":4518},[115],{"categories":4520},[],{"categories":4522},[70],{"categories":4524},[115],{"categories":4526},[221],{"categories":4528},[70],{"categories":4530},[127],{"categories":4532},[141],{"categories":4534},[],{"categories":4536},[141],{"categories":4538},[115],{"categories":4540},[115],{"categories":4542},[118],{"categories":4544},[115],{"categories":4546},[166],{"categories":4548},[299],{"categories":4550},[155],{"categories":4552},[127],{"categories":4554},[127],{"categories":4556},[115],{"categories":4558},[115],{"categories":4560},[127],{"categories":4562},[115],{"categories":4564},[118],{"categories":4566},[],{"categories":4568},[127],{"categories":4570},[115],{"categories":4572},[115],{"categories":4574},[115],{"categories":4576},[127],{"categories":4578},[115],{"categories":4580},[],{"categories":4582},[115],{"categories":4584},[],{"categories":4586},[221],{"categories":4588},[127],{"categories":4590},[127],{"categories":4592},[115,70],{"categories":4594},[127],{"categories":4596},[115],{"categories":4598},[],{"categories":4600},[118],{"categories":4602},[144],{"categories":4604},[70],{"categories":4606},[127],{"categories":4608},[115],{"categories":4610},[141],{"categories":4612},[115],{"categories":4614},[115],{"categories":4616},[127],{"categories":4618},[115],{"categories":4620},[115],{"categories":4622},[115],{"categories":4624},[166],{"categories":4626},[1350],{"categories":4628},[127],{"categories":4630},[115],{"categories":4632},[],{"categories":4634},[],{"categories":4636},[115],{"categories":4638},[127],{"categories":4640},[115],{"categories":4642},[115],{"categories":4644},[299],{"categories":4646},[],{"categories":4648},[115],{"categories":4650},[127],{"categories":4652},[155],{"categories":4654},[127],{"categories":4656},[115],{"categories":4658},[494],{"categories":4660},[],{"categories":4662},[432],{"categories":4664},[115],{"categories":4666},[127],{"categories":4668},[115],{"categories":4670},[115],{"categories":4672},[115],{"categories":4674},[256],{"categories":4676},[115],{"categories":4678},[127],{"categories":4680},[115],{"categories":4682},[144],{"categories":4684},[130],{"categories":4686},[127],{"categories":4688},[115],{"categories":4690},[494],{"categories":4692},[115],{"categories":4694},[299],{"categories":4696},[70],{"categories":4698},[],{"categories":4700},[115],{"categories":4702},[115],{"categories":4704},[115],{"categories":4706},[256],{"categories":4708},[221],{"categories":4710},[115],{"categories":4712},[115],{"categories":4714},[115],{"categories":4716},[],{"categories":4718},[256],{"categories":4720},[166],{"categories":4722},[115],{"categories":4724},[115],{"categories":4726},[115],{"categories":4728},[611],{"categories":4730},[118],{"categories":4732},[115],{"categories":4734},[130],{"categories":4736},[115],{"categories":4738},[115],{"categories":4740},[],{"categories":4742},[],{"categories":4744},[221],{"categories":4746},[115],{"categories":4748},[115],{"categories":4750},[144],{"categories":4752},[256],{"categories":4754},[127],{"categories":4756},[115],{"categories":4758},[115],{"categories":4760},[256],{"categories":4762},[70],{"categories":4764},[166],{"categories":4766},[115],{"categories":4768},[115],{"categories":4770},[],{"categories":4772},[115],{"categories":4774},[115],{"categories":4776},[],{"categories":4778},[115],{"categories":4780},[115],{"categories":4782},[638],{"categories":4784},[115],{"categories":4786},[115],{"categories":4788},[127],{"categories":4790},[141],{"categories":4792},[494],{"categories":4794},[115],{"categories":4796},[70],{"categories":4798},[115],{"categories":4800},[115],{"categories":4802},[],{"categories":4804},[115,141],{"categories":4806},[166],{"categories":4808},[127],{"categories":4810},[141],{"categories":4812},[127],{"categories":4814},[997],{"categories":4816},[141],{"categories":4818},[141],{"categories":4820},[127],{"categories":4822},[115],{"categories":4824},[118],{"categories":4826},[115],{"categories":4828},[],{"categories":4830},[],{"categories":4832},[127],{"categories":4834},[115],{"categories":4836},[141],{"categories":4838},[127],{"categories":4840},[115],{"categories":4842},[118],{"categories":4844},[141],{"categories":4846},[141],{"categories":4848},[115],{"categories":4850},[256],{"categories":4852},[115],{"categories":4854},[115],{"categories":4856},[141],{"categories":4858},[115],{"categories":4860},[],{"categories":4862},[115],{"categories":4864},[115],{"categories":4866},[221,115],{"categories":4868},[299],{"categories":4870},[118],{"categories":4872},[115],{"categories":4874},[],{"categories":4876},[115],{"categories":4878},[115],{"categories":4880},[70],{"categories":4882},[115],{"categories":4884},[70],{"categories":4886},[115],{"categories":4888},[115],{"categories":4890},[409],{"categories":4892},[115],{"categories":4894},[70],{"categories":4896},[141],{"categories":4898},[144],{"categories":4900},[127],{"categories":4902},[115],{"categories":4904},[141],{"categories":4906},[115],{"categories":4908},[115],{"categories":4910},[166],{"categories":4912},[115],{"categories":4914},[256],{"categories":4916},[221],{"categories":4918},[115],{"categories":4920},[115],{"categories":4922},[130],{"categories":4924},[115],{"categories":4926},[115],{"categories":4928},[118],{"categories":4930},[115],{"categories":4932},[127],{"categories":4934},[127],{"categories":4936},[141],{"categories":4938},[115],{"categories":4940},[166],{"categories":4942},[141],{"categories":4944},[141],{"categories":4946},[115],{"categories":4948},[115],{"categories":4950},[],{"categories":4952},[],{"categories":4954},[144],{"categories":4956},[115],{"categories":4958},[141],{"categories":4960},[115],{"categories":4962},[221],{"categories":4964},[494],{"categories":4966},[432],{"categories":4968},[409],{"categories":4970},[115],{"categories":4972},[115],{"categories":4974},[141],{"categories":4976},[115],{"categories":4978},[144],{"categories":4980},[115],{"categories":4982},[115],{"categories":4984},[115],{"categories":4986},[115],{"categories":4988},[115],{"categories":4990},[115],{"categories":4992},[115],{"categories":4994},[127],{"categories":4996},[118],{"categories":4998},[130],{"categories":5000},[127],{"categories":5002},[115,70],{"categories":5004},[],{"categories":5006},[221],{"categories":5008},[],{"categories":5010},[130],{"categories":5012},[115],{"categories":5014},[166],{"categories":5016},[118],{"categories":5018},[115],{"categories":5020},[130],{"categories":5022},[118],{"categories":5024},[127],{"categories":5026},[144],{"categories":5028},[127],{"categories":5030},[70],{"categories":5032},[130],{"categories":5034},[115],{"categories":5036},[127],{"categories":5038},[115],{"categories":5040},[130],{"categories":5042},[115],{"categories":5044},[115],{"categories":5046},[70],{"categories":5048},[127],{"categories":5050},[141],{"categories":5052},[256],{"categories":5054},[115],{"categories":5056},[115],{"categories":5058},[],{"categories":5060},[166],{"categories":5062},[115],{"categories":5064},[115],{"categories":5066},[115],{"categories":5068},[115],{"categories":5070},[115],{"categories":5072},[115],{"categories":5074},[141],{"categories":5076},[166],{"categories":5078},[141],{"categories":5080},[141],{"categories":5082},[115],{"categories":5084},[115],{"categories":5086},[115],{"categories":5088},[115],{"categories":5090},[432],{"categories":5092},[115],{"categories":5094},[127],{"categories":5096},[127],{"categories":5098},[166],{"categories":5100},[115],{"categories":5102},[115],{"categories":5104},[115],{"categories":5106},[127],{"categories":5108},[115],{"categories":5110},[115],{"categories":5112},[115],{"categories":5114},[3535],{"categories":5116},[5117],"Clinical AI",{"categories":5119},[221],{"categories":5121},[115],{"categories":5123},[115],{"categories":5125},[115],{"categories":5127},[115],{"categories":5129},[299],{"categories":5131},[2806],{"categories":5133},[115],{"categories":5135},[130],{"categories":5137},[221],{"categories":5139},[115],{"categories":5141},[127],{"categories":5143},[115],{"categories":5145},[115],{"categories":5147},[166],{"categories":5149},[115],{"categories":5151},[127],{"categories":5153},[141],{"categories":5155},[256],{"categories":5157},[115],{"categories":5159},[115],{"categories":5161},[70],{"categories":5163},[115],{"categories":5165},[115],{"categories":5167},[563],{"categories":5169},[115],{"categories":5171},[],{"categories":5173},[127],{"categories":5175},[115],{"categories":5177},[141],{"categories":5179},[118],{"categories":5181},[115],{"categories":5183},[],{"categories":5185},[],{"categories":5187},[115],{"categories":5189},[],{"categories":5191},[70],{"categories":5193},[115],{"categories":5195},[127],{"categories":5197},[115],{"categories":5199},[127],{"categories":5201},[127],{"categories":5203},[115],{"categories":5205},[166],{"categories":5207},[166],{"categories":5209},[166],{"categories":5211},[166],{"categories":5213},[],{"categories":5215},[118],{"categories":5217},[127],{"categories":5219},[166],{"categories":5221},[115],{"categories":5223},[638],{"categories":5225},[130],{"categories":5227},[127],{"categories":5229},[115],{"categories":5231},[118],{"categories":5233},[115],{"categories":5235},[127],{"categories":5237},[115],{"categories":5239},[115],{"categories":5241},[115],{"categories":5243},[115],{"categories":5245},[115],{"categories":5247},[115,127],{"categories":5249},[127],{"categories":5251},[299],{"categories":5253},[115],{"categories":5255},[166],{"categories":5257},[127],{"categories":5259},[166],{"categories":5261},[127],{"categories":5263},[115],{"categories":5265},[],{"categories":5267},[166],{"categories":5269},[256],{"categories":5271},[118],{"categories":5273},[115],{"categories":5275},[115],{"categories":5277},[],{"categories":5279},[141],{"categories":5281},[],{"categories":5283},[118],{"categories":5285},[127],{"categories":5287},[166],{"categories":5289},[115],{"categories":5291},[166],{"categories":5293},[118],{"categories":5295},[166],{"categories":5297},[166],{"categories":5299},[],{"categories":5301},[70],{"categories":5303},[127],{"categories":5305},[166],{"categories":5307},[166],{"categories":5309},[166],{"categories":5311},[166],{"categories":5313},[166],{"categories":5315},[166],{"categories":5317},[166],{"categories":5319},[166],{"categories":5321},[166],{"categories":5323},[166],{"categories":5325},[144],{"categories":5327},[118],{"categories":5329},[115],{"categories":5331},[115],{"categories":5333},[127],{"categories":5335},[127],{"categories":5337},[],{"categories":5339},[115],{"categories":5341},[115,118],{"categories":5343},[],{"categories":5345},[127],{"categories":5347},[115],{"categories":5349},[166],{"categories":5351},[127],{"categories":5353},[127],{"categories":5355},[997],{"categories":5357},[115],{"categories":5359},[115],{"categories":5361},[115],{"categories":5363},[115],{"categories":5365},[130],{"categories":5367},[115],{"categories":5369},[115],{"categories":5371},[409],{"categories":5373},[115],{"categories":5375},[115],{"categories":5377},[127],{"categories":5379},[115],{"categories":5381},[115],{"categories":5383},[115],{"categories":5385},[115],{"categories":5387},[70],{"categories":5389},[130],{"categories":5391},[127],{"categories":5393},[127],{"categories":5395},[],{"categories":5397},[127],{"categories":5399},[221],{"categories":5401},[166],{"categories":5403},[115],{"categories":5405},[],{"categories":5407},[115],{"categories":5409},[130],{"categories":5411},[130],{"categories":5413},[],{"categories":5415},[141],{"categories":5417},[115],{"categories":5419},[127],{"categories":5421},[221],{"categories":5423},[115],{"categories":5425},[115],{"categories":5427},[],{"categories":5429},[115],{"categories":5431},[115],{"categories":5433},[],{"categories":5435},[256],{"categories":5437},[115],{"categories":5439},[127],{"categories":5441},[],{"categories":5443},[],{"categories":5445},[115],{"categories":5447},[166],{"categories":5449},[118],{"categories":5451},[115],{"categories":5453},[115],{"categories":5455},[70],{"categories":5457},[115],{"categories":5459},[115],{"categories":5461},[127],{"categories":5463},[115],{"categories":5465},[70],{"categories":5467},[70],{"categories":5469},[221],{"categories":5471},[],{"categories":5473},[115],{"categories":5475},[70],{"categories":5477},[166],{"categories":5479},[],{"categories":5481},[115],{"categories":5483},[115],{"categories":5485},[221],{"categories":5487},[115],{"categories":5489},[115],{"categories":5491},[256],{"categories":5493},[115],{"categories":5495},[299],{"categories":5497},[],{"categories":5499},[127],{"categories":5501},[115],{"categories":5503},[256],{"categories":5505},[141],{"categories":5507},[],{"categories":5509},[115],{"categories":5511},[],{"categories":5513},[127],{"categories":5515},[221],{"categories":5517},[141],{"categories":5519},[],{"categories":5521},[3535],{"categories":5523},[70],{"categories":5525},[118],{"categories":5527},[115],{"categories":5529},[127],{"categories":5531},[144],{"categories":5533},[127],{"categories":5535},[115],{"categories":5537},[221],{"categories":5539},[115],{"categories":5541},[115],{"categories":5543},[141],{"categories":5545},[],{"categories":5547},[],{"categories":5549},[115],{"categories":5551},[118],{"categories":5553},[115],{"categories":5555},[256],{"categories":5557},[],{"categories":5559},[127],{"categories":5561},[127],{"categories":5563},[115],{"categories":5565},[127],{"categories":5567},[115],{"categories":5569},[166],{"categories":5571},[115],{"categories":5573},[141],{"categories":5575},[115],{"categories":5577},[115],{"categories":5579},[127],{"categories":5581},[130],{"categories":5583},[115],{"categories":5585},[115],{"categories":5587},[115],{"categories":5589},[115],{"categories":5591},[127],{"categories":5593},[115],{"categories":5595},[130],{"categories":5597},[256],{"categories":5599},[166],{"categories":5601},[],{"categories":5603},[256],{"categories":5605},[115],{"categories":5607},[],{"categories":5609},[141],{"categories":5611},[127],{"categories":5613},[],{"categories":5615},[115],{"categories":5617},[115],{"categories":5619},[115],{"categories":5621},[115],{"categories":5623},[115],{"categories":5625},[127],{"categories":5627},[70],{"categories":5629},[118],{"categories":5631},[115],{"categories":5633},[115],{"categories":5635},[127],{"categories":5637},[115],{"categories":5639},[221],{"categories":5641},[141],{"categories":5643},[141],{"categories":5645},[115],{"categories":5647},[144],{"categories":5649},[127],{"categories":5651},[115],{"categories":5653},[115],{"categories":5655},[127],{"categories":5657},[115],{"categories":5659},[115],{"categories":5661},[115],{"categories":5663},[127],{"categories":5665},[70],{"categories":5667},[115],{"categories":5669},[221],{"categories":5671},[141],{"categories":5673},[127],{"categories":5675},[115],{"categories":5677},[130],{"categories":5679},[115],{"categories":5681},[130],{"categories":5683},[127],{"categories":5685},[115],{"categories":5687},[115],{"categories":5689},[166],{"categories":5691},[115],{"categories":5693},[],{"categories":5695},[118],{"categories":5697},[115],{"categories":5699},[115],{"categories":5701},[115],{"categories":5703},[141],{"categories":5705},[141],{"categories":5707},[115],{"categories":5709},[141],{"categories":5711},[115],{"categories":5713},[127],{"categories":5715},[115],{"categories":5717},[115],{"categories":5719},[115],{"categories":5721},[115],{"categories":5723},[115],{"categories":5725},[],{"categories":5727},[115],{"categories":5729},[221],{"categories":5731},[127],{"categories":5733},[70],{"categories":5735},[166],{"categories":5737},[115],{"categories":5739},[127],{"categories":5741},[115],{"categories":5743},[127],{"categories":5745},[115],{"categories":5747},[115],{"categories":5749},[221],{"categories":5751},[127],{"categories":5753},[115],{"categories":5755},[256],{"categories":5757},[70],{"categories":5759},[115],{"categories":5761},[144],{"categories":5763},[115],{"categories":5765},[127],{"categories":5767},[115],{"categories":5769},[166],{"categories":5771},[115],{"categories":5773},[115],{"categories":5775},[115],{"categories":5777},[115],{"categories":5779},[127],{"categories":5781},[299],{"categories":5783},[115],{"categories":5785},[141],{"categories":5787},[127],{"categories":5789},[144],{"categories":5791},[],{"categories":5793},[127],{"categories":5795},[141],{"categories":5797},[115],{"categories":5799},[115],{"categories":5801},[115],{"categories":5803},[2626],{"categories":5805},[115],{"categories":5807},[221],{"categories":5809},[336],{"categories":5811},[115],{"categories":5813},[115],{"categories":5815},[115],{"categories":5817},[115],{"categories":5819},[115],{"categories":5821},[118],{"categories":5823},[127],{"categories":5825},[115],{"categories":5827},[115],{"categories":5829},[141],{"categories":5831},[70],{"categories":5833},[115],{"categories":5835},[115],{"categories":5837},[141],{"categories":5839},[115],{"categories":5841},[],{"categories":5843},[127],{"categories":5845},[127],{"categories":5847},[115],{"categories":5849},[115],{"categories":5851},[115],{"categories":5853},[144],{"categories":5855},[],{"categories":5857},[166],{"categories":5859},[],{"categories":5861},[166],{"categories":5863},[115],{"categories":5865},[115],{"categories":5867},[115],{"categories":5869},[127],{"categories":5871},[115],{"categories":5873},[127],{"categories":5875},[127],{"categories":5877},[],{"categories":5879},[115],{"categories":5881},[166],{"categories":5883},[115],{"categories":5885},[],{"categories":5887},[115],{"categories":5889},[221],{"categories":5891},[115],{"categories":5893},[],{"categories":5895},[115],{"categories":5897},[115],{"categories":5899},[221],{"categories":5901},[141],{"categories":5903},[127],{"categories":5905},[115],{"categories":5907},[115],{"categories":5909},[115],{"categories":5911},[115],{"categories":5913},[115],{"categories":5915},[256],{"categories":5917},[115],{"categories":5919},[115],{"categories":5921},[115],{"categories":5923},[118],{"categories":5925},[115],{"categories":5927},[115],{"categories":5929},[],{"categories":5931},[115],{"categories":5933},[115],{"categories":5935},[115],{"categories":5937},[],{"categories":5939},[127],{"categories":5941},[118],{"categories":5943},[115],{"categories":5945},[115],{"categories":5947},[115],{"categories":5949},[127],{"categories":5951},[115],{"categories":5953},[166],{"categories":5955},[115],{"categories":5957},[141],{"categories":5959},[130],{"categories":5961},[127],{"categories":5963},[494],{"categories":5965},[115],{"categories":5967},[115],{"categories":5969},[115],{"categories":5971},[115],{"categories":5973},[141],{"categories":5975},[166],{"categories":5977},[221],{"categories":5979},[115],{"categories":5981},[115],{"categories":5983},[115],{"categories":5985},[115],{"categories":5987},[115],{"categories":5989},[115],{"categories":5991},[166],{"categories":5993},[115],{"categories":5995},[221],{"categories":5997},[115],{"categories":5999},[115],{"categories":6001},[166],{"categories":6003},[221],{"categories":6005},[115],{"categories":6007},[166],{"categories":6009},[115],{"categories":6011},[127],{"categories":6013},[127],{"categories":6015},[127],{"categories":6017},[115],{"categories":6019},[141],{"categories":6021},[166],{"categories":6023},[127],{"categories":6025},[127],{"categories":6027},[115],{"categories":6029},[141],{"categories":6031},[221],{"categories":6033},[115],{"categories":6035},[115],{"categories":6037},[127],{"categories":6039},[115],{"categories":6041},[],{"categories":6043},[127],{"categories":6045},[],{"categories":6047},[115],{"categories":6049},[115],{"categories":6051},[],{"categories":6053},[],{"categories":6055},[127],{"categories":6057},[70],{"categories":6059},[127],{"categories":6061},[6062],"Liability & Ethics",{"categories":6064},[115],{"categories":6066},[115],{"categories":6068},[115],{"categories":6070},[127],{"categories":6072},[118],{"categories":6074},[127],{"categories":6076},[70],{"categories":6078},[256],{"categories":6080},[115],{"categories":6082},[127],{"categories":6084},[115],{"categories":6086},[115],{"categories":6088},[115],{"categories":6090},[],{"categories":6092},[611],{"categories":6094},[127],{"categories":6096},[],{"categories":6098},[115],{"categories":6100},[118],{"categories":6102},[127],{"categories":6104},[115],{"categories":6106},[],{"categories":6108},[127],{"categories":6110},[115],{"categories":6112},[115],{"categories":6114},[141],{"categories":6116},[115],{"categories":6118},[166],{"categories":6120},[115],{"categories":6122},[115],{"categories":6124},[130],{"categories":6126},[115],{"categories":6128},[127],{"categories":6130},[115],{"categories":6132},[115],{"categories":6134},[115],{"categories":6136},[166],{"categories":6138},[127],{"categories":6140},[141],{"categories":6142},[221],{"categories":6144},[118],{"categories":6146},[115],{"categories":6148},[115],{"categories":6150},[115],{"categories":6152},[],{"categories":6154},[127],{"categories":6156},[127],{"categories":6158},[127],{"categories":6160},[494],{"categories":6162},[127],{"categories":6164},[221],{"categories":6166},[127],{"categories":6168},[299],{"categories":6170},[141],{"categories":6172},[166],{"categories":6174},[115],{"categories":6176},[221],{"categories":6178},[115],{"categories":6180},[118],{"categories":6182},[115],{"categories":6184},[],{"categories":6186},[115],{"categories":6188},[127],{"categories":6190},[115],{"categories":6192},[115],{"categories":6194},[115],{"categories":6196},[115],{"categories":6198},[127],{"categories":6200},[115],{"categories":6202},[115],{"categories":6204},[221],{"categories":6206},[127],{"categories":6208},[],{"categories":6210},[127],{"categories":6212},[130],{"categories":6214},[115],{"categories":6216},[166],{"categories":6218},[127],{"categories":6220},[70],{"categories":6222},[],{"categories":6224},[115],{"categories":6226},[115],{"categories":6228},[130],{"categories":6230},[115],{"categories":6232},[127],{"categories":6234},[166],{"categories":6236},[118],{"categories":6238},[299],{"categories":6240},[115],{"categories":6242},[115],{"categories":6244},[115],{"categories":6246},[166],{"categories":6248},[70],{"categories":6250},[115],{"categories":6252},[221],{"categories":6254},[166],{"categories":6256},[299],{"categories":6258},[115],{"categories":6260},[127],{"categories":6262},[],{"categories":6264},[563],{"categories":6266},[],{"categories":6268},[115],{"categories":6270},[299],{"categories":6272},[115],{"categories":6274},[144],{"categories":6276},[115],{"categories":6278},[127],{"categories":6280},[127],{"categories":6282},[6283],"Design News & Tools",{"categories":6285},[115],{"categories":6287},[115],{"categories":6289},[166],{"categories":6291},[115],{"categories":6293},[115],{"categories":6295},[115],{"categories":6297},[118],{"categories":6299},[127],{"categories":6301},[115],{"categories":6303},[221],{"categories":6305},[127],{"categories":6307},[127],{"categories":6309},[221],{"categories":6311},[115],{"categories":6313},[115],{"categories":6315},[115],{"categories":6317},[494],{"categories":6319},[127],{"categories":6321},[115],{"categories":6323},[127],{"categories":6325},[115],{"categories":6327},[115],{"categories":6329},[494],{"categories":6331},[115],{"categories":6333},[256],{"categories":6335},[115],{"categories":6337},[127],{"categories":6339},[127],{"categories":6341},[],{"categories":6343},[115],{"categories":6345},[115],{"categories":6347},[115],{"categories":6349},[166],{"categories":6351},[115],{"categories":6353},[118],{"categories":6355},[],{"categories":6357},[115],{"categories":6359},[115],{"categories":6361},[115],{"categories":6363},[141],{"categories":6365},[638],{"categories":6367},[141],{"categories":6369},[221],{"categories":6371},[115],{"categories":6373},[115,127],{"categories":6375},[256,70],{"categories":6377},[141],{"categories":6379},[115],{"categories":6381},[115],{"categories":6383},[115],{"categories":6385},[115],{"categories":6387},[],{"categories":6389},[141],{"categories":6391},[127],{"categories":6393},[115],{"categories":6395},[115],{"categories":6397},[],{"categories":6399},[115],{"categories":6401},[141],{"categories":6403},[115],{"categories":6405},[141],{"categories":6407},[115],{"categories":6409},[],{"categories":6411},[127],{"categories":6413},[115],{"categories":6415},[70],{"categories":6417},[115],{"categories":6419},[166],{"categories":6421},[115],{"categories":6423},[],{"categories":6425},[115],{"categories":6427},[127],{"categories":6429},[115],{"categories":6431},[],{"categories":6433},[221],{"categories":6435},[115],{"categories":6437},[115],{"categories":6439},[127],{"categories":6441},[115],{"categories":6443},[115],{"categories":6445},[115],{"categories":6447},[118],{"categories":6449},[115],{"categories":6451},[127],{"categories":6453},[115],{"categories":6455},[],{"categories":6457},[115],{"categories":6459},[299],{"categories":6461},[256],{"categories":6463},[70],{"categories":6465},[70],{"categories":6467},[115],{"categories":6469},[115],{"categories":6471},[118],{"categories":6473},[118],{"categories":6475},[115],{"categories":6477},[127],{"categories":6479},[115],{"categories":6481},[115],{"categories":6483},[115],{"categories":6485},[115],{"categories":6487},[141],{"categories":6489},[115],{"categories":6491},[118],{"categories":6493},[115],{"categories":6495},[115],{"categories":6497},[127],{"categories":6499},[115],{"categories":6501},[256],{"categories":6503},[115],{"categories":6505},[166],{"categories":6507},[115],{"categories":6509},[115],{"categories":6511},[127],{"categories":6513},[130],{"categories":6515},[115],{"categories":6517},[127],{"categories":6519},[115],{"categories":6521},[127],{"categories":6523},[],{"categories":6525},[141],{"categories":6527},[],{"categories":6529},[141],{"categories":6531},[127],{"categories":6533},[118],{"categories":6535},[115],{"categories":6537},[],{"categories":6539},[144],{"categories":6541},[299],{"categories":6543},[115],{"categories":6545},[141],{"categories":6547},[115],{"categories":6549},[],{"categories":6551},[166],{"categories":6553},[127],{"categories":6555},[141],{"categories":6557},[221],{"categories":6559},[70],{"categories":6561},[115],{"categories":6563},[115],{"categories":6565},[127],{"categories":6567},[141],{"categories":6569},[127],{"categories":6571},[166],{"categories":6573},[115],{"categories":6575},[130],{"categories":6577},[118],{"categories":6579},[130],{"categories":6581},[166],{"categories":6583},[115],{"categories":6585},[115],{"categories":6587},[141],{"categories":6589},[115],{"categories":6591},[221],{"categories":6593},[70],{"categories":6595},[115],{"categories":6597},[115],{"categories":6599},[115],{"categories":6601},[115],{"categories":6603},[115],{"categories":6605},[115],{"categories":6607},[127],{"categories":6609},[115],{"categories":6611},[115],{"categories":6613},[115],{"categories":6615},[127],{"categories":6617},[115],{"categories":6619},[115],{"categories":6621},[118],{"categories":6623},[115],{"categories":6625},[127],{"categories":6627},[127],{"categories":6629},[221],{"categories":6631},[127],{"categories":6633},[115],{"categories":6635},[127],{"categories":6637},[115],{"categories":6639},[118],{"categories":6641},[127],{"categories":6643},[221],{"categories":6645},[],{"categories":6647},[115],{"categories":6649},[144],{"categories":6651},[494],{"categories":6653},[115],{"categories":6655},[127],{"categories":6657},[115],{"categories":6659},[115],{"categories":6661},[141],{"categories":6663},[115],{"categories":6665},[],{"categories":6667},[115],{"categories":6669},[127],{"categories":6671},[70],{"categories":6673},[115],{"categories":6675},[256],{"categories":6677},[221],{"categories":6679},[115],{"categories":6681},[141],{"categories":6683},[115],{"categories":6685},[115],{"categories":6687},[166],{"categories":6689},[127],{"categories":6691},[115],{"categories":6693},[256],{"categories":6695},[127],{"categories":6697},[70],{"categories":6699},[70],{"categories":6701},[115],{"categories":6703},[115],{"categories":6705},[115],{"categories":6707},[115],{"categories":6709},[115],{"categories":6711},[115],{"categories":6713},[118],{"categories":6715},[115],{"categories":6717},[],{"categories":6719},[115],{"categories":6721},[115],{"categories":6723},[127],{"categories":6725},[115],{"categories":6727},[127],{"categories":6729},[115],{"categories":6731},[115],{"categories":6733},[115],{"categories":6735},[115],{"categories":6737},[115],{"categories":6739},[115],{"categories":6741},[141],{"categories":6743},[],{"categories":6745},[118],{"categories":6747},[115],{"categories":6749},[115],{"categories":6751},[127],{"categories":6753},[127],{"categories":6755},[],{"categories":6757},[141],{"categories":6759},[141],{"categories":6761},[115],{"categories":6763},[256],{"categories":6765},[70],{"categories":6767},[221],{"categories":6769},[115],{"categories":6771},[],{"categories":6773},[115],{"categories":6775},[127],{"categories":6777},[118],{"categories":6779},[115],{"categories":6781},[115],{"categories":6783},[141],{"categories":6785},[118],{"categories":6787},[115],{"categories":6789},[115],{"categories":6791},[166],{"categories":6793},[144],{"categories":6795},[115],{"categories":6797},[166],{"categories":6799},[115],{"categories":6801},[127],{"categories":6803},[115],{"categories":6805},[115],{"categories":6807},[],{"categories":6809},[166],{"categories":6811},[127],{"categories":6813},[221],{"categories":6815},[144],{"categories":6817},[115],{"categories":6819},[115],{"categories":6821},[115],{"categories":6823},[],{"categories":6825},[127],{"categories":6827},[127],{"categories":6829},[127],{"categories":6831},[3535],{"categories":6833},[166],{"categories":6835},[115],{"categories":6837},[141],{"categories":6839},[130],{"categories":6841},[115],{"categories":6843},[115],{"categories":6845},[115],{"categories":6847},[115],{"categories":6849},[115],{"categories":6851},[127],{"categories":6853},[115],{"categories":6855},[70],{"categories":6857},[115],{"categories":6859},[118],{"categories":6861},[2000],{"categories":6863},[299],{"categories":6865},[118],{"categories":6867},[],{"categories":6869},[130],{"categories":6871},[115],{"categories":6873},[],{"categories":6875},[115],{"categories":6877},[166],{"categories":6879},[127],{"categories":6881},[221],{"categories":6883},[115],{"categories":6885},[127],{"categories":6887},[115],{"categories":6889},[115],{"categories":6891},[115],{"categories":6893},[115],{"categories":6895},[166],{"categories":6897},[],{"categories":6899},[115],{"categories":6901},[127],{"categories":6903},[115],{"categories":6905},[127],{"categories":6907},[127],{"categories":6909},[],{"categories":6911},[115],{"categories":6913},[],{"categories":6915},[166],{"categories":6917},[118],{"categories":6919},[115],{"categories":6921},[221],{"categories":6923},[115],{"categories":6925},[127],{"categories":6927},[166],{"categories":6929},[115],{"categories":6931},[166],{"categories":6933},[],{"categories":6935},[166],{"categories":6937},[115],{"categories":6939},[118],{"categories":6941},[127],{"categories":6943},[494],{"categories":6945},[115],{"categories":6947},[127],{"categories":6949},[115],{"categories":6951},[],{"categories":6953},[141],{"categories":6955},[127],{"categories":6957},[130],{"categories":6959},[127],{"categories":6961},[115],{"categories":6963},[118],{"categories":6965},[115],{"categories":6967},[115],{"categories":6969},[],{"categories":6971},[],{"categories":6973},[],{"categories":6975},[221],{"categories":6977},[115],{"categories":6979},[127],{"categories":6981},[115],{"categories":6983},[115],{"categories":6985},[],{"categories":6987},[],{"categories":6989},[],{"categories":6991},[115],{"categories":6993},[127],{"categories":6995},[221],{"categories":6997},[115],{"categories":6999},[115],{"categories":7001},[],{"categories":7003},[127],{"categories":7005},[115],{"categories":7007},[115],{"categories":7009},[118],{"categories":7011},[],{"categories":7013},[],{"categories":7015},[115],{"categories":7017},[115],{"categories":7019},[115],{"categories":7021},[127],{"categories":7023},[221],{"categories":7025},[115],{"categories":7027},[166],{"categories":7029},[],{"categories":7031},[115],{"categories":7033},[115],{"categories":7035},[256],{"categories":7037},[166],{"categories":7039},[256],{"categories":7041},[141],{"categories":7043},[144],{"categories":7045},[115],{"categories":7047},[115],{"categories":7049},[],{"categories":7051},[],{"categories":7053},[127],{"categories":7055},[],{"categories":7057},[115],{"categories":7059},[494],{"categories":7061},[115],{"categories":7063},[115],{"categories":7065},[115],{"categories":7067},[115],{"categories":7069},[],{"categories":7071},[127],{"categories":7073},[115],{"categories":7075},[115],{"categories":7077},[],{"categories":7079},[127],{"categories":7081},[127],{"categories":7083},[115],{"categories":7085},[166],{"categories":7087},[115],{"categories":7089},[256],{"categories":7091},[115],{"categories":7093},[127],{"categories":7095},[70],{"categories":7097},[130],{"categories":7099},[115],{"categories":7101},[115],{"categories":7103},[127],{"categories":7105},[127],{"categories":7107},[144],{"categories":7109},[127],{"categories":7111},[127],{"categories":7113},[],{"categories":7115},[115],{"categories":7117},[127],{"categories":7119},[],{"categories":7121},[115],{"categories":7123},[],{"categories":7125},[166],{"categories":7127},[70],{"categories":7129},[],{"categories":7131},[115],{"categories":7133},[115],{"categories":7135},[115],{"categories":7137},[],{"categories":7139},[127],{"categories":7141},[221],{"categories":7143},[118],{"categories":7145},[115],{"categories":7147},[],{"categories":7149},[70],{"categories":7151},[256],{"categories":7153},[115],{"categories":7155},[141],{"categories":7157},[118],{"categories":7159},[144],{"categories":7161},[70],{"categories":7163},[141],{"categories":7165},[127],{"categories":7167},[141],{"categories":7169},[],{"categories":7171},[115],{"categories":7173},[130],{"categories":7175},[130],{"categories":7177},[115],{"categories":7179},[],{"categories":7181},[127],{"categories":7183},[127],{"categories":7185},[118],{"categories":7187},[221],{"categories":7189},[115],{"categories":7191},[115],{"categories":7193},[118],{"categories":7195},[127],{"categories":7197},[299],{"categories":7199},[115],{"categories":7201},[115],{"categories":7203},[115],{"categories":7205},[115],{"categories":7207},[115],{"categories":7209},[118],{"categories":7211},[115],{"categories":7213},[141],{"categories":7215},[144],{"categories":7217},[127],{"categories":7219},[],{"categories":7221},[115],{"categories":7223},[115],{"categories":7225},[115],{"categories":7227},[141],{"categories":7229},[127],{"categories":7231},[166],{"categories":7233},[141],{"categories":7235},[115],{"categories":7237},[130],{"categories":7239},[115],{"categories":7241},[],{"categories":7243},[221],{"categories":7245},[141],{"categories":7247},[166],{"categories":7249},[115],{"categories":7251},[115],{"categories":7253},[118],{"categories":7255},[127],{"categories":7257},[115],{"categories":7259},[115],{"categories":7261},[127],{"categories":7263},[130],{"categories":7265},[115],{"categories":7267},[127],{"categories":7269},[115],{"categories":7271},[70],{"categories":7273},[115],{"categories":7275},[127],{"categories":7277},[127,299],{"categories":7279},[115],{"categories":7281},[115],{"categories":7283},[127],{"categories":7285},[141],{"categories":7287},[115],{"categories":7289},[115],{"categories":7291},[115],{"categories":7293},[144],{"categories":7295},[127],{"categories":7297},[256],{"categories":7299},[127],{"categories":7301},[70],{"categories":7303},[],{"categories":7305},[127],{"categories":7307},[115],{"categories":7309},[70],{"categories":7311},[],{"categories":7313},[],{"categories":7315},[115],{"categories":7317},[141],{"categories":7319},[115],{"categories":7321},[115],{"categories":7323},[115],{"categories":7325},[127],{"categories":7327},[115],{"categories":7329},[144],{"categories":7331},[256],{"categories":7333},[115],{"categories":7335},[115],{"categories":7337},[115],{"categories":7339},[115],{"categories":7341},[127],{"categories":7343},[],{"categories":7345},[127],{"categories":7347},[166],{"categories":7349},[115],{"categories":7351},[127],{"categories":7353},[127],{"categories":7355},[115],{"categories":7357},[],{"categories":7359},[166],{"categories":7361},[141],{"categories":7363},[3535],{"categories":7365},[118],{"categories":7367},[141],{"categories":7369},[115],{"categories":7371},[127],{"categories":7373},[115],{"categories":7375},[115],{"categories":7377},[256],{"categories":7379},[141],{"categories":7381},[144],{"categories":7383},[],{"categories":7385},[166],{"categories":7387},[115],{"categories":7389},[115],{"categories":7391},[],{"categories":7393},[127],{"categories":7395},[115],{"categories":7397},[115],{"categories":7399},[115],{"categories":7401},[115],{"categories":7403},[127],{"categories":7405},[115],{"categories":7407},[115],{"categories":7409},[115],{"categories":7411},[115],{"categories":7413},[115],{"categories":7415},[130],{"categories":7417},[115],{"categories":7419},[127],{"categories":7421},[115],{"categories":7423},[115],{"categories":7425},[115],{"categories":7427},[115],{"categories":7429},[115],{"categories":7431},[115],{"categories":7433},[115],{"categories":7435},[70],{"categories":7437},[],{"categories":7439},[130],{"categories":7441},[115],{"categories":7443},[166],{"categories":7445},[127],{"categories":7447},[115],{"categories":7449},[141],{"categories":7451},[],{"categories":7453},[141],{"categories":7455},[141],{"categories":7457},[127],{"categories":7459},[141],{"categories":7461},[115],{"categories":7463},[115],{"categories":7465},[115],{"categories":7467},[127],{"categories":7469},[141],{"categories":7471},[115],{"categories":7473},[115],{"categories":7475},[115],{"categories":7477},[127],{"categories":7479},[166],{"categories":7481},[115],{"categories":7483},[115],{"categories":7485},[115],{"categories":7487},[70],{"categories":7489},[115],{"categories":7491},[127],{"categories":7493},[221],{"categories":7495},[],{"categories":7497},[115],{"categories":7499},[115],{"categories":7501},[144],{"categories":7503},[115],{"categories":7505},[127],{"categories":7507},[115],{"categories":7509},[115],{"categories":7511},[],{"categories":7513},[115],{"categories":7515},[115],{"categories":7517},[166],{"categories":7519},[115],{"categories":7521},[115],{"categories":7523},[127],{"categories":7525},[256],{"categories":7527},[],{"categories":7529},[],{"categories":7531},[141],{"categories":7533},[115],{"categories":7535},[115],{"categories":7537},[130],{"categories":7539},[166],{"categories":7541},[115],{"categories":7543},[141],{"categories":7545},[166],{"categories":7547},[115],{"categories":7549},[115],{"categories":7551},[256],{"categories":7553},[144],{"categories":7555},[115],{"categories":7557},[115],{"categories":7559},[118],{"categories":7561},[127],{"categories":7563},[115],{"categories":7565},[115],{"categories":7567},[127],{"categories":7569},[70],{"categories":7571},[127],{"categories":7573},[141],{"categories":7575},[115],{"categories":7577},[70],{"categories":7579},[],{"categories":7581},[115],{"categories":7583},[144],{"categories":7585},[115],{"categories":7587},[115],{"categories":7589},[],{"categories":7591},[166],{"categories":7593},[115],{"categories":7595},[127],{"categories":7597},[144],{"categories":7599},[115],{"categories":7601},[141],{"categories":7603},[141],{"categories":7605},[141],{"categories":7607},[115],{"categories":7609},[127],{"categories":7611},[127],{"categories":7613},[115],{"categories":7615},[127],{"categories":7617},[115],{"categories":7619},[115],{"categories":7621},[221],{"categories":7623},[144],{"categories":7625},[144],{"categories":7627},[],{"categories":7629},[166],{"categories":7631},[115],{"categories":7633},[115],{"categories":7635},[141],{"categories":7637},[],{"categories":7639},[166],{"categories":7641},[166],{"categories":7643},[166],{"categories":7645},[],{"categories":7647},[127],{"categories":7649},[115],{"categories":7651},[],{"categories":7653},[118],{"categories":7655},[70],{"categories":7657},[],{"categories":7659},[115],{"categories":7661},[115],{"categories":7663},[],{"categories":7665},[141],{"categories":7667},[],{"categories":7669},[],{"categories":7671},[],{"categories":7673},[],{"categories":7675},[115],{"categories":7677},[166],{"categories":7679},[],{"categories":7681},[],{"categories":7683},[115],{"categories":7685},[115],{"categories":7687},[115],{"categories":7689},[144],{"categories":7691},[115],{"categories":7693},[144],{"categories":7695},[],{"categories":7697},[144],{"categories":7699},[144],{"categories":7701},[299],{"categories":7703},[127],{"categories":7705},[141],{"categories":7707},[],{"categories":7709},[],{"categories":7711},[144],{"categories":7713},[141],{"categories":7715},[141],{"categories":7717},[141],{"categories":7719},[],{"categories":7721},[118],{"categories":7723},[141],{"categories":7725},[141],{"categories":7727},[118],{"categories":7729},[141],{"categories":7731},[70],{"categories":7733},[141],{"categories":7735},[141],{"categories":7737},[141],{"categories":7739},[144],{"categories":7741},[166],{"categories":7743},[166],{"categories":7745},[115],{"categories":7747},[141],{"categories":7749},[144],{"categories":7751},[299],{"categories":7753},[144],{"categories":7755},[144],{"categories":7757},[144],{"categories":7759},[],{"categories":7761},[70],{"categories":7763},[],{"categories":7765},[299],{"categories":7767},[141],{"categories":7769},[141],{"categories":7771},[141],{"categories":7773},[127],{"categories":7775},[166,70],{"categories":7777},[144],{"categories":7779},[],{"categories":7781},[],{"categories":7783},[144],{"categories":7785},[],{"categories":7787},[144],{"categories":7789},[166],{"categories":7791},[127],{"categories":7793},[],{"categories":7795},[141],{"categories":7797},[115],{"categories":7799},[221],{"categories":7801},[],{"categories":7803},[115],{"categories":7805},[],{"categories":7807},[166],{"categories":7809},[118],{"categories":7811},[144],{"categories":7813},[],{"categories":7815},[141],{"categories":7817},[166],[7819,7899,8083,8200],{"id":7820,"title":7821,"ai":7822,"body":7827,"categories":7873,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7874,"navigation":93,"path":7887,"published_at":7888,"question":71,"scraped_at":7889,"seo":7890,"sitemap":7891,"source_id":7892,"source_name":100,"source_type":101,"source_url":7893,"stem":7894,"tags":7895,"thumbnail_url":71,"tldr":7896,"tweet":71,"unknown_tags":7897,"__hash__":7898},"summaries\u002Fsummaries\u002F355d8aee33bd32ed-moving-beyond-simple-voice-ai-the-shift-to-outcome-summary.md","Moving Beyond Simple Voice AI: The Shift to Outcome-Based Agents",{"provider":7,"model":8,"input_tokens":7823,"output_tokens":7824,"processing_time_ms":7825,"cost_usd":7826},6574,586,3176,0.0025225,{"type":14,"value":7828,"toc":7869},[7829,7833,7836,7839,7859,7863,7866],[17,7830,7832],{"id":7831},"from-commodity-calls-to-complex-workflows","From Commodity Calls to Complex Workflows",[22,7834,7835],{},"Ringg, an Indian voice AI startup, has raised $10 million in a Series A extension (led by Peak XV Partners, bringing total funding to $15.5 million) to transition its business model. Originally launched as a text-to-speech startup, the company initially focused on high-volume, low-complexity tasks like lead qualification and loan collection. The founders identified that these tasks were commoditized, leading to a \"price game\" with low customer stickiness.",[22,7837,7838],{},"To build long-term defensibility, Ringg is shifting toward \"outcome-based\" agents. Instead of just making calls, these agents are designed to complete multi-step enterprise workflows, such as:",[33,7840,7841,7847,7853],{},[36,7842,7843,7846],{},[39,7844,7845],{},"Healthcare:"," Appointment booking and post-visit follow-ups (currently deployed across 1,200 clinics for Practo).",[36,7848,7849,7852],{},[39,7850,7851],{},"Fintech:"," Onboarding and KYC (Know Your Customer) verification.",[36,7854,7855,7858],{},[39,7856,7857],{},"E-commerce:"," Abandoned-cart recovery.",[17,7860,7862],{"id":7861},"the-orchestration-strategy","The Orchestration Strategy",[22,7864,7865],{},"While Ringg builds its own speech recognition and generation models, it currently operates as an orchestration layer. This allows the platform to route tasks to the most efficient models depending on the specific use case, balancing performance with the high costs of running proprietary infrastructure.",[22,7867,7868],{},"Though voice remains the primary channel (70% of business), the company is expanding into omnichannel support, including WhatsApp, chat, and browser-based automation. Their go-to-market strategy focuses on partnering with Global Capability Centers (GCCs) in India—offshore hubs for multinational corporations—to integrate AI automation alongside human support teams. This approach allows them to capture value by owning the customer relationship and the successful completion of complex tasks, rather than competing solely on raw model performance.",{"title":63,"searchDepth":64,"depth":64,"links":7870},[7871,7872],{"id":7831,"depth":64,"text":7832},{"id":7861,"depth":64,"text":7862},[115],{"content_references":7875,"triage":7884},[7876,7879],{"type":77,"title":7877,"url":7878,"context":80},"Ringg","https:\u002F\u002Fwww.ringg.ai\u002F",{"type":7880,"title":7881,"author":7882,"context":7883},"report","State of Business Calling Report 2026","Truecaller","cited",{"relevance":89,"novelty":90,"quality":89,"actionability":90,"composite":7885,"reasoning":7886},3.6,"Category: AI & LLMs. The article discusses the transition of a voice AI startup to outcome-based agents, addressing a specific audience pain point about moving from simple applications to more complex, production-ready solutions. It provides insights into the company's strategy and use cases, but lacks detailed actionable steps for implementation.","\u002Fsummaries\u002F355d8aee33bd32ed-moving-beyond-simple-voice-ai-the-shift-to-outcome-summary","2026-08-26 03:30:00","2026-08-27 03:13:07",{"title":7821,"description":63},{"loc":7887},"355d8aee33bd32ed","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F08\u002F25\u002Findias-ringg-gets-backing-from-peak-xv-as-it-pushes-voice-ai-past-the-phone-call\u002F","summaries\u002F355d8aee33bd32ed-moving-beyond-simple-voice-ai-the-shift-to-outcome-summary",[106,105,107,108],"Voice AI startup Ringg raised $10M to pivot from high-volume, low-complexity outbound calls to complex, outcome-driven enterprise workflows like healthcare booking and KYC onboarding.",[107,108],"pFml4GxpvBirE76yj9g9dFT95ymo0HQ8SO05hB2kJ0Q",{"id":7900,"title":7901,"ai":7902,"body":7907,"categories":8054,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":8055,"navigation":93,"path":8066,"published_at":8067,"question":71,"scraped_at":8068,"seo":8069,"sitemap":8070,"source_id":8071,"source_name":8072,"source_type":8073,"source_url":8074,"stem":8075,"tags":8076,"thumbnail_url":8078,"tldr":8079,"tweet":8080,"unknown_tags":8081,"__hash__":8082},"summaries\u002Fsummaries\u002F1932303127227acf-saas-in-the-agent-economy-surviving-the-ai-shift-summary.md","SaaS in the Agent Economy: Surviving the AI Shift",{"provider":7,"model":8,"input_tokens":7903,"output_tokens":7904,"processing_time_ms":7905,"cost_usd":7906},4731,1053,5641,0.00276225,{"type":14,"value":7908,"toc":8046},[7909,7913,7916,7920,7923,7943,7947,7950,7977,7981,7984,8004,8008,8028,8032],[17,7910,7912],{"id":7911},"the-shift-from-human-centric-to-agent-centric-saas","The Shift from Human-Centric to Agent-Centric SaaS",[22,7914,7915],{},"Craig Hewitt argues that the current AI wave is fundamentally different from previous technological shifts like the rise of cloud computing or payment processors. While previous shifts lowered the barrier to entry, the agent economy replaces roles entirely. The core challenge for bootstrapped founders is that software is no longer just for humans; it is increasingly being consumed by AI agents that prioritize efficiency, API accessibility, and structured data over traditional UI\u002FUX.",[17,7917,7919],{"id":7918},"immediate-threats-to-bootstrapped-saas","Immediate Threats to Bootstrapped SaaS",[22,7921,7922],{},"Hewitt identifies three primary threats that founders must address immediately:",[33,7924,7925,7931,7937],{},[36,7926,7927,7930],{},[39,7928,7929],{},"Product Commoditization:"," Features that were once core value propositions are now easily replicated by LLMs. If your SaaS is just a wrapper around a public API, your moat is effectively zero.",[36,7932,7933,7936],{},[39,7934,7935],{},"Team Lobotomization:"," Relying on AI to do the 'thinking' for your team can lead to a loss of institutional knowledge and critical problem-solving skills. Founders must ensure their teams remain the architects, not just the editors, of AI output.",[36,7938,7939,7942],{},[39,7940,7941],{},"The 'Skill' Trap:"," Founders who focus on learning 'prompt engineering' rather than deep product strategy are missing the point. The skill that matters is understanding how to integrate your product into the broader agent ecosystem.",[17,7944,7946],{"id":7945},"the-four-moats-in-an-agent-first-world","The Four Moats in an Agent-First World",[22,7948,7949],{},"As traditional UI-based value diminishes, Hewitt highlights four defensible positions for SaaS businesses:",[7951,7952,7953,7959,7965,7971],"ol",{},[36,7954,7955,7958],{},[39,7956,7957],{},"Proprietary Data:"," If your product generates unique data that agents need to function, you have a durable advantage.",[36,7960,7961,7964],{},[39,7962,7963],{},"System-of-Record:"," Becoming the 'source of truth' for a specific business process makes your software sticky because it is difficult for agents to migrate or replace deep operational workflows.",[36,7966,7967,7970],{},[39,7968,7969],{},"Speed of Execution:"," In an era where AI can build software quickly, the advantage goes to those who can ship, iterate, and integrate faster than the competition.",[36,7972,7973,7976],{},[39,7974,7975],{},"Human Sales & Relationships:"," High-touch, complex B2B sales remain difficult for agents to replicate. Human trust is a premium asset that AI cannot currently commoditize.",[17,7978,7980],{"id":7979},"preparing-for-the-agent-economy","Preparing for the Agent Economy",[22,7982,7983],{},"To survive the next 24 months, Hewitt advises founders to shift their technical and operational focus:",[33,7985,7986,7992,7998],{},[36,7987,7988,7991],{},[39,7989,7990],{},"API-First Design:"," If your product doesn't have a robust API, CLI, or MCP (Model Context Protocol) implementation, it is invisible to agents.",[36,7993,7994,7997],{},[39,7995,7996],{},"Pricing Models:"," Move toward per-outcome or usage-based pricing. Agents are cost-sensitive and will optimize for the most efficient path to a result.",[36,7999,8000,8003],{},[39,8001,8002],{},"Token-Maxing Culture:"," Build a team that treats AI as a force multiplier. This means rethinking 'right person, right seat' to prioritize those who can orchestrate AI agents to perform the work of multiple traditional roles.",[17,8005,8007],{"id":8006},"key-takeaways","Key Takeaways",[33,8009,8010,8013,8016,8019,8022,8025],{},[36,8011,8012],{},"Stop building for humans only; start building for agents that will use your software.",[36,8014,8015],{},"Prioritize API accessibility and clean documentation to ensure your product is 'agent-readable.'",[36,8017,8018],{},"Focus on proprietary data sets that AI models cannot easily scrape or replicate.",[36,8020,8021],{},"Shift pricing models to align with the value delivered per outcome, as agents will naturally gravitate toward cost-efficient tools.",[36,8023,8024],{},"Avoid the 'skill trap' by focusing on product strategy rather than just prompt engineering.",[36,8026,8027],{},"Build a 'token-maxing' culture where team members are evaluated on their ability to leverage AI to scale output.",[17,8029,8031],{"id":8030},"notable-quotes","Notable Quotes",[33,8033,8034,8037,8040,8043],{},[36,8035,8036],{},"\"The next few years will be the hardest stretch most of us have lived through because AI doesn't just lower the barrier to entry; it replaces roles.\"",[36,8038,8039],{},"\"If your SaaS is just a wrapper around a public API, your moat is effectively zero.\"",[36,8041,8042],{},"\"Agents don't care about your beautiful UI; they care about your API, your documentation, and your ability to deliver a result at the lowest cost.\"",[36,8044,8045],{},"\"The skill that matters is not prompt engineering; it is understanding how to integrate your product into the broader agent ecosystem.\"",{"title":63,"searchDepth":64,"depth":64,"links":8047},[8048,8049,8050,8051,8052,8053],{"id":7911,"depth":64,"text":7912},{"id":7918,"depth":64,"text":7919},{"id":7945,"depth":64,"text":7946},{"id":7979,"depth":64,"text":7980},{"id":8006,"depth":64,"text":8007},{"id":8030,"depth":64,"text":8031},[70],{"content_references":8056,"triage":8063},[8057,8059,8061],{"type":77,"title":8058,"context":80},"Model Context Protocol (MCP)",{"type":77,"title":8060,"context":80},"Castos",{"type":77,"title":8062,"context":80},"TinySeed",{"relevance":88,"novelty":89,"quality":89,"actionability":89,"composite":8064,"reasoning":8065},4.35,"Category: Business & SaaS. The article discusses the shift in SaaS towards agent-centric models, addressing specific pain points for founders, such as product commoditization and the importance of proprietary data. It provides actionable insights on how to maintain a competitive edge in this new landscape.","\u002Fsummaries\u002F1932303127227acf-saas-in-the-agent-economy-surviving-the-ai-shift-summary","2026-05-25 10:00:18","2026-05-30 14:01:57",{"title":7901,"description":63},{"loc":8066},"1932303127227acf","MicroConf","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=KlnQuksW7qU","summaries\u002F1932303127227acf-saas-in-the-agent-economy-surviving-the-ai-shift-summary",[105,106,8077,107],"product-strategy","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FKlnQuksW7qU\u002Fhqdefault.jpg","AI is shifting SaaS from human-centric interfaces to agent-to-agent interactions, requiring founders to prioritize API-first design, proprietary data, and radical team efficiency to survive.","In this [MicroConf](https:\u002F\u002Fmicroconf.com) talk, Craig Hewitt outlines how bootstrapped founders can adapt their products and teams for an \"agent-first\" market. He argues that software must evolve to be machine-readable via APIs and clear documentation to remain relevant as AI agents replace traditional human-led workflows.",[107],"8UJZtc67HhJkgz6rJcN41uJgavtjuL6SxUHnzQK5RO4",{"id":8084,"title":8085,"ai":8086,"body":8092,"categories":8184,"created_at":71,"date_modified":71,"description":8185,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":8186,"navigation":93,"path":8187,"published_at":8188,"question":71,"scraped_at":8189,"seo":8190,"sitemap":8191,"source_id":8192,"source_name":8193,"source_type":8073,"source_url":8194,"stem":8195,"tags":8196,"thumbnail_url":71,"tldr":8197,"tweet":71,"unknown_tags":8198,"__hash__":8199},"summaries\u002Fsummaries\u002Fbb6b317f207c72d3-linear-s-patient-ai-bet-pays-off-for-saas-summary.md","Linear's Patient AI Bet Pays Off for SaaS",{"provider":7,"model":8087,"input_tokens":8088,"output_tokens":8089,"processing_time_ms":8090,"cost_usd":8091},"x-ai\u002Fgrok-4.1-fast",8227,1934,22758,0.00232155,{"type":14,"value":8093,"toc":8177},[8094,8098,8101,8104,8107,8111,8114,8117,8121,8124,8127,8130,8134,8137,8140,8143,8146,8148],[17,8095,8097],{"id":8096},"skipping-the-ai-chatbot-rush-for-real-workflows","Skipping the AI Chatbot Rush for Real Workflows",[22,8099,8100],{},"Karri Saarinen, co-founder and CEO of Linear, explains how most SaaS companies mishandled early AI by slapping on chatbots without validating workflows. Linear took years to study how teams actually use AI, avoiding the trap of \"everyone else is doing it.\" Instead, they released an open agent platform with strong docs, enabling seamless integrations from coding agents like OpenAI's Codex, Coinbase's homegrown tools, and others. This made Linear the hub for guiding agents—providing context like issues, priorities, and customer requests—without bearing token costs.",[22,8102,8103],{},"\"We have spent all this couple years now like trying to understand these workflows like how do people actually want to use these things,\" Saarinen says. The result: Linear handles synthesis of customer requests, spotting patterns in feature asks (e.g., hundreds requesting multiple assignees), and clarifying organizational intent before agents execute.",[22,8105,8106],{},"This positions Linear as a \"sticky interface\" where work starts and records, ideal for an era of many agents per company. Saarinen notes, \"Linear becomes kind of like a system for guiding the agents and like building this context... You're the one who has the sort of sticky interface cuz it's where everyone is kicking things off from.\"",[17,8108,8110],{"id":8109},"saas-isnt-deadbut-public-giants-face-inertia","SaaS Isn't Dead—But Public Giants Face Inertia",[22,8112,8113],{},"The market's \"SaaS is dead\" narrative overlooks nuance, per Saarinen. Investors rightly worry about uncertain cash flows in an AI-shifting landscape, but wiping out SaaS for custom tools is simplistic. Public companies suffer most due to rigid modes and decades of inertia, while nimble growth-stage firms like Linear adapt by rethinking products from scratch.",[22,8115,8116],{},"Linear, with ~120 people (half on product), lives in \"day one\" mode: no reliance on past decisions. They track AI signals amid noise—like loops being hyped then dismissed—but test in large org contexts where outcomes matter. No investor pressure helped; they picked backers who trust deliberate calls. \"The public companies probably get hit the hardest here because they are like their modes are kind of like disappearing in a way,\" Saarinen observes.",[17,8118,8120],{"id":8119},"ditching-vanity-metrics-for-product-outcomes","Ditching Vanity Metrics for Product Outcomes",[22,8122,8123],{},"Internally, Linear shifted from skepticism (\"Is AI just autocomplete?\") to full adoption: engineers, designers, and PMs use agents. But vanity metrics like token spend, PR volume, or \"% agent-written code\" mislead—activity ≠ value. Token sellers incentivize over-spending, ignoring negative impacts.",[22,8125,8126],{},"True signals: product improvement (user love, revenue), bug rates, feature feedback. Linear enforces a \"zero bugs\" policy: triage via Linear team, 1-week SLA fixes. Agents handle first-pass fixes, engineers review in-app. \"Now I almost feel like with the agents and AI is almost like why do you even have bugs in your product like you should be like there's no excuse for it anymore.\"",[22,8128,8129],{},"Lagging indicators like profits guide, balanced by per-team token use as signals, not absolutes. Quality trumps quantity: \"It's not always like activity is always positive like sometimes it can be negative too.\"",[17,8131,8133],{"id":8132},"ai-accelerates-execution-not-problem-finding","AI Accelerates Execution, Not Problem-Finding",[22,8135,8136],{},"AI shortens loops across roles, but Saarinen balances speed with deliberation. Product: A custom \"Linear way\" skill digests docs\u002Ffeature requests, synthesizing problems (e.g., core reasons for multi-assignee asks) to prioritize. No more manual hunting.",[22,8138,8139],{},"Design: Saarinen prefers manual Figma exploration for thoughtful iteration—speed skips self-checks. Team prototypes via VR builds for live testing. Engineering: Slack convos → agent-created issues instantly. Overall: Fast execution post-decision, slow problem selection.",[22,8141,8142],{},"\"I don't want the problem finding to be fast. Like you should take the time to find the right problem and like the right approach for the problem and then once you decide that then you can go faster on it,\" Saarinen emphasizes. Danger: Speed-running ideas without framing vs. alternatives leads to unprioritized prototypes.",[22,8144,8145],{},"Linear's tasteful, patient build—closed beta, minimal funding—mirrors this: quality over hype, craft over chaos.",[17,8147,8007],{"id":8006},[33,8149,8150,8153,8156,8159,8162,8165,8168,8171,8174],{},[36,8151,8152],{},"Study AI workflows deeply before building; chatbots rarely add real value without validated use cases.",[36,8154,8155],{},"Build open platforms (e.g., strong docs for agent integrations) to become the context layer, avoiding token costs.",[36,8157,8158],{},"Ignore vanity metrics like token spend or PRs; track bugs, user feedback, and revenue for true progress.",[36,8160,8161],{},"Enforce zero-bug policies with agents for triage\u002Ffixes—demand quality in AI outputs.",[36,8163,8164],{},"Slow down problem-finding and prioritization; speed up execution once committed.",[36,8166,8167],{},"SaaS wins by adapting fresh: treat AI as day-one rethink, not bolt-on.",[36,8169,8170],{},"Use AI to synthesize customer requests\u002Fpatterns for faster prioritization.",[36,8172,8173],{},"Turn informal chats (Slack) into actionable issues instantly to close loops.",[36,8175,8176],{},"Pick investors who trust deliberate pacing over market noise.",{"title":63,"searchDepth":64,"depth":64,"links":8178},[8179,8180,8181,8182,8183],{"id":8096,"depth":64,"text":8097},{"id":8109,"depth":64,"text":8110},{"id":8119,"depth":64,"text":8120},{"id":8132,"depth":64,"text":8133},{"id":8006,"depth":64,"text":8007},[70],"Founded in 2019, Linear is the rare company started pre-ChatGPT to have successfully reinvented itself as an agent-native business.\nOn this episode of AI & I, Dan Shipper sat down with Karri Saarinen, cofounder and CEO of the product management tool, to discuss building a platform where humans and agents develop software together—and why the \"SaaSpocalypse\" isn’t coming for all SaaS companies. \n\nIf you found this episode interesting, please like, subscribe, comment, and share! \n\nTo hear more from Dan Shipper:\nSubscribe to Every: https:\u002F\u002Fevery.to\u002Fsubscribe \nFollow him on X: https:\u002F\u002Ftwitter.com\u002Fdanshipper \n\nVisit  https:\u002F\u002Fscl.ai\u002Fdialect to learn more about Dialect, a new system from Scale AI.\n\nTimestamps:\n0:00 Introduction \n2:00 Why Linear waited to ship AI features instead of rushing to chatbots \n5:06 Linear's agent platform and becoming the system that guides AI agents \n7:42 Why \"SaaS is dead\" is a simplistic narrative \n12:18 How Linear adopted AI coding tools\n17:45 AI's impact on product building workflows—speed versus thoughtfulness \n22:18 The value of conceptual work and thinking before shipping \n29:30 How AI is reshaping Linear's product strategy  \n37:18 Demo: Linear's agent skills, shared context, and code review workflow \n47:48 The future of product development and the enduring role of human judgment",{},"\u002Fsummaries\u002Fbb6b317f207c72d3-linear-s-patient-ai-bet-pays-off-for-saas-summary","2026-04-01 15:00:12","2026-04-03 21:15:56",{"title":8085,"description":8185},{"loc":8187},"bb6b317f207c72d3","Every","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=8QcW9-dal0g","summaries\u002Fbb6b317f207c72d3-linear-s-patient-ai-bet-pays-off-for-saas-summary",[105,106,8077,107],"Linear skipped early AI hype like chatbots, built an agent-friendly platform, and positioned itself as the sticky context layer for AI workflows—proving SaaS thrives by understanding real value over rushing tokens.",[107],"F-yuiQWPDw1tb3RWENsYQmhG2V5F6A5ETrOttCPIRxg",{"id":8201,"title":8202,"ai":8203,"body":8208,"categories":8251,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":8252,"navigation":93,"path":8262,"published_at":8263,"question":71,"scraped_at":8263,"seo":8264,"sitemap":8265,"source_id":8266,"source_name":8267,"source_type":101,"source_url":8268,"stem":8269,"tags":8270,"thumbnail_url":71,"tldr":8271,"tweet":71,"unknown_tags":8272,"__hash__":8273},"summaries\u002Fsummaries\u002F0765deb144589280-scaling-ai-engineering-how-airbnb-integrates-gpt-6-summary.md","Scaling AI Engineering: How Airbnb Integrates GPT-6 Astra",{"provider":7,"model":8,"input_tokens":8204,"output_tokens":8205,"processing_time_ms":8206,"cost_usd":8207},4212,494,2680,0.001794,{"type":14,"value":8209,"toc":8247},[8210,8214,8217,8221,8224,8244],[17,8211,8213],{"id":8212},"beyond-code-generation-expanding-ai-utility","Beyond Code Generation: Expanding AI Utility",[22,8215,8216],{},"Airbnb’s integration of OpenAI’s frontier models, specifically GPT-6 Astra, marks a shift from simple code assistance to complex problem-solving. While previous iterations like Codex and GPT-5.6 (Sol, Terra, and Luna) focused heavily on software development and internal AI agent creation, the new deployment of Astra focuses on high-level engineering tasks. Engineers are utilizing the model to debug complex systems, architect new designs, and brainstorm technical approaches. The efficiency gains are significant: internal testing indicates that strategic documentation and non-coding tasks that previously required 20+ iterations can now be completed in 3–4 passes.",[17,8218,8220],{"id":8219},"operationalizing-ai-across-the-marketplace","Operationalizing AI Across the Marketplace",[22,8222,8223],{},"Beyond the engineering stack, Airbnb is embedding these models into the core of its marketplace operations. The company is leveraging the improved price-performance and efficiency of the latest OpenAI frontier models to automate and optimize several critical business functions:",[33,8225,8226,8232,8238],{},[36,8227,8228,8231],{},[39,8229,8230],{},"Search and Discovery:"," Improving the alignment between guest intent and platform results.",[36,8233,8234,8237],{},[39,8235,8236],{},"Trust and Safety:"," Enhancing fraud detection and the processing of insurance claims.",[36,8239,8240,8243],{},[39,8241,8242],{},"Customer Support:"," Streamlining assistance for guests during travel disruptions.",[22,8245,8246],{},"By accessing these models through both OpenAI APIs and Amazon Bedrock, Airbnb is positioning its infrastructure to support a broader product ecosystem, including services like car rentals and airport pickups, ensuring that development teams can iterate faster as the platform expands.",{"title":63,"searchDepth":64,"depth":64,"links":8248},[8249,8250],{"id":8212,"depth":64,"text":8213},{"id":8219,"depth":64,"text":8220},[115],{"content_references":8253,"triage":8260},[8254,8257],{"type":77,"title":8255,"publisher":8256,"context":80},"GPT-6 Astra","OpenAI",{"type":77,"title":8258,"publisher":8259,"context":80},"Amazon Bedrock","Amazon",{"relevance":88,"novelty":89,"quality":89,"actionability":89,"composite":8064,"reasoning":8261},"Category: AI & LLMs. The article provides a detailed account of how Airbnb is integrating GPT-6 Astra into various engineering and operational tasks, addressing specific audience pain points such as moving beyond simple code generation to complex problem-solving. It offers actionable insights into how AI can be operationalized across different business functions, making it relevant for product builders.","\u002Fsummaries\u002F0765deb144589280-scaling-ai-engineering-how-airbnb-integrates-gpt-6-summary","2026-09-24 03:21:00",{"title":8202,"description":63},{"loc":8262},"0765deb144589280","OpenAI News","https:\u002F\u002Fopenai.com\u002Findex\u002Fairbnb-gpt-6-astra","summaries\u002F0765deb144589280-scaling-ai-engineering-how-airbnb-integrates-gpt-6-summary",[106,105,8077,107],"Airbnb has expanded its partnership with OpenAI to integrate GPT-6 Astra across its product and engineering teams, moving beyond code generation into system design, debugging, and marketplace operations.",[107],"gWn8HSY2lpiIMs6YlhNaZ2sKYifjG2uUx43lMQYSKiE"]