[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-a4d878246a3eadf0-context-engineering-unlocks-ai-via-rag-graphrag-summary":3,"summaries-facets-categories":138,"summary-related-a4d878246a3eadf0-context-engineering-unlocks-ai-via-rag-graphrag-summary":7043},{"id":4,"title":5,"ai":6,"body":13,"categories":102,"created_at":103,"date_modified":103,"description":96,"extension":104,"faq":103,"featured":105,"kicker_label":103,"meta":106,"navigation":120,"path":121,"published_at":122,"question":103,"scraped_at":123,"seo":124,"sitemap":125,"source_id":126,"source_name":127,"source_type":128,"source_url":129,"stem":130,"tags":131,"thumbnail_url":103,"tldr":135,"tweet":103,"unknown_tags":136,"__hash__":137},"summaries\u002Fsummaries\u002Fa4d878246a3eadf0-context-engineering-unlocks-ai-via-rag-graphrag-summary.md","Context Engineering Unlocks AI via RAG & GraphRAG",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",5355,1544,13322,0.00182035,{"type":14,"value":15,"toc":95},"minimark",[16,21,25,29,32,61,64,68,71,92],[17,18,20],"h2",{"id":19},"context-trumps-model-reasoning-for-reliable-ai","Context Trumps Model Reasoning for Reliable AI",[22,23,24],"p",{},"Frontier AI models excel at reasoning but fail on relevance without proper context, leading to confidently wrong outputs. Context engineering delivers the right data—discovered, understood, and applied in real-time—while respecting governance. For example, preparing for a client meeting, a context-aware system pulls recent support tickets and deal history (e.g., upcoming renewal) but excludes internal pricing due to role-based access, producing a useful prep document instead of a generic template. This shifts the bottleneck from model limits to infrastructure: data spans databases, APIs, SaaS, cloud\u002Fon-prem, structured\u002Funstructured sources, with varying freshness and permissions.",[17,26,28],{"id":27},"four-pillars-build-contextual-intelligence","Four Pillars Build Contextual Intelligence",[22,30,31],{},"Effective context engineering rests on four interconnected elements:",[33,34,35,43,49,55],"ol",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Connected Access",": Use zero-copy federation to query data in place across the estate, ensuring freshness and intact access controls without centralizing copies.",[36,44,45,48],{},[39,46,47],{},"Knowledge Layer",": Add meaning to raw data via entity resolution, relationship mapping (hierarchies), decision traces, and institutional knowledge.",[36,50,51,54],{},[39,52,53],{},"Precision Retrieval",": Deliver only relevant context filtered by intent, role, time, and policy—avoiding 'more is better' by excluding noise.",[36,56,57,60],{},[39,58,59],{},"Runtime Governance",": Enforce permissions live at retrieval (e.g., can this agent query this source?) and response (e.g., include this result?).",[22,62,63],{},"These pillars provide visibility (access), meaning (knowledge), relevance (retrieval), and defensibility (governance), enabling better decisions in agentic AI.",[17,65,67],{"id":66},"advanced-rag-evolves-precision-retrieval","Advanced RAG Evolves Precision Retrieval",[22,69,70],{},"Basic RAG chunks documents, embeds vectors, and retrieves by similarity—great for simple lookups but limited for complex needs. Upgrade with:",[72,73,74,80,86],"ul",{},[36,75,76,79],{},[39,77,78],{},"Agentic RAG",": Agents iteratively query, assess results, and fetch more if needed.",[36,81,82,85],{},[39,83,84],{},"GraphRAG",": Navigates via graph structures—finds entities connected to a query (e.g., client-related docs via relationships) for structured precision, with vectors filling details.",[36,87,88,91],{},[39,89,90],{},"Context Compression",": Summarizes long docs, ranks by task relevance, and prioritizes signal over noise, respecting context window limits even in large-window models.",[22,93,94],{},"Combined, these make context lean, iterative, and relational, maximizing model performance: agentic decides what to retrieve, GraphRAG structures it, compression refines it.",{"title":96,"searchDepth":97,"depth":97,"links":98},"",2,[99,100,101],{"id":19,"depth":97,"text":20},{"id":27,"depth":97,"text":28},{"id":66,"depth":97,"text":67},[],null,"md",false,{"content_references":107,"triage":115},[108,112],{"type":109,"title":84,"url":110,"context":111},"other","https:\u002F\u002Fibm.biz\u002FBdpyvE","recommended",{"type":109,"title":113,"url":114,"context":111},"IBM AI Newsletter","https:\u002F\u002Fibm.biz\u002FBdpyvX",{"relevance":116,"novelty":117,"quality":117,"actionability":117,"composite":118,"reasoning":119},5,4,4.35,"Category: AI & LLMs. The article provides a deep dive into context engineering, which is crucial for building AI systems that rely on relevant data retrieval, addressing a core pain point for developers integrating AI features. It outlines specific frameworks like Agentic RAG and GraphRAG, offering actionable insights on improving AI output relevance.",true,"\u002Fsummaries\u002Fa4d878246a3eadf0-context-engineering-unlocks-ai-via-rag-graphrag-summary","2026-05-02 11:01:22","2026-05-03 16:43:37",{"title":5,"description":96},{"loc":121},"0e40dfef1a234e9b","IBM Technology","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=pN-LfxNFiTc","summaries\u002Fa4d878246a3eadf0-context-engineering-unlocks-ai-via-rag-graphrag-summary",[132,133,134],"llm","agents","rag","Context—not model intelligence—is AI's main bottleneck. Build contextual systems with connected access, knowledge layers, precision retrieval (agentic RAG, GraphRAG, compression), and runtime governance for relevant, governed outputs.",[134],"OPZuhkr26xZ9TLjwQYk3IHYgu5XQeEYNFK_ybrnVqQQ",[139,142,145,147,150,152,155,158,160,162,164,166,169,171,173,175,177,180,182,184,186,188,191,194,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,243,245,247,249,251,253,255,257,259,261,263,265,267,269,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,313,315,317,319,321,323,325,327,329,331,333,335,337,339,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,407,409,411,413,415,417,419,421,423,425,427,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,463,465,467,469,471,473,475,477,479,481,483,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,545,547,549,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,591,593,595,597,599,601,603,605,607,609,611,613,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,903,905,907,909,911,914,916,918,920,922,924,926,928,930,932,934,936,938,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011,7013,7015,7017,7019,7021,7023,7025,7027,7029,7031,7033,7035,7037,7039,7041],{"categories":140},[141],"AI & LLMs",{"categories":143},[144],"Developer Productivity",{"categories":146},[141],{"categories":148},[149],"Business & SaaS",{"categories":151},[141],{"categories":153},[154],"AI Automation",{"categories":156},[157],"Product Strategy",{"categories":159},[154],{"categories":161},[141],{"categories":163},[144],{"categories":165},[154],{"categories":167},[168],"Software Engineering",{"categories":170},[141],{"categories":172},[149],{"categories":174},[],{"categories":176},[141],{"categories":178},[179],"Inference & Serving",{"categories":181},[141],{"categories":183},[141],{"categories":185},[154],{"categories":187},[],{"categories":189},[190],"AI News & Trends",{"categories":192},[193],"Data Science & Visualization",{"categories":195},[154],{"categories":197},[141],{"categories":199},[141],{"categories":201},[149],{"categories":203},[144],{"categories":205},[141],{"categories":207},[154],{"categories":209},[190],{"categories":211},[141],{"categories":213},[154],{"categories":215},[154],{"categories":217},[141],{"categories":219},[141],{"categories":221},[154],{"categories":223},[141],{"categories":225},[141],{"categories":227},[141],{"categories":229},[154],{"categories":231},[190],{"categories":233},[141],{"categories":235},[141],{"categories":237},[141],{"categories":239},[],{"categories":241},[242],"Design & Frontend",{"categories":244},[193],{"categories":246},[190],{"categories":248},[141],{"categories":250},[141],{"categories":252},[141],{"categories":254},[],{"categories":256},[141],{"categories":258},[141],{"categories":260},[154],{"categories":262},[168],{"categories":264},[141],{"categories":266},[154],{"categories":268},[141],{"categories":270},[271],"Marketing & Growth",{"categories":273},[242],{"categories":275},[141],{"categories":277},[154],{"categories":279},[141],{"categories":281},[141],{"categories":283},[168],{"categories":285},[141],{"categories":287},[],{"categories":289},[],{"categories":291},[242],{"categories":293},[141],{"categories":295},[154],{"categories":297},[144],{"categories":299},[168],{"categories":301},[154],{"categories":303},[242],{"categories":305},[157],{"categories":307},[141],{"categories":309},[168],{"categories":311},[312],"DevOps & Cloud",{"categories":314},[154],{"categories":316},[157],{"categories":318},[190],{"categories":320},[141],{"categories":322},[],{"categories":324},[141],{"categories":326},[141],{"categories":328},[],{"categories":330},[154],{"categories":332},[168],{"categories":334},[],{"categories":336},[168],{"categories":338},[141],{"categories":340},[341],"Governance & Standards",{"categories":343},[149],{"categories":345},[],{"categories":347},[],{"categories":349},[141],{"categories":351},[141],{"categories":353},[154],{"categories":355},[141],{"categories":357},[141],{"categories":359},[154],{"categories":361},[141],{"categories":363},[141],{"categories":365},[141],{"categories":367},[],{"categories":369},[168],{"categories":371},[],{"categories":373},[],{"categories":375},[141],{"categories":377},[168],{"categories":379},[],{"categories":381},[168],{"categories":383},[141],{"categories":385},[141],{"categories":387},[271],{"categories":389},[141],{"categories":391},[141],{"categories":393},[141],{"categories":395},[242],{"categories":397},[242],{"categories":399},[141],{"categories":401},[168],{"categories":403},[154],{"categories":405},[406],"GovTech & Public-Sector Adoption",{"categories":408},[168],{"categories":410},[141],{"categories":412},[141],{"categories":414},[141],{"categories":416},[154],{"categories":418},[154],{"categories":420},[193],{"categories":422},[141],{"categories":424},[190],{"categories":426},[154],{"categories":428},[429],"Legal AI Tools",{"categories":431},[141],{"categories":433},[154],{"categories":435},[141],{"categories":437},[271],{"categories":439},[154],{"categories":441},[157],{"categories":443},[141],{"categories":445},[168],{"categories":447},[406],{"categories":449},[],{"categories":451},[154],{"categories":453},[],{"categories":455},[149],{"categories":457},[154],{"categories":459},[154],{"categories":461},[462],"RAG & Retrieval",{"categories":464},[149],{"categories":466},[141],{"categories":468},[168],{"categories":470},[168],{"categories":472},[312],{"categories":474},[242],{"categories":476},[154],{"categories":478},[141],{"categories":480},[141],{"categories":482},[],{"categories":484},[485],"Agents & Orchestration",{"categories":487},[168],{"categories":489},[141],{"categories":491},[],{"categories":493},[154],{"categories":495},[149],{"categories":497},[],{"categories":499},[141],{"categories":501},[],{"categories":503},[141],{"categories":505},[144],{"categories":507},[168],{"categories":509},[149],{"categories":511},[141],{"categories":513},[154],{"categories":515},[141],{"categories":517},[190],{"categories":519},[141],{"categories":521},[],{"categories":523},[141],{"categories":525},[],{"categories":527},[141],{"categories":529},[168],{"categories":531},[141],{"categories":533},[154],{"categories":535},[193],{"categories":537},[],{"categories":539},[141],{"categories":541},[242],{"categories":543},[544],"Models & Frontier Labs",{"categories":546},[],{"categories":548},[242],{"categories":550},[551],"Regulation & Governance of AI",{"categories":553},[157],{"categories":555},[154],{"categories":557},[],{"categories":559},[141],{"categories":561},[141],{"categories":563},[154],{"categories":565},[154],{"categories":567},[190],{"categories":569},[141],{"categories":571},[149],{"categories":573},[141],{"categories":575},[154],{"categories":577},[],{"categories":579},[168],{"categories":581},[154],{"categories":583},[141],{"categories":585},[157],{"categories":587},[141],{"categories":589},[590],"AI Policy & Regulation",{"categories":592},[],{"categories":594},[141],{"categories":596},[154],{"categories":598},[157],{"categories":600},[154],{"categories":602},[141],{"categories":604},[141],{"categories":606},[141],{"categories":608},[154],{"categories":610},[],{"categories":612},[193],{"categories":614},[615],"Evals & Reliability",{"categories":617},[141],{"categories":619},[141],{"categories":621},[],{"categories":623},[144],{"categories":625},[406],{"categories":627},[590],{"categories":629},[141],{"categories":631},[149],{"categories":633},[141],{"categories":635},[154],{"categories":637},[141],{"categories":639},[154],{"categories":641},[485],{"categories":643},[141],{"categories":645},[168],{"categories":647},[141],{"categories":649},[],{"categories":651},[242],{"categories":653},[],{"categories":655},[141],{"categories":657},[406],{"categories":659},[141],{"categories":661},[141],{"categories":663},[141],{"categories":665},[],{"categories":667},[141],{"categories":669},[242],{"categories":671},[168],{"categories":673},[],{"categories":675},[141],{"categories":677},[],{"categories":679},[154],{"categories":681},[141],{"categories":683},[242],{"categories":685},[],{"categories":687},[141],{"categories":689},[141],{"categories":691},[193],{"categories":693},[154],{"categories":695},[141],{"categories":697},[149],{"categories":699},[154],{"categories":701},[141],{"categories":703},[141],{"categories":705},[168],{"categories":707},[242],{"categories":709},[141],{"categories":711},[154],{"categories":713},[],{"categories":715},[168],{"categories":717},[154],{"categories":719},[193],{"categories":721},[],{"categories":723},[141],{"categories":725},[190],{"categories":727},[141],{"categories":729},[],{"categories":731},[141],{"categories":733},[141],{"categories":735},[141],{"categories":737},[149,271],{"categories":739},[],{"categories":741},[168],{"categories":743},[141],{"categories":745},[141],{"categories":747},[154],{"categories":749},[141],{"categories":751},[],{"categories":753},[],{"categories":755},[141],{"categories":757},[242],{"categories":759},[141],{"categories":761},[],{"categories":763},[141],{"categories":765},[312],{"categories":767},[],{"categories":769},[154],{"categories":771},[190],{"categories":773},[141],{"categories":775},[141],{"categories":777},[242],{"categories":779},[],{"categories":781},[190],{"categories":783},[141],{"categories":785},[179],{"categories":787},[141],{"categories":789},[141],{"categories":791},[154],{"categories":793},[190],{"categories":795},[544],{"categories":797},[141],{"categories":799},[271],{"categories":801},[],{"categories":803},[154],{"categories":805},[149],{"categories":807},[168],{"categories":809},[141],{"categories":811},[154],{"categories":813},[],{"categories":815},[141,312],{"categories":817},[141],{"categories":819},[141],{"categories":821},[141],{"categories":823},[154],{"categories":825},[141,168],{"categories":827},[193],{"categories":829},[141],{"categories":831},[141],{"categories":833},[141],{"categories":835},[168],{"categories":837},[141],{"categories":839},[154],{"categories":841},[154],{"categories":843},[590],{"categories":845},[271],{"categories":847},[141],{"categories":849},[154],{"categories":851},[141],{"categories":853},[141],{"categories":855},[154],{"categories":857},[],{"categories":859},[154],{"categories":861},[141],{"categories":863},[141],{"categories":865},[154],{"categories":867},[141],{"categories":869},[141,149],{"categories":871},[141],{"categories":873},[149],{"categories":875},[],{"categories":877},[242],{"categories":879},[242],{"categories":881},[141],{"categories":883},[],{"categories":885},[],{"categories":887},[141],{"categories":889},[190],{"categories":891},[],{"categories":893},[144],{"categories":895},[141],{"categories":897},[168],{"categories":899},[141],{"categories":901},[902],"Generative UI & Design-to-Code",{"categories":904},[141],{"categories":906},[141],{"categories":908},[242],{"categories":910},[141],{"categories":912},[913],"Algorithmic Accountability",{"categories":915},[154],{"categories":917},[168],{"categories":919},[190],{"categories":921},[242],{"categories":923},[141],{"categories":925},[],{"categories":927},[157],{"categories":929},[141],{"categories":931},[141],{"categories":933},[141],{"categories":935},[141],{"categories":937},[154],{"categories":939},[940],"MLOps & Infrastructure",{"categories":942},[141],{"categories":944},[141],{"categories":946},[141],{"categories":948},[141],{"categories":950},[141],{"categories":952},[168],{"categories":954},[190],{"categories":956},[141],{"categories":958},[157],{"categories":960},[144],{"categories":962},[141],{"categories":964},[154],{"categories":966},[312],{"categories":968},[141],{"categories":970},[149],{"categories":972},[141],{"categories":974},[242],{"categories":976},[141],{"categories":978},[141],{"categories":980},[154],{"categories":982},[],{"categories":984},[],{"categories":986},[141],{"categories":988},[179],{"categories":990},[242],{"categories":992},[190],{"categories":994},[193],{"categories":996},[],{"categories":998},[141],{"categories":1000},[141],{"categories":1002},[149],{"categories":1004},[154],{"categories":1006},[141],{"categories":1008},[141],{"categories":1010},[141],{"categories":1012},[141],{"categories":1014},[190],{"categories":1016},[179],{"categories":1018},[141],{"categories":1020},[242],{"categories":1022},[141],{"categories":1024},[],{"categories":1026},[154],{"categories":1028},[168],{"categories":1030},[],{"categories":1032},[141],{"categories":1034},[141],{"categories":1036},[154],{"categories":1038},[168],{"categories":1040},[141],{"categories":1042},[193],{"categories":1044},[242],{"categories":1046},[],{"categories":1048},[141],{"categories":1050},[],{"categories":1052},[141],{"categories":1054},[],{"categories":1056},[141],{"categories":1058},[141],{"categories":1060},[157],{"categories":1062},[149],{"categories":1064},[154],{"categories":1066},[154],{"categories":1068},[],{"categories":1070},[141],{"categories":1072},[144],{"categories":1074},[141],{"categories":1076},[141],{"categories":1078},[149],{"categories":1080},[190],{"categories":1082},[144],{"categories":1084},[],{"categories":1086},[141],{"categories":1088},[],{"categories":1090},[141],{"categories":1092},[],{"categories":1094},[190],{"categories":1096},[190],{"categories":1098},[],{"categories":1100},[485],{"categories":1102},[141],{"categories":1104},[242],{"categories":1106},[168],{"categories":1108},[],{"categories":1110},[429],{"categories":1112},[154],{"categories":1114},[149],{"categories":1116},[],{"categories":1118},[],{"categories":1120},[144],{"categories":1122},[193],{"categories":1124},[],{"categories":1126},[271],{"categories":1128},[154],{"categories":1130},[149],{"categories":1132},[154],{"categories":1134},[141],{"categories":1136},[149],{"categories":1138},[141],{"categories":1140},[168],{"categories":1142},[],{"categories":1144},[179],{"categories":1146},[157],{"categories":1148},[141],{"categories":1150},[242],{"categories":1152},[168],{"categories":1154},[149],{"categories":1156},[141],{"categories":1158},[168],{"categories":1160},[141],{"categories":1162},[154],{"categories":1164},[149],{"categories":1166},[141],{"categories":1168},[141],{"categories":1170},[141],{"categories":1172},[141],{"categories":1174},[141],{"categories":1176},[],{"categories":1178},[],{"categories":1180},[168],{"categories":1182},[193],{"categories":1184},[157],{"categories":1186},[141],{"categories":1188},[154],{"categories":1190},[168],{"categories":1192},[168],{"categories":1194},[141],{"categories":1196},[],{"categories":1198},[190],{"categories":1200},[157],{"categories":1202},[157],{"categories":1204},[168],{"categories":1206},[141],{"categories":1208},[615],{"categories":1210},[312],{"categories":1212},[],{"categories":1214},[154],{"categories":1216},[141],{"categories":1218},[],{"categories":1220},[144],{"categories":1222},[],{"categories":1224},[141],{"categories":1226},[141],{"categories":1228},[141],{"categories":1230},[242],{"categories":1232},[271],{"categories":1234},[141],{"categories":1236},[168],{"categories":1238},[141],{"categories":1240},[154],{"categories":1242},[],{"categories":1244},[168],{"categories":1246},[141],{"categories":1248},[144],{"categories":1250},[],{"categories":1252},[149],{"categories":1254},[141],{"categories":1256},[141],{"categories":1258},[190],{"categories":1260},[141,312],{"categories":1262},[141],{"categories":1264},[1265],"Design Systems for AI",{"categories":1267},[141],{"categories":1269},[141],{"categories":1271},[190],{"categories":1273},[141],{"categories":1275},[141],{"categories":1277},[141],{"categories":1279},[149],{"categories":1281},[141],{"categories":1283},[141],{"categories":1285},[141],{"categories":1287},[],{"categories":1289},[141],{"categories":1291},[141],{"categories":1293},[149],{"categories":1295},[141],{"categories":1297},[],{"categories":1299},[154],{"categories":1301},[154],{"categories":1303},[168],{"categories":1305},[190],{"categories":1307},[168],{"categories":1309},[141],{"categories":1311},[242],{"categories":1313},[190],{"categories":1315},[193],{"categories":1317},[141],{"categories":1319},[141],{"categories":1321},[154],{"categories":1323},[144],{"categories":1325},[590],{"categories":1327},[141],{"categories":1329},[154],{"categories":1331},[141],{"categories":1333},[168],{"categories":1335},[168],{"categories":1337},[],{"categories":1339},[],{"categories":1341},[141],{"categories":1343},[154],{"categories":1345},[157],{"categories":1347},[],{"categories":1349},[149],{"categories":1351},[141],{"categories":1353},[],{"categories":1355},[242],{"categories":1357},[168],{"categories":1359},[154],{"categories":1361},[168],{"categories":1363},[242],{"categories":1365},[141],{"categories":1367},[141],{"categories":1369},[242],{"categories":1371},[],{"categories":1373},[],{"categories":1375},[190],{"categories":1377},[154],{"categories":1379},[154],{"categories":1381},[141],{"categories":1383},[141],{"categories":1385},[141],{"categories":1387},[141],{"categories":1389},[149],{"categories":1391},[141],{"categories":1393},[141],{"categories":1395},[],{"categories":1397},[168],{"categories":1399},[168],{"categories":1401},[141],{"categories":1403},[168],{"categories":1405},[149],{"categories":1407},[],{"categories":1409},[141],{"categories":1411},[141],{"categories":1413},[141],{"categories":1415},[141],{"categories":1417},[141],{"categories":1419},[154],{"categories":1421},[144],{"categories":1423},[149],{"categories":1425},[141],{"categories":1427},[154],{"categories":1429},[190],{"categories":1431},[154],{"categories":1433},[179],{"categories":1435},[271],{"categories":1437},[141],{"categories":1439},[154],{"categories":1441},[141],{"categories":1443},[141],{"categories":1445},[141],{"categories":1447},[],{"categories":1449},[242],{"categories":1451},[],{"categories":1453},[141],{"categories":1455},[141],{"categories":1457},[],{"categories":1459},[141],{"categories":1461},[168],{"categories":1463},[149],{"categories":1465},[1466],"Visual & Generative Media",{"categories":1468},[154],{"categories":1470},[],{"categories":1472},[141],{"categories":1474},[141],{"categories":1476},[168],{"categories":1478},[312],{"categories":1480},[141],{"categories":1482},[193],{"categories":1484},[590],{"categories":1486},[168],{"categories":1488},[271],{"categories":1490},[141],{"categories":1492},[242],{"categories":1494},[141],{"categories":1496},[141],{"categories":1498},[168],{"categories":1500},[154],{"categories":1502},[141],{"categories":1504},[],{"categories":1506},[],{"categories":1508},[154],{"categories":1510},[168],{"categories":1512},[144],{"categories":1514},[154],{"categories":1516},[544],{"categories":1518},[141],{"categories":1520},[157],{"categories":1522},[141],{"categories":1524},[149],{"categories":1526},[],{"categories":1528},[141],{"categories":1530},[157],{"categories":1532},[141],{"categories":1534},[141],{"categories":1536},[141],{"categories":1538},[157],{"categories":1540},[141],{"categories":1542},[141],{"categories":1544},[271],{"categories":1546},[141],{"categories":1548},[485],{"categories":1550},[141],{"categories":1552},[154],{"categories":1554},[141],{"categories":1556},[141],{"categories":1558},[141],{"categories":1560},[141],{"categories":1562},[242],{"categories":1564},[154],{"categories":1566},[],{"categories":1568},[154],{"categories":1570},[],{"categories":1572},[312],{"categories":1574},[168],{"categories":1576},[],{"categories":1578},[544],{"categories":1580},[141],{"categories":1582},[154],{"categories":1584},[154],{"categories":1586},[141],{"categories":1588},[242,141],{"categories":1590},[144],{"categories":1592},[141],{"categories":1594},[242],{"categories":1596},[],{"categories":1598},[141],{"categories":1600},[144],{"categories":1602},[141],{"categories":1604},[1605],"Medical Imaging & Radiology",{"categories":1607},[141],{"categories":1609},[141],{"categories":1611},[141],{"categories":1613},[242],{"categories":1615},[154],{"categories":1617},[168],{"categories":1619},[],{"categories":1621},[141],{"categories":1623},[141],{"categories":1625},[141],{"categories":1627},[],{"categories":1629},[],{"categories":1631},[141],{"categories":1633},[141],{"categories":1635},[485],{"categories":1637},[141],{"categories":1639},[144],{"categories":1641},[141],{"categories":1643},[141],{"categories":1645},[],{"categories":1647},[154],{"categories":1649},[141],{"categories":1651},[157],{"categories":1653},[168],{"categories":1655},[141],{"categories":1657},[154],{"categories":1659},[485],{"categories":1661},[141],{"categories":1663},[154],{"categories":1665},[141],{"categories":1667},[141],{"categories":1669},[141],{"categories":1671},[242],{"categories":1673},[154],{"categories":1675},[312],{"categories":1677},[242],{"categories":1679},[149],{"categories":1681},[154],{"categories":1683},[190],{"categories":1685},[141],{"categories":1687},[141],{"categories":1689},[157],{"categories":1691},[141],{"categories":1693},[141],{"categories":1695},[141],{"categories":1697},[141],{"categories":1699},[154],{"categories":1701},[141],{"categories":1703},[168],{"categories":1705},[168],{"categories":1707},[141],{"categories":1709},[157],{"categories":1711},[],{"categories":1713},[190],{"categories":1715},[],{"categories":1717},[157],{"categories":1719},[154],{"categories":1721},[141],{"categories":1723},[154],{"categories":1725},[1265],{"categories":1727},[1265],{"categories":1729},[242],{"categories":1731},[141],{"categories":1733},[141],{"categories":1735},[141],{"categories":1737},[154],{"categories":1739},[168],{"categories":1741},[242],{"categories":1743},[154],{"categories":1745},[190],{"categories":1747},[],{"categories":1749},[141],{"categories":1751},[],{"categories":1753},[141],{"categories":1755},[141],{"categories":1757},[141],{"categories":1759},[141],{"categories":1761},[154],{"categories":1763},[1764],"Contract Review & E-Discovery",{"categories":1766},[141],{"categories":1768},[242],{"categories":1770},[141],{"categories":1772},[144],{"categories":1774},[141],{"categories":1776},[190],{"categories":1778},[141],{"categories":1780},[141],{"categories":1782},[271],{"categories":1784},[168],{"categories":1786},[141],{"categories":1788},[141],{"categories":1790},[154],{"categories":1792},[154],{"categories":1794},[913],{"categories":1796},[141],{"categories":1798},[141],{"categories":1800},[154],{"categories":1802},[154],{"categories":1804},[141],{"categories":1806},[141],{"categories":1808},[141],{"categories":1810},[154],{"categories":1812},[141],{"categories":1814},[141],{"categories":1816},[485],{"categories":1818},[462],{"categories":1820},[141],{"categories":1822},[154],{"categories":1824},[141],{"categories":1826},[1827],"Law-Firm Practice & Adoption",{"categories":1829},[141],{"categories":1831},[154],{"categories":1833},[242],{"categories":1835},[141],{"categories":1837},[141],{"categories":1839},[141],{"categories":1841},[],{"categories":1843},[],{"categories":1845},[168],{"categories":1847},[141],{"categories":1849},[],{"categories":1851},[154],{"categories":1853},[144],{"categories":1855},[312],{"categories":1857},[141],{"categories":1859},[],{"categories":1861},[144],{"categories":1863},[149],{"categories":1865},[141],{"categories":1867},[271],{"categories":1869},[],{"categories":1871},[149],{"categories":1873},[154],{"categories":1875},[149],{"categories":1877},[],{"categories":1879},[141],{"categories":1881},[157],{"categories":1883},[141],{"categories":1885},[168],{"categories":1887},[],{"categories":1889},[],{"categories":1891},[],{"categories":1893},[],{"categories":1895},[141],{"categories":1897},[157],{"categories":1899},[154],{"categories":1901},[312],{"categories":1903},[141],{"categories":1905},[144],{"categories":1907},[168],{"categories":1909},[141],{"categories":1911},[141],{"categories":1913},[168],{"categories":1915},[157],{"categories":1917},[141],{"categories":1919},[141],{"categories":1921},[141],{"categories":1923},[940],{"categories":1925},[141],{"categories":1927},[168],{"categories":1929},[141],{"categories":1931},[271],{"categories":1933},[168],{"categories":1935},[149],{"categories":1937},[141],{"categories":1939},[141],{"categories":1941},[141],{"categories":1943},[242],{"categories":1945},[141],{"categories":1947},[141],{"categories":1949},[141],{"categories":1951},[141],{"categories":1953},[149],{"categories":1955},[154],{"categories":1957},[141,144],{"categories":1959},[485],{"categories":1961},[141],{"categories":1963},[141],{"categories":1965},[168],{"categories":1967},[168],{"categories":1969},[242],{"categories":1971},[154],{"categories":1973},[154],{"categories":1975},[168],{"categories":1977},[141],{"categories":1979},[141],{"categories":1981},[141],{"categories":1983},[],{"categories":1985},[],{"categories":1987},[141],{"categories":1989},[193],{"categories":1991},[141],{"categories":1993},[154],{"categories":1995},[],{"categories":1997},[141],{"categories":1999},[141],{"categories":2001},[168],{"categories":2003},[193],{"categories":2005},[190],{"categories":2007},[242],{"categories":2009},[141],{"categories":2011},[154],{"categories":2013},[141],{"categories":2015},[168],{"categories":2017},[],{"categories":2019},[154],{"categories":2021},[141],{"categories":2023},[141],{"categories":2025},[141],{"categories":2027},[141],{"categories":2029},[],{"categories":2031},[154],{"categories":2033},[141],{"categories":2035},[141],{"categories":2037},[141],{"categories":2039},[],{"categories":2041},[154],{"categories":2043},[141],{"categories":2045},[141],{"categories":2047},[149],{"categories":2049},[141],{"categories":2051},[141],{"categories":2053},[],{"categories":2055},[144],{"categories":2057},[141],{"categories":2059},[141],{"categories":2061},[141],{"categories":2063},[242],{"categories":2065},[141],{"categories":2067},[168],{"categories":2069},[141],{"categories":2071},[144],{"categories":2073},[141],{"categories":2075},[168],{"categories":2077},[271],{"categories":2079},[154],{"categories":2081},[154],{"categories":2083},[141],{"categories":2085},[141],{"categories":2087},[141,242],{"categories":2089},[141],{"categories":2091},[154],{"categories":2093},[190],{"categories":2095},[141],{"categories":2097},[190],{"categories":2099},[154],{"categories":2101},[242],{"categories":2103},[141],{"categories":2105},[],{"categories":2107},[168],{"categories":2109},[312],{"categories":2111},[242],{"categories":2113},[168],{"categories":2115},[141],{"categories":2117},[157],{"categories":2119},[141],{"categories":2121},[141],{"categories":2123},[154],{"categories":2125},[],{"categories":2127},[],{"categories":2129},[141],{"categories":2131},[],{"categories":2133},[],{"categories":2135},[157],{"categories":2137},[168],{"categories":2139},[141],{"categories":2141},[154],{"categories":2143},[154],{"categories":2145},[149],{"categories":2147},[154],{"categories":2149},[312],{"categories":2151},[141],{"categories":2153},[141],{"categories":2155},[141],{"categories":2157},[179],{"categories":2159},[141],{"categories":2161},[141],{"categories":2163},[141],{"categories":2165},[168],{"categories":2167},[154],{"categories":2169},[141],{"categories":2171},[141],{"categories":2173},[168],{"categories":2175},[429],{"categories":2177},[154],{"categories":2179},[913],{"categories":2181},[],{"categories":2183},[242],{"categories":2185},[1827],{"categories":2187},[168],{"categories":2189},[],{"categories":2191},[],{"categories":2193},[141],{"categories":2195},[154],{"categories":2197},[],{"categories":2199},[],{"categories":2201},[141],{"categories":2203},[271],{"categories":2205},[141],{"categories":2207},[271],{"categories":2209},[154],{"categories":2211},[141],{"categories":2213},[141],{"categories":2215},[168],{"categories":2217},[157],{"categories":2219},[],{"categories":2221},[141],{"categories":2223},[141],{"categories":2225},[168],{"categories":2227},[1764],{"categories":2229},[242],{"categories":2231},[242],{"categories":2233},[141],{"categories":2235},[154],{"categories":2237},[144],{"categories":2239},[141],{"categories":2241},[141],{"categories":2243},[141],{"categories":2245},[141],{"categories":2247},[242],{"categories":2249},[242],{"categories":2251},[154],{"categories":2253},[154],{"categories":2255},[154],{"categories":2257},[141],{"categories":2259},[141],{"categories":2261},[],{"categories":2263},[141],{"categories":2265},[],{"categories":2267},[2268],"Interaction & Product Design",{"categories":2270},[141],{"categories":2272},[154],{"categories":2274},[168],{"categories":2276},[341],{"categories":2278},[190],{"categories":2280},[168],{"categories":2282},[141],{"categories":2284},[141],{"categories":2286},[141],{"categories":2288},[168],{"categories":2290},[141],{"categories":2292},[144],{"categories":2294},[154],{"categories":2296},[141],{"categories":2298},[],{"categories":2300},[154],{"categories":2302},[154],{"categories":2304},[154],{"categories":2306},[],{"categories":2308},[168],{"categories":2310},[141],{"categories":2312},[154],{"categories":2314},[144],{"categories":2316},[2268],{"categories":2318},[141],{"categories":2320},[144],{"categories":2322},[144],{"categories":2324},[],{"categories":2326},[154],{"categories":2328},[168],{"categories":2330},[],{"categories":2332},[154],{"categories":2334},[190],{"categories":2336},[141],{"categories":2338},[154],{"categories":2340},[141],{"categories":2342},[154],{"categories":2344},[154],{"categories":2346},[141],{"categories":2348},[141],{"categories":2350},[190],{"categories":2352},[193],{"categories":2354},[141],{"categories":2356},[157],{"categories":2358},[168],{"categories":2360},[2361],"Coding Agents & Dev Productivity",{"categories":2363},[190],{"categories":2365},[242],{"categories":2367},[141],{"categories":2369},[141],{"categories":2371},[],{"categories":2373},[141],{"categories":2375},[913],{"categories":2377},[],{"categories":2379},[141],{"categories":2381},[141],{"categories":2383},[312],{"categories":2385},[141],{"categories":2387},[190],{"categories":2389},[],{"categories":2391},[],{"categories":2393},[141],{"categories":2395},[],{"categories":2397},[154],{"categories":2399},[141],{"categories":2401},[],{"categories":2403},[168],{"categories":2405},[168],{"categories":2407},[141],{"categories":2409},[193],{"categories":2411},[],{"categories":2413},[141],{"categories":2415},[141],{"categories":2417},[141],{"categories":2419},[193],{"categories":2421},[168],{"categories":2423},[154],{"categories":2425},[],{"categories":2427},[],{"categories":2429},[141],{"categories":2431},[141],{"categories":2433},[154],{"categories":2435},[154],{"categories":2437},[406],{"categories":2439},[168],{"categories":2441},[168],{"categories":2443},[154],{"categories":2445},[190],{"categories":2447},[190],{"categories":2449},[154],{"categories":2451},[154],{"categories":2453},[141],{"categories":2455},[144],{"categories":2457},[2268],{"categories":2459},[157],{"categories":2461},[141,312],{"categories":2463},[193],{"categories":2465},[],{"categories":2467},[242],{"categories":2469},[154],{"categories":2471},[168],{"categories":2473},[144],{"categories":2475},[141],{"categories":2477},[154],{"categories":2479},[2480],"The Designer's Role & Craft",{"categories":2482},[242],{"categories":2484},[],{"categories":2486},[154],{"categories":2488},[141],{"categories":2490},[154],{"categories":2492},[154],{"categories":2494},[141],{"categories":2496},[271],{"categories":2498},[141],{"categories":2500},[168],{"categories":2502},[141],{"categories":2504},[242],{"categories":2506},[141],{"categories":2508},[],{"categories":2510},[154],{"categories":2512},[242],{"categories":2514},[157],{"categories":2516},[141],{"categories":2518},[141],{"categories":2520},[141],{"categories":2522},[2523],"AI UX Patterns",{"categories":2525},[154],{"categories":2527},[154],{"categories":2529},[154],{"categories":2531},[154],{"categories":2533},[271],{"categories":2535},[193],{"categories":2537},[141],{"categories":2539},[154],{"categories":2541},[141],{"categories":2543},[1265],{"categories":2545},[],{"categories":2547},[271],{"categories":2549},[154],{"categories":2551},[190],{"categories":2553},[168],{"categories":2555},[141],{"categories":2557},[154],{"categories":2559},[],{"categories":2561},[],{"categories":2563},[141],{"categories":2565},[141],{"categories":2567},[154],{"categories":2569},[141],{"categories":2571},[154],{"categories":2573},[406],{"categories":2575},[242],{"categories":2577},[141],{"categories":2579},[190],{"categories":2581},[168],{"categories":2583},[141],{"categories":2585},[154],{"categories":2587},[154],{"categories":2589},[],{"categories":2591},[141],{"categories":2593},[],{"categories":2595},[141],{"categories":2597},[],{"categories":2599},[141],{"categories":2601},[141],{"categories":2603},[141],{"categories":2605},[154],{"categories":2607},[168],{"categories":2609},[],{"categories":2611},[],{"categories":2613},[193],{"categories":2615},[179],{"categories":2617},[141],{"categories":2619},[141],{"categories":2621},[141],{"categories":2623},[193],{"categories":2625},[141],{"categories":2627},[141],{"categories":2629},[190],{"categories":2631},[141],{"categories":2633},[141],{"categories":2635},[141],{"categories":2637},[154],{"categories":2639},[141],{"categories":2641},[154],{"categories":2643},[141],{"categories":2645},[141],{"categories":2647},[141],{"categories":2649},[154],{"categories":2651},[],{"categories":2653},[141],{"categories":2655},[],{"categories":2657},[141],{"categories":2659},[141],{"categories":2661},[312],{"categories":2663},[141],{"categories":2665},[],{"categories":2667},[],{"categories":2669},[242],{"categories":2671},[940],{"categories":2673},[154],{"categories":2675},[144],{"categories":2677},[2480],{"categories":2679},[],{"categories":2681},[],{"categories":2683},[141],{"categories":2685},[],{"categories":2687},[],{"categories":2689},[168],{"categories":2691},[190],{"categories":2693},[271],{"categories":2695},[154],{"categories":2697},[149],{"categories":2699},[141],{"categories":2701},[141],{"categories":2703},[149],{"categories":2705},[],{"categories":2707},[242],{"categories":2709},[157],{"categories":2711},[141],{"categories":2713},[141],{"categories":2715},[154],{"categories":2717},[149],{"categories":2719},[141],{"categories":2721},[141],{"categories":2723},[144],{"categories":2725},[141],{"categories":2727},[141],{"categories":2729},[],{"categories":2731},[144],{"categories":2733},[141],{"categories":2735},[271],{"categories":2737},[154],{"categories":2739},[190],{"categories":2741},[141],{"categories":2743},[168],{"categories":2745},[141],{"categories":2747},[141],{"categories":2749},[149],{"categories":2751},[141],{"categories":2753},[141],{"categories":2755},[141],{"categories":2757},[154],{"categories":2759},[141],{"categories":2761},[],{"categories":2763},[141],{"categories":2765},[168],{"categories":2767},[144],{"categories":2769},[141],{"categories":2771},[141],{"categories":2773},[141],{"categories":2775},[],{"categories":2777},[141],{"categories":2779},[485],{"categories":2781},[154],{"categories":2783},[149],{"categories":2785},[190],{"categories":2787},[141],{"categories":2789},[141],{"categories":2791},[],{"categories":2793},[149],{"categories":2795},[149],{"categories":2797},[141],{"categories":2799},[141],{"categories":2801},[157],{"categories":2803},[141],{"categories":2805},[141],{"categories":2807},[141],{"categories":2809},[141],{"categories":2811},[168],{"categories":2813},[168],{"categories":2815},[141],{"categories":2817},[],{"categories":2819},[168],{"categories":2821},[141],{"categories":2823},[168],{"categories":2825},[154],{"categories":2827},[590],{"categories":2829},[],{"categories":2831},[],{"categories":2833},[141],{"categories":2835},[190],{"categories":2837},[],{"categories":2839},[312],{"categories":2841},[141],{"categories":2843},[141],{"categories":2845},[141],{"categories":2847},[242],{"categories":2849},[902],{"categories":2851},[],{"categories":2853},[141],{"categories":2855},[141],{"categories":2857},[141],{"categories":2859},[168],{"categories":2861},[141],{"categories":2863},[141],{"categories":2865},[141,312],{"categories":2867},[141],{"categories":2869},[141],{"categories":2871},[242],{"categories":2873},[154],{"categories":2875},[],{"categories":2877},[154],{"categories":2879},[154],{"categories":2881},[141],{"categories":2883},[141],{"categories":2885},[141],{"categories":2887},[141],{"categories":2889},[193],{"categories":2891},[141],{"categories":2893},[2523],{"categories":2895},[144],{"categories":2897},[193],{"categories":2899},[144],{"categories":2901},[168],{"categories":2903},[242],{"categories":2905},[154],{"categories":2907},[141],{"categories":2909},[],{"categories":2911},[149],{"categories":2913},[141],{"categories":2915},[141],{"categories":2917},[190],{"categories":2919},[141],{"categories":2921},[141],{"categories":2923},[141],{"categories":2925},[154],{"categories":2927},[141],{"categories":2929},[141],{"categories":2931},[141],{"categories":2933},[149],{"categories":2935},[],{"categories":2937},[312],{"categories":2939},[141],{"categories":2941},[406],{"categories":2943},[242],{"categories":2945},[242],{"categories":2947},[168],{"categories":2949},[154],{"categories":2951},[141],{"categories":2953},[149],{"categories":2955},[190],{"categories":2957},[141],{"categories":2959},[141],{"categories":2961},[141],{"categories":2963},[242],{"categories":2965},[154],{"categories":2967},[154],{"categories":2969},[141],{"categories":2971},[141],{"categories":2973},[544],{"categories":2975},[154],{"categories":2977},[],{"categories":2979},[141],{"categories":2981},[141],{"categories":2983},[141],{"categories":2985},[],{"categories":2987},[],{"categories":2989},[141],{"categories":2991},[141],{"categories":2993},[154],{"categories":2995},[141],{"categories":2997},[141],{"categories":2999},[141],{"categories":3001},[168],{"categories":3003},[141],{"categories":3005},[141],{"categories":3007},[154],{"categories":3009},[141],{"categories":3011},[141],{"categories":3013},[141],{"categories":3015},[141],{"categories":3017},[141],{"categories":3019},[],{"categories":3021},[168],{"categories":3023},[193],{"categories":3025},[141],{"categories":3027},[154],{"categories":3029},[154],{"categories":3031},[141],{"categories":3033},[141],{"categories":3035},[],{"categories":3037},[],{"categories":3039},[141],{"categories":3041},[141],{"categories":3043},[141],{"categories":3045},[190],{"categories":3047},[193],{"categories":3049},[],{"categories":3051},[141],{"categories":3053},[242],{"categories":3055},[141],{"categories":3057},[312],{"categories":3059},[1827],{"categories":3061},[190],{"categories":3063},[168],{"categories":3065},[141],{"categories":3067},[168],{"categories":3069},[168],{"categories":3071},[141],{"categories":3073},[141],{"categories":3075},[168],{"categories":3077},[190],{"categories":3079},[190],{"categories":3081},[312],{"categories":3083},[154],{"categories":3085},[],{"categories":3087},[190],{"categories":3089},[141],{"categories":3091},[154],{"categories":3093},[144],{"categories":3095},[168],{"categories":3097},[141],{"categories":3099},[190],{"categories":3101},[],{"categories":3103},[141],{"categories":3105},[168],{"categories":3107},[168],{"categories":3109},[193],{"categories":3111},[141],{"categories":3113},[190],{"categories":3115},[141],{"categories":3117},[168],{"categories":3119},[154],{"categories":3121},[154],{"categories":3123},[190],{"categories":3125},[154],{"categories":3127},[312],{"categories":3129},[154],{"categories":3131},[141],{"categories":3133},[141],{"categories":3135},[141],{"categories":3137},[141],{"categories":3139},[168],{"categories":3141},[141],{"categories":3143},[],{"categories":3145},[154],{"categories":3147},[149],{"categories":3149},[168],{"categories":3151},[],{"categories":3153},[],{"categories":3155},[141],{"categories":3157},[154],{"categories":3159},[141],{"categories":3161},[141],{"categories":3163},[3164],"Frameworks & Tooling",{"categories":3166},[141],{"categories":3168},[141],{"categories":3170},[168],{"categories":3172},[141],{"categories":3174},[141],{"categories":3176},[],{"categories":3178},[193],{"categories":3180},[193],{"categories":3182},[144],{"categories":3184},[141],{"categories":3186},[154],{"categories":3188},[141],{"categories":3190},[242],{"categories":3192},[],{"categories":3194},[1827],{"categories":3196},[141],{"categories":3198},[168],{"categories":3200},[141],{"categories":3202},[312],{"categories":3204},[312],{"categories":3206},[],{"categories":3208},[154],{"categories":3210},[154],{"categories":3212},[141],{"categories":3214},[141],{"categories":3216},[190],{"categories":3218},[154],{"categories":3220},[190],{"categories":3222},[141],{"categories":3224},[154],{"categories":3226},[],{"categories":3228},[242],{"categories":3230},[141],{"categories":3232},[141],{"categories":3234},[],{"categories":3236},[141],{"categories":3238},[154],{"categories":3240},[141],{"categories":3242},[141],{"categories":3244},[141],{"categories":3246},[],{"categories":3248},[168],{"categories":3250},[141],{"categories":3252},[168],{"categories":3254},[312],{"categories":3256},[141],{"categories":3258},[141],{"categories":3260},[141],{"categories":3262},[168],{"categories":3264},[149],{"categories":3266},[141],{"categories":3268},[1827],{"categories":3270},[],{"categories":3272},[154],{"categories":3274},[144],{"categories":3276},[141],{"categories":3278},[144],{"categories":3280},[141],{"categories":3282},[],{"categories":3284},[154],{"categories":3286},[141],{"categories":3288},[141],{"categories":3290},[3291],"AI Design Tooling",{"categories":3293},[242],{"categories":3295},[141],{"categories":3297},[141],{"categories":3299},[168],{"categories":3301},[242],{"categories":3303},[141],{"categories":3305},[141],{"categories":3307},[168],{"categories":3309},[190],{"categories":3311},[157],{"categories":3313},[168],{"categories":3315},[141],{"categories":3317},[141],{"categories":3319},[141],{"categories":3321},[154],{"categories":3323},[141],{"categories":3325},[],{"categories":3327},[154],{"categories":3329},[141],{"categories":3331},[141],{"categories":3333},[154],{"categories":3335},[141],{"categories":3337},[141],{"categories":3339},[141],{"categories":3341},[154],{"categories":3343},[],{"categories":3345},[154],{"categories":3347},[3164],{"categories":3349},[141],{"categories":3351},[141],{"categories":3353},[154],{"categories":3355},[154],{"categories":3357},[168],{"categories":3359},[168],{"categories":3361},[141],{"categories":3363},[],{"categories":3365},[168],{"categories":3367},[141],{"categories":3369},[141],{"categories":3371},[154],{"categories":3373},[149],{"categories":3375},[141],{"categories":3377},[],{"categories":3379},[141],{"categories":3381},[141],{"categories":3383},[2268],{"categories":3385},[],{"categories":3387},[141],{"categories":3389},[141],{"categories":3391},[141],{"categories":3393},[141],{"categories":3395},[242],{"categories":3397},[141],{"categories":3399},[],{"categories":3401},[141],{"categories":3403},[141],{"categories":3405},[141],{"categories":3407},[141],{"categories":3409},[271],{"categories":3411},[190],{"categories":3413},[141],{"categories":3415},[141],{"categories":3417},[1827],{"categories":3419},[144],{"categories":3421},[141],{"categories":3423},[141],{"categories":3425},[193],{"categories":3427},[141],{"categories":3429},[141],{"categories":3431},[190],{"categories":3433},[154],{"categories":3435},[],{"categories":3437},[141],{"categories":3439},[141],{"categories":3441},[242],{"categories":3443},[141],{"categories":3445},[271],{"categories":3447},[154],{"categories":3449},[141],{"categories":3451},[154],{"categories":3453},[],{"categories":3455},[],{"categories":3457},[],{"categories":3459},[144],{"categories":3461},[190],{"categories":3463},[154],{"categories":3465},[141],{"categories":3467},[141],{"categories":3469},[141],{"categories":3471},[141],{"categories":3473},[429],{"categories":3475},[242],{"categories":3477},[154],{"categories":3479},[141],{"categories":3481},[],{"categories":3483},[154],{"categories":3485},[154],{"categories":3487},[],{"categories":3489},[141],{"categories":3491},[154],{"categories":3493},[141],{"categories":3495},[],{"categories":3497},[141],{"categories":3499},[141],{"categories":3501},[141],{"categories":3503},[190],{"categories":3505},[242],{"categories":3507},[154],{"categories":3509},[242],{"categories":3511},[154],{"categories":3513},[141],{"categories":3515},[149],{"categories":3517},[],{"categories":3519},[],{"categories":3521},[141],{"categories":3523},[141],{"categories":3525},[141],{"categories":3527},[144],{"categories":3529},[154],{"categories":3531},[190],{"categories":3533},[],{"categories":3535},[242],{"categories":3537},[],{"categories":3539},[168],{"categories":3541},[141],{"categories":3543},[168],{"categories":3545},[242],{"categories":3547},[168],{"categories":3549},[141],{"categories":3551},[],{"categories":3553},[141],{"categories":3555},[141],{"categories":3557},[],{"categories":3559},[141],{"categories":3561},[141],{"categories":3563},[271],{"categories":3565},[141],{"categories":3567},[141],{"categories":3569},[312],{"categories":3571},[168],{"categories":3573},[141],{"categories":3575},[],{"categories":3577},[154],{"categories":3579},[141],{"categories":3581},[144],{"categories":3583},[544],{"categories":3585},[141],{"categories":3587},[141],{"categories":3589},[154],{"categories":3591},[141],{"categories":3593},[154],{"categories":3595},[141],{"categories":3597},[141],{"categories":3599},[141],{"categories":3601},[141],{"categories":3603},[],{"categories":3605},[141],{"categories":3607},[144],{"categories":3609},[141],{"categories":3611},[149],{"categories":3613},[168],{"categories":3615},[242],{"categories":3617},[],{"categories":3619},[141],{"categories":3621},[],{"categories":3623},[154],{"categories":3625},[141],{"categories":3627},[],{"categories":3629},[154],{"categories":3631},[141],{"categories":3633},[168],{"categories":3635},[242],{"categories":3637},[190],{"categories":3639},[141],{"categories":3641},[190],{"categories":3643},[154],{"categories":3645},[242],{"categories":3647},[141],{"categories":3649},[],{"categories":3651},[141],{"categories":3653},[179],{"categories":3655},[154],{"categories":3657},[141],{"categories":3659},[242],{"categories":3661},[190],{"categories":3663},[149],{"categories":3665},[168],{"categories":3667},[141],{"categories":3669},[141],{"categories":3671},[141],{"categories":3673},[141],{"categories":3675},[190],{"categories":3677},[271],{"categories":3679},[],{"categories":3681},[],{"categories":3683},[193],{"categories":3685},[485],{"categories":3687},[141],{"categories":3689},[154],{"categories":3691},[141,168],{"categories":3693},[190],{"categories":3695},[141],{"categories":3697},[141],{"categories":3699},[141],{"categories":3701},[141],{"categories":3703},[141],{"categories":3705},[141],{"categories":3707},[141],{"categories":3709},[154],{"categories":3711},[141],{"categories":3713},[154],{"categories":3715},[141],{"categories":3717},[141],{"categories":3719},[141],{"categories":3721},[],{"categories":3723},[141],{"categories":3725},[1265],{"categories":3727},[168],{"categories":3729},[242],{"categories":3731},[141],{"categories":3733},[141],{"categories":3735},[141],{"categories":3737},[193],{"categories":3739},[154],{"categories":3741},[271],{"categories":3743},[312],{"categories":3745},[],{"categories":3747},[168],{"categories":3749},[141],{"categories":3751},[149],{"categories":3753},[154],{"categories":3755},[144],{"categories":3757},[154],{"categories":3759},[141],{"categories":3761},[154],{"categories":3763},[154],{"categories":3765},[157],{"categories":3767},[168],{"categories":3769},[141],{"categories":3771},[141],{"categories":3773},[],{"categories":3775},[],{"categories":3777},[],{"categories":3779},[312],{"categories":3781},[141],{"categories":3783},[190],{"categories":3785},[141],{"categories":3787},[141],{"categories":3789},[141],{"categories":3791},[141],{"categories":3793},[],{"categories":3795},[141],{"categories":3797},[193],{"categories":3799},[149],{"categories":3801},[154],{"categories":3803},[141],{"categories":3805},[],{"categories":3807},[141],{"categories":3809},[154],{"categories":3811},[141],{"categories":3813},[312],{"categories":3815},[],{"categories":3817},[242],{"categories":3819},[242],{"categories":3821},[141],{"categories":3823},[154],{"categories":3825},[],{"categories":3827},[168],{"categories":3829},[141],{"categories":3831},[242],{"categories":3833},[141],{"categories":3835},[149],{"categories":3837},[154],{"categories":3839},[141],{"categories":3841},[],{"categories":3843},[190],{"categories":3845},[141],{"categories":3847},[141],{"categories":3849},[141],{"categories":3851},[242],{"categories":3853},[154],{"categories":3855},[190],{"categories":3857},[],{"categories":3859},[154],{"categories":3861},[149],{"categories":3863},[154],{"categories":3865},[242],{"categories":3867},[141],{"categories":3869},[141],{"categories":3871},[141],{"categories":3873},[485],{"categories":3875},[141],{"categories":3877},[154],{"categories":3879},[],{"categories":3881},[141],{"categories":3883},[141],{"categories":3885},[312],{"categories":3887},[190],{"categories":3889},[193],{"categories":3891},[590],{"categories":3893},[193],{"categories":3895},[193],{"categories":3897},[141],{"categories":3899},[],{"categories":3901},[],{"categories":3903},[],{"categories":3905},[154],{"categories":3907},[141],{"categories":3909},[154],{"categories":3911},[154],{"categories":3913},[168],{"categories":3915},[141],{"categories":3917},[462],{"categories":3919},[168],{"categories":3921},[154],{"categories":3923},[141],{"categories":3925},[141],{"categories":3927},[141],{"categories":3929},[141],{"categories":3931},[141],{"categories":3933},[154],{"categories":3935},[141],{"categories":3937},[],{"categories":3939},[],{"categories":3941},[141],{"categories":3943},[],{"categories":3945},[141],{"categories":3947},[154],{"categories":3949},[242],{"categories":3951},[141],{"categories":3953},[141],{"categories":3955},[],{"categories":3957},[154],{"categories":3959},[141],{"categories":3961},[141],{"categories":3963},[157],{"categories":3965},[141],{"categories":3967},[242],{"categories":3969},[141],{"categories":3971},[154],{"categories":3973},[149],{"categories":3975},[141],{"categories":3977},[141],{"categories":3979},[271],{"categories":3981},[154],{"categories":3983},[141],{"categories":3985},[141],{"categories":3987},[902],{"categories":3989},[141],{"categories":3991},[154],{"categories":3993},[141],{"categories":3995},[168],{"categories":3997},[141],{"categories":3999},[544],{"categories":4001},[242],{"categories":4003},[],{"categories":4005},[141],{"categories":4007},[141],{"categories":4009},[190],{"categories":4011},[485],{"categories":4013},[154],{"categories":4015},[141],{"categories":4017},[],{"categories":4019},[190],{"categories":4021},[406],{"categories":4023},[154],{"categories":4025},[154],{"categories":4027},[154],{"categories":4029},[141],{"categories":4031},[141],{"categories":4033},[154],{"categories":4035},[],{"categories":4037},[149],{"categories":4039},[141],{"categories":4041},[149],{"categories":4043},[154],{"categories":4045},[],{"categories":4047},[168],{"categories":4049},[141],{"categories":4051},[141],{"categories":4053},[144],{"categories":4055},[141],{"categories":4057},[190],{"categories":4059},[312],{"categories":4061},[179],{"categories":4063},[154],{"categories":4065},[154],{"categories":4067},[141],{"categories":4069},[141],{"categories":4071},[154],{"categories":4073},[141],{"categories":4075},[144],{"categories":4077},[],{"categories":4079},[154],{"categories":4081},[141],{"categories":4083},[141],{"categories":4085},[141],{"categories":4087},[154],{"categories":4089},[141],{"categories":4091},[],{"categories":4093},[141],{"categories":4095},[],{"categories":4097},[242],{"categories":4099},[154],{"categories":4101},[141,149],{"categories":4103},[154],{"categories":4105},[141],{"categories":4107},[],{"categories":4109},[144],{"categories":4111},[193],{"categories":4113},[149],{"categories":4115},[141],{"categories":4117},[168],{"categories":4119},[141],{"categories":4121},[141],{"categories":4123},[154],{"categories":4125},[141],{"categories":4127},[141],{"categories":4129},[141],{"categories":4131},[190],{"categories":4133},[1265],{"categories":4135},[154],{"categories":4137},[141],{"categories":4139},[],{"categories":4141},[],{"categories":4143},[141],{"categories":4145},[154],{"categories":4147},[141],{"categories":4149},[141],{"categories":4151},[312],{"categories":4153},[],{"categories":4155},[141],{"categories":4157},[154],{"categories":4159},[179],{"categories":4161},[154],{"categories":4163},[485],{"categories":4165},[],{"categories":4167},[429],{"categories":4169},[154],{"categories":4171},[141],{"categories":4173},[141],{"categories":4175},[271],{"categories":4177},[154],{"categories":4179},[141],{"categories":4181},[193],{"categories":4183},[157],{"categories":4185},[154],{"categories":4187},[141],{"categories":4189},[485],{"categories":4191},[141],{"categories":4193},[312],{"categories":4195},[149],{"categories":4197},[],{"categories":4199},[141],{"categories":4201},[141],{"categories":4203},[271],{"categories":4205},[242],{"categories":4207},[141],{"categories":4209},[141],{"categories":4211},[141],{"categories":4213},[],{"categories":4215},[271],{"categories":4217},[190],{"categories":4219},[141],{"categories":4221},[141],{"categories":4223},[141],{"categories":4225},[590],{"categories":4227},[144],{"categories":4229},[141],{"categories":4231},[157],{"categories":4233},[141],{"categories":4235},[],{"categories":4237},[],{"categories":4239},[242],{"categories":4241},[141],{"categories":4243},[193],{"categories":4245},[271],{"categories":4247},[154],{"categories":4249},[141],{"categories":4251},[141],{"categories":4253},[271],{"categories":4255},[190],{"categories":4257},[141],{"categories":4259},[],{"categories":4261},[141],{"categories":4263},[141],{"categories":4265},[],{"categories":4267},[141],{"categories":4269},[141],{"categories":4271},[615],{"categories":4273},[141],{"categories":4275},[141],{"categories":4277},[154],{"categories":4279},[168],{"categories":4281},[485],{"categories":4283},[141],{"categories":4285},[141],{"categories":4287},[141],{"categories":4289},[],{"categories":4291},[141,168],{"categories":4293},[190],{"categories":4295},[154],{"categories":4297},[168],{"categories":4299},[154],{"categories":4301},[940],{"categories":4303},[168],{"categories":4305},[168],{"categories":4307},[154],{"categories":4309},[141],{"categories":4311},[144],{"categories":4313},[],{"categories":4315},[],{"categories":4317},[154],{"categories":4319},[141],{"categories":4321},[168],{"categories":4323},[141],{"categories":4325},[144],{"categories":4327},[168],{"categories":4329},[168],{"categories":4331},[141],{"categories":4333},[271],{"categories":4335},[141],{"categories":4337},[168],{"categories":4339},[141],{"categories":4341},[],{"categories":4343},[141],{"categories":4345},[141],{"categories":4347},[242,141],{"categories":4349},[312],{"categories":4351},[144],{"categories":4353},[141],{"categories":4355},[],{"categories":4357},[141],{"categories":4359},[141],{"categories":4361},[149],{"categories":4363},[141],{"categories":4365},[149],{"categories":4367},[141],{"categories":4369},[141],{"categories":4371},[406],{"categories":4373},[141],{"categories":4375},[149],{"categories":4377},[168],{"categories":4379},[193],{"categories":4381},[154],{"categories":4383},[141],{"categories":4385},[168],{"categories":4387},[141],{"categories":4389},[141],{"categories":4391},[190],{"categories":4393},[271],{"categories":4395},[242],{"categories":4397},[141],{"categories":4399},[141],{"categories":4401},[141],{"categories":4403},[141],{"categories":4405},[144],{"categories":4407},[141],{"categories":4409},[154],{"categories":4411},[154],{"categories":4413},[168],{"categories":4415},[190],{"categories":4417},[168],{"categories":4419},[168],{"categories":4421},[141],{"categories":4423},[141],{"categories":4425},[],{"categories":4427},[],{"categories":4429},[193],{"categories":4431},[141],{"categories":4433},[168],{"categories":4435},[141],{"categories":4437},[242],{"categories":4439},[485],{"categories":4441},[429],{"categories":4443},[406],{"categories":4445},[141],{"categories":4447},[141],{"categories":4449},[141],{"categories":4451},[193],{"categories":4453},[141],{"categories":4455},[141],{"categories":4457},[141],{"categories":4459},[141],{"categories":4461},[141],{"categories":4463},[141],{"categories":4465},[141],{"categories":4467},[154],{"categories":4469},[144],{"categories":4471},[154],{"categories":4473},[141,149],{"categories":4475},[],{"categories":4477},[242],{"categories":4479},[],{"categories":4481},[157],{"categories":4483},[141],{"categories":4485},[190],{"categories":4487},[144],{"categories":4489},[141],{"categories":4491},[144],{"categories":4493},[154],{"categories":4495},[193],{"categories":4497},[154],{"categories":4499},[157],{"categories":4501},[154],{"categories":4503},[141],{"categories":4505},[141],{"categories":4507},[149],{"categories":4509},[154],{"categories":4511},[168],{"categories":4513},[271],{"categories":4515},[141],{"categories":4517},[141],{"categories":4519},[],{"categories":4521},[190],{"categories":4523},[141],{"categories":4525},[141],{"categories":4527},[141],{"categories":4529},[141],{"categories":4531},[141],{"categories":4533},[141],{"categories":4535},[168],{"categories":4537},[190],{"categories":4539},[168],{"categories":4541},[168],{"categories":4543},[141],{"categories":4545},[141],{"categories":4547},[141],{"categories":4549},[141],{"categories":4551},[429],{"categories":4553},[141],{"categories":4555},[154],{"categories":4557},[190],{"categories":4559},[141],{"categories":4561},[141],{"categories":4563},[141],{"categories":4565},[154],{"categories":4567},[141],{"categories":4569},[141],{"categories":4571},[141],{"categories":4573},[3164],{"categories":4575},[4576],"Clinical AI",{"categories":4578},[242],{"categories":4580},[141],{"categories":4582},[141],{"categories":4584},[141],{"categories":4586},[141],{"categories":4588},[312],{"categories":4590},[2523],{"categories":4592},[141],{"categories":4594},[157],{"categories":4596},[242],{"categories":4598},[141],{"categories":4600},[154],{"categories":4602},[141],{"categories":4604},[141],{"categories":4606},[190],{"categories":4608},[141],{"categories":4610},[154],{"categories":4612},[168],{"categories":4614},[271],{"categories":4616},[141],{"categories":4618},[141],{"categories":4620},[149],{"categories":4622},[141],{"categories":4624},[141],{"categories":4626},[544],{"categories":4628},[141],{"categories":4630},[],{"categories":4632},[154],{"categories":4634},[141],{"categories":4636},[168],{"categories":4638},[144],{"categories":4640},[141],{"categories":4642},[],{"categories":4644},[],{"categories":4646},[141],{"categories":4648},[],{"categories":4650},[149],{"categories":4652},[141],{"categories":4654},[141],{"categories":4656},[154],{"categories":4658},[141],{"categories":4660},[190],{"categories":4662},[190],{"categories":4664},[190],{"categories":4666},[190],{"categories":4668},[],{"categories":4670},[144],{"categories":4672},[154],{"categories":4674},[190],{"categories":4676},[141],{"categories":4678},[615],{"categories":4680},[157],{"categories":4682},[154],{"categories":4684},[141],{"categories":4686},[144],{"categories":4688},[141],{"categories":4690},[154],{"categories":4692},[141],{"categories":4694},[141],{"categories":4696},[141],{"categories":4698},[141,154],{"categories":4700},[154],{"categories":4702},[312],{"categories":4704},[190],{"categories":4706},[154],{"categories":4708},[190],{"categories":4710},[154],{"categories":4712},[141],{"categories":4714},[],{"categories":4716},[190],{"categories":4718},[271],{"categories":4720},[144],{"categories":4722},[141],{"categories":4724},[141],{"categories":4726},[],{"categories":4728},[168],{"categories":4730},[],{"categories":4732},[144],{"categories":4734},[154],{"categories":4736},[190],{"categories":4738},[141],{"categories":4740},[190],{"categories":4742},[144],{"categories":4744},[190],{"categories":4746},[190],{"categories":4748},[],{"categories":4750},[149],{"categories":4752},[154],{"categories":4754},[190],{"categories":4756},[190],{"categories":4758},[190],{"categories":4760},[190],{"categories":4762},[190],{"categories":4764},[190],{"categories":4766},[190],{"categories":4768},[190],{"categories":4770},[190],{"categories":4772},[190],{"categories":4774},[193],{"categories":4776},[144],{"categories":4778},[141],{"categories":4780},[141],{"categories":4782},[154],{"categories":4784},[154],{"categories":4786},[],{"categories":4788},[141],{"categories":4790},[141,144],{"categories":4792},[],{"categories":4794},[154],{"categories":4796},[141],{"categories":4798},[190],{"categories":4800},[154],{"categories":4802},[940],{"categories":4804},[141],{"categories":4806},[141],{"categories":4808},[141],{"categories":4810},[141],{"categories":4812},[141],{"categories":4814},[406],{"categories":4816},[141],{"categories":4818},[141],{"categories":4820},[154],{"categories":4822},[141],{"categories":4824},[141],{"categories":4826},[149],{"categories":4828},[157],{"categories":4830},[154],{"categories":4832},[154],{"categories":4834},[],{"categories":4836},[154],{"categories":4838},[242],{"categories":4840},[190],{"categories":4842},[141],{"categories":4844},[],{"categories":4846},[157],{"categories":4848},[],{"categories":4850},[168],{"categories":4852},[141],{"categories":4854},[154],{"categories":4856},[242],{"categories":4858},[141],{"categories":4860},[],{"categories":4862},[141],{"categories":4864},[141],{"categories":4866},[],{"categories":4868},[271],{"categories":4870},[141],{"categories":4872},[154],{"categories":4874},[],{"categories":4876},[],{"categories":4878},[190],{"categories":4880},[144],{"categories":4882},[141],{"categories":4884},[141],{"categories":4886},[149],{"categories":4888},[141],{"categories":4890},[141],{"categories":4892},[154],{"categories":4894},[141],{"categories":4896},[149],{"categories":4898},[149],{"categories":4900},[242],{"categories":4902},[],{"categories":4904},[141],{"categories":4906},[190],{"categories":4908},[],{"categories":4910},[141],{"categories":4912},[141],{"categories":4914},[242],{"categories":4916},[141],{"categories":4918},[141],{"categories":4920},[271],{"categories":4922},[141],{"categories":4924},[312],{"categories":4926},[],{"categories":4928},[154],{"categories":4930},[141],{"categories":4932},[271],{"categories":4934},[168],{"categories":4936},[],{"categories":4938},[141],{"categories":4940},[],{"categories":4942},[154],{"categories":4944},[242],{"categories":4946},[168],{"categories":4948},[],{"categories":4950},[3164],{"categories":4952},[149],{"categories":4954},[144],{"categories":4956},[141],{"categories":4958},[193],{"categories":4960},[154],{"categories":4962},[242],{"categories":4964},[141],{"categories":4966},[168],{"categories":4968},[],{"categories":4970},[],{"categories":4972},[141],{"categories":4974},[144],{"categories":4976},[141],{"categories":4978},[271],{"categories":4980},[],{"categories":4982},[154],{"categories":4984},[154],{"categories":4986},[141],{"categories":4988},[154],{"categories":4990},[141],{"categories":4992},[190],{"categories":4994},[168],{"categories":4996},[141],{"categories":4998},[154],{"categories":5000},[157],{"categories":5002},[141],{"categories":5004},[141],{"categories":5006},[141],{"categories":5008},[154],{"categories":5010},[141],{"categories":5012},[157],{"categories":5014},[271],{"categories":5016},[190],{"categories":5018},[],{"categories":5020},[271],{"categories":5022},[141],{"categories":5024},[],{"categories":5026},[168],{"categories":5028},[154],{"categories":5030},[],{"categories":5032},[141],{"categories":5034},[141],{"categories":5036},[141],{"categories":5038},[141],{"categories":5040},[141],{"categories":5042},[154],{"categories":5044},[149],{"categories":5046},[144],{"categories":5048},[154],{"categories":5050},[141],{"categories":5052},[242],{"categories":5054},[168],{"categories":5056},[168],{"categories":5058},[141],{"categories":5060},[193],{"categories":5062},[154],{"categories":5064},[141],{"categories":5066},[141],{"categories":5068},[154],{"categories":5070},[141],{"categories":5072},[141],{"categories":5074},[154],{"categories":5076},[149],{"categories":5078},[141],{"categories":5080},[242],{"categories":5082},[168],{"categories":5084},[154],{"categories":5086},[141],{"categories":5088},[157],{"categories":5090},[141],{"categories":5092},[154],{"categories":5094},[141],{"categories":5096},[141],{"categories":5098},[190],{"categories":5100},[141],{"categories":5102},[],{"categories":5104},[144],{"categories":5106},[141],{"categories":5108},[141],{"categories":5110},[141],{"categories":5112},[168],{"categories":5114},[168],{"categories":5116},[141],{"categories":5118},[168],{"categories":5120},[141],{"categories":5122},[154],{"categories":5124},[141],{"categories":5126},[141],{"categories":5128},[141],{"categories":5130},[141],{"categories":5132},[141],{"categories":5134},[],{"categories":5136},[141],{"categories":5138},[242],{"categories":5140},[154],{"categories":5142},[149],{"categories":5144},[190],{"categories":5146},[141],{"categories":5148},[154],{"categories":5150},[141],{"categories":5152},[154],{"categories":5154},[141],{"categories":5156},[141],{"categories":5158},[242],{"categories":5160},[154],{"categories":5162},[141],{"categories":5164},[271],{"categories":5166},[141],{"categories":5168},[193],{"categories":5170},[141],{"categories":5172},[141],{"categories":5174},[190],{"categories":5176},[141],{"categories":5178},[141],{"categories":5180},[141],{"categories":5182},[141],{"categories":5184},[154],{"categories":5186},[312],{"categories":5188},[141],{"categories":5190},[168],{"categories":5192},[154],{"categories":5194},[193],{"categories":5196},[],{"categories":5198},[154],{"categories":5200},[168],{"categories":5202},[141],{"categories":5204},[141],{"categories":5206},[2361],{"categories":5208},[242],{"categories":5210},[341],{"categories":5212},[141],{"categories":5214},[141],{"categories":5216},[141],{"categories":5218},[141],{"categories":5220},[144],{"categories":5222},[141],{"categories":5224},[141],{"categories":5226},[168],{"categories":5228},[149],{"categories":5230},[141],{"categories":5232},[168],{"categories":5234},[141],{"categories":5236},[],{"categories":5238},[154],{"categories":5240},[154],{"categories":5242},[141],{"categories":5244},[141],{"categories":5246},[141],{"categories":5248},[193],{"categories":5250},[],{"categories":5252},[190],{"categories":5254},[],{"categories":5256},[190],{"categories":5258},[141],{"categories":5260},[141],{"categories":5262},[154],{"categories":5264},[141],{"categories":5266},[154],{"categories":5268},[154],{"categories":5270},[],{"categories":5272},[141],{"categories":5274},[190],{"categories":5276},[141],{"categories":5278},[],{"categories":5280},[141],{"categories":5282},[141],{"categories":5284},[],{"categories":5286},[141],{"categories":5288},[141],{"categories":5290},[242],{"categories":5292},[168],{"categories":5294},[154],{"categories":5296},[141],{"categories":5298},[141],{"categories":5300},[141],{"categories":5302},[141],{"categories":5304},[271],{"categories":5306},[141],{"categories":5308},[141],{"categories":5310},[141],{"categories":5312},[144],{"categories":5314},[141],{"categories":5316},[141],{"categories":5318},[],{"categories":5320},[141],{"categories":5322},[141],{"categories":5324},[141],{"categories":5326},[],{"categories":5328},[144],{"categories":5330},[141],{"categories":5332},[141],{"categories":5334},[190],{"categories":5336},[168],{"categories":5338},[157],{"categories":5340},[154],{"categories":5342},[485],{"categories":5344},[141],{"categories":5346},[141],{"categories":5348},[141],{"categories":5350},[168],{"categories":5352},[190],{"categories":5354},[242],{"categories":5356},[141],{"categories":5358},[141],{"categories":5360},[141],{"categories":5362},[141],{"categories":5364},[190],{"categories":5366},[141],{"categories":5368},[242],{"categories":5370},[141],{"categories":5372},[141],{"categories":5374},[190],{"categories":5376},[242],{"categories":5378},[141],{"categories":5380},[190],{"categories":5382},[141],{"categories":5384},[154],{"categories":5386},[154],{"categories":5388},[154],{"categories":5390},[168],{"categories":5392},[190],{"categories":5394},[154],{"categories":5396},[154],{"categories":5398},[141],{"categories":5400},[168],{"categories":5402},[242],{"categories":5404},[141],{"categories":5406},[141],{"categories":5408},[154],{"categories":5410},[141],{"categories":5412},[],{"categories":5414},[154],{"categories":5416},[],{"categories":5418},[141],{"categories":5420},[141],{"categories":5422},[],{"categories":5424},[],{"categories":5426},[154],{"categories":5428},[149],{"categories":5430},[154],{"categories":5432},[5433],"Liability & Ethics",{"categories":5435},[141],{"categories":5437},[141],{"categories":5439},[141],{"categories":5441},[154],{"categories":5443},[144],{"categories":5445},[154],{"categories":5447},[149],{"categories":5449},[271],{"categories":5451},[154],{"categories":5453},[141],{"categories":5455},[141],{"categories":5457},[],{"categories":5459},[590],{"categories":5461},[154],{"categories":5463},[],{"categories":5465},[141],{"categories":5467},[144],{"categories":5469},[154],{"categories":5471},[],{"categories":5473},[154],{"categories":5475},[141],{"categories":5477},[141],{"categories":5479},[168],{"categories":5481},[141],{"categories":5483},[190],{"categories":5485},[141],{"categories":5487},[141],{"categories":5489},[157],{"categories":5491},[154],{"categories":5493},[141],{"categories":5495},[141],{"categories":5497},[141],{"categories":5499},[190],{"categories":5501},[154],{"categories":5503},[168],{"categories":5505},[242],{"categories":5507},[144],{"categories":5509},[141],{"categories":5511},[141],{"categories":5513},[141],{"categories":5515},[],{"categories":5517},[154],{"categories":5519},[154],{"categories":5521},[154],{"categories":5523},[485],{"categories":5525},[242],{"categories":5527},[154],{"categories":5529},[312],{"categories":5531},[168],{"categories":5533},[190],{"categories":5535},[141],{"categories":5537},[242],{"categories":5539},[141],{"categories":5541},[144],{"categories":5543},[],{"categories":5545},[154],{"categories":5547},[141],{"categories":5549},[141],{"categories":5551},[141],{"categories":5553},[141],{"categories":5555},[154],{"categories":5557},[141],{"categories":5559},[141],{"categories":5561},[242],{"categories":5563},[],{"categories":5565},[154],{"categories":5567},[157],{"categories":5569},[190],{"categories":5571},[154],{"categories":5573},[149],{"categories":5575},[],{"categories":5577},[141],{"categories":5579},[141],{"categories":5581},[157],{"categories":5583},[141],{"categories":5585},[154],{"categories":5587},[190],{"categories":5589},[144],{"categories":5591},[312],{"categories":5593},[141],{"categories":5595},[141],{"categories":5597},[141],{"categories":5599},[190],{"categories":5601},[149],{"categories":5603},[141],{"categories":5605},[242],{"categories":5607},[190],{"categories":5609},[312],{"categories":5611},[141],{"categories":5613},[154],{"categories":5615},[],{"categories":5617},[544],{"categories":5619},[],{"categories":5621},[141],{"categories":5623},[312],{"categories":5625},[141],{"categories":5627},[193],{"categories":5629},[141],{"categories":5631},[154],{"categories":5633},[154],{"categories":5635},[5636],"Design News & Tools",{"categories":5638},[141],{"categories":5640},[141],{"categories":5642},[190],{"categories":5644},[141],{"categories":5646},[141],{"categories":5648},[144],{"categories":5650},[154],{"categories":5652},[141],{"categories":5654},[242],{"categories":5656},[154],{"categories":5658},[154],{"categories":5660},[242],{"categories":5662},[141],{"categories":5664},[141],{"categories":5666},[485],{"categories":5668},[154],{"categories":5670},[141],{"categories":5672},[141],{"categories":5674},[485],{"categories":5676},[141],{"categories":5678},[271],{"categories":5680},[141],{"categories":5682},[154],{"categories":5684},[],{"categories":5686},[141],{"categories":5688},[141],{"categories":5690},[141],{"categories":5692},[190],{"categories":5694},[141],{"categories":5696},[144],{"categories":5698},[],{"categories":5700},[141],{"categories":5702},[141],{"categories":5704},[141],{"categories":5706},[168],{"categories":5708},[615],{"categories":5710},[168],{"categories":5712},[242],{"categories":5714},[141],{"categories":5716},[141,154],{"categories":5718},[271,149],{"categories":5720},[168],{"categories":5722},[141],{"categories":5724},[141],{"categories":5726},[141],{"categories":5728},[141],{"categories":5730},[],{"categories":5732},[154],{"categories":5734},[141],{"categories":5736},[],{"categories":5738},[141],{"categories":5740},[168],{"categories":5742},[141],{"categories":5744},[168],{"categories":5746},[],{"categories":5748},[154],{"categories":5750},[141],{"categories":5752},[149],{"categories":5754},[141],{"categories":5756},[190],{"categories":5758},[141],{"categories":5760},[],{"categories":5762},[154],{"categories":5764},[141],{"categories":5766},[],{"categories":5768},[242],{"categories":5770},[141],{"categories":5772},[141],{"categories":5774},[154],{"categories":5776},[141],{"categories":5778},[141],{"categories":5780},[144],{"categories":5782},[154],{"categories":5784},[141],{"categories":5786},[],{"categories":5788},[141],{"categories":5790},[312],{"categories":5792},[271],{"categories":5794},[149],{"categories":5796},[149],{"categories":5798},[141],{"categories":5800},[144],{"categories":5802},[144],{"categories":5804},[141],{"categories":5806},[154],{"categories":5808},[141],{"categories":5810},[141],{"categories":5812},[141],{"categories":5814},[141],{"categories":5816},[168],{"categories":5818},[141],{"categories":5820},[144],{"categories":5822},[141],{"categories":5824},[141],{"categories":5826},[154],{"categories":5828},[141],{"categories":5830},[271],{"categories":5832},[141],{"categories":5834},[190],{"categories":5836},[141],{"categories":5838},[141],{"categories":5840},[154],{"categories":5842},[157],{"categories":5844},[141],{"categories":5846},[141],{"categories":5848},[154],{"categories":5850},[],{"categories":5852},[168],{"categories":5854},[],{"categories":5856},[168],{"categories":5858},[154],{"categories":5860},[144],{"categories":5862},[141],{"categories":5864},[],{"categories":5866},[193],{"categories":5868},[312],{"categories":5870},[141],{"categories":5872},[168],{"categories":5874},[141],{"categories":5876},[],{"categories":5878},[190],{"categories":5880},[154],{"categories":5882},[168],{"categories":5884},[242],{"categories":5886},[149],{"categories":5888},[141],{"categories":5890},[141],{"categories":5892},[154],{"categories":5894},[168],{"categories":5896},[154],{"categories":5898},[190],{"categories":5900},[141],{"categories":5902},[157],{"categories":5904},[144],{"categories":5906},[157],{"categories":5908},[190],{"categories":5910},[141],{"categories":5912},[168],{"categories":5914},[141],{"categories":5916},[242],{"categories":5918},[149],{"categories":5920},[141],{"categories":5922},[141],{"categories":5924},[141],{"categories":5926},[141],{"categories":5928},[141],{"categories":5930},[141],{"categories":5932},[154],{"categories":5934},[141],{"categories":5936},[154],{"categories":5938},[141],{"categories":5940},[141],{"categories":5942},[144],{"categories":5944},[141],{"categories":5946},[154],{"categories":5948},[154],{"categories":5950},[242],{"categories":5952},[154],{"categories":5954},[154],{"categories":5956},[141],{"categories":5958},[144],{"categories":5960},[154],{"categories":5962},[242],{"categories":5964},[],{"categories":5966},[141],{"categories":5968},[193],{"categories":5970},[485],{"categories":5972},[141],{"categories":5974},[154],{"categories":5976},[141],{"categories":5978},[141],{"categories":5980},[168],{"categories":5982},[141],{"categories":5984},[],{"categories":5986},[141],{"categories":5988},[154],{"categories":5990},[141],{"categories":5992},[271],{"categories":5994},[141],{"categories":5996},[168],{"categories":5998},[141],{"categories":6000},[190],{"categories":6002},[154],{"categories":6004},[141],{"categories":6006},[271],{"categories":6008},[154],{"categories":6010},[149],{"categories":6012},[149],{"categories":6014},[141],{"categories":6016},[141],{"categories":6018},[141],{"categories":6020},[141],{"categories":6022},[141],{"categories":6024},[141],{"categories":6026},[144],{"categories":6028},[],{"categories":6030},[141],{"categories":6032},[141],{"categories":6034},[154],{"categories":6036},[154],{"categories":6038},[141],{"categories":6040},[141],{"categories":6042},[141],{"categories":6044},[141],{"categories":6046},[141],{"categories":6048},[168],{"categories":6050},[],{"categories":6052},[144],{"categories":6054},[141],{"categories":6056},[141],{"categories":6058},[154],{"categories":6060},[154],{"categories":6062},[],{"categories":6064},[168],{"categories":6066},[168],{"categories":6068},[141],{"categories":6070},[271],{"categories":6072},[149],{"categories":6074},[242],{"categories":6076},[],{"categories":6078},[141],{"categories":6080},[154],{"categories":6082},[144],{"categories":6084},[141],{"categories":6086},[141],{"categories":6088},[168],{"categories":6090},[144],{"categories":6092},[141],{"categories":6094},[141],{"categories":6096},[190],{"categories":6098},[193],{"categories":6100},[141],{"categories":6102},[190],{"categories":6104},[154],{"categories":6106},[141],{"categories":6108},[],{"categories":6110},[190],{"categories":6112},[154],{"categories":6114},[242],{"categories":6116},[193],{"categories":6118},[141],{"categories":6120},[141],{"categories":6122},[],{"categories":6124},[154],{"categories":6126},[154],{"categories":6128},[154],{"categories":6130},[3164],{"categories":6132},[190],{"categories":6134},[141],{"categories":6136},[168],{"categories":6138},[141],{"categories":6140},[141],{"categories":6142},[141],{"categories":6144},[141],{"categories":6146},[141],{"categories":6148},[149],{"categories":6150},[141],{"categories":6152},[144],{"categories":6154},[1827],{"categories":6156},[312],{"categories":6158},[144],{"categories":6160},[],{"categories":6162},[141],{"categories":6164},[],{"categories":6166},[190],{"categories":6168},[154],{"categories":6170},[242],{"categories":6172},[141],{"categories":6174},[141],{"categories":6176},[141],{"categories":6178},[190],{"categories":6180},[],{"categories":6182},[154],{"categories":6184},[141],{"categories":6186},[154],{"categories":6188},[154],{"categories":6190},[],{"categories":6192},[141],{"categories":6194},[],{"categories":6196},[190],{"categories":6198},[144],{"categories":6200},[242],{"categories":6202},[141],{"categories":6204},[154],{"categories":6206},[190],{"categories":6208},[141],{"categories":6210},[190],{"categories":6212},[],{"categories":6214},[190],{"categories":6216},[141],{"categories":6218},[144],{"categories":6220},[485],{"categories":6222},[154],{"categories":6224},[141],{"categories":6226},[],{"categories":6228},[168],{"categories":6230},[154],{"categories":6232},[157],{"categories":6234},[154],{"categories":6236},[144],{"categories":6238},[141],{"categories":6240},[141],{"categories":6242},[],{"categories":6244},[],{"categories":6246},[],{"categories":6248},[242],{"categories":6250},[141],{"categories":6252},[154],{"categories":6254},[141],{"categories":6256},[141],{"categories":6258},[],{"categories":6260},[],{"categories":6262},[],{"categories":6264},[141],{"categories":6266},[154],{"categories":6268},[242],{"categories":6270},[141],{"categories":6272},[],{"categories":6274},[154],{"categories":6276},[141],{"categories":6278},[141],{"categories":6280},[144],{"categories":6282},[],{"categories":6284},[],{"categories":6286},[141],{"categories":6288},[141],{"categories":6290},[154],{"categories":6292},[242],{"categories":6294},[141],{"categories":6296},[190],{"categories":6298},[],{"categories":6300},[141],{"categories":6302},[141],{"categories":6304},[271],{"categories":6306},[190],{"categories":6308},[271],{"categories":6310},[193],{"categories":6312},[141],{"categories":6314},[141],{"categories":6316},[],{"categories":6318},[],{"categories":6320},[154],{"categories":6322},[],{"categories":6324},[141],{"categories":6326},[485],{"categories":6328},[141],{"categories":6330},[141],{"categories":6332},[141],{"categories":6334},[141],{"categories":6336},[],{"categories":6338},[154],{"categories":6340},[141],{"categories":6342},[141],{"categories":6344},[],{"categories":6346},[154],{"categories":6348},[141],{"categories":6350},[190],{"categories":6352},[141],{"categories":6354},[271],{"categories":6356},[149],{"categories":6358},[157],{"categories":6360},[141],{"categories":6362},[141],{"categories":6364},[154],{"categories":6366},[193],{"categories":6368},[154],{"categories":6370},[154],{"categories":6372},[],{"categories":6374},[141],{"categories":6376},[154],{"categories":6378},[],{"categories":6380},[141],{"categories":6382},[],{"categories":6384},[190],{"categories":6386},[149],{"categories":6388},[],{"categories":6390},[141],{"categories":6392},[141],{"categories":6394},[141],{"categories":6396},[],{"categories":6398},[154],{"categories":6400},[242],{"categories":6402},[144],{"categories":6404},[141],{"categories":6406},[],{"categories":6408},[149],{"categories":6410},[271],{"categories":6412},[141],{"categories":6414},[168],{"categories":6416},[144],{"categories":6418},[193],{"categories":6420},[149],{"categories":6422},[168],{"categories":6424},[154],{"categories":6426},[168],{"categories":6428},[],{"categories":6430},[141],{"categories":6432},[157],{"categories":6434},[141],{"categories":6436},[],{"categories":6438},[154],{"categories":6440},[144],{"categories":6442},[242],{"categories":6444},[141],{"categories":6446},[144],{"categories":6448},[154],{"categories":6450},[312],{"categories":6452},[141],{"categories":6454},[141],{"categories":6456},[141],{"categories":6458},[141],{"categories":6460},[141],{"categories":6462},[144],{"categories":6464},[141],{"categories":6466},[168],{"categories":6468},[193],{"categories":6470},[154],{"categories":6472},[],{"categories":6474},[141],{"categories":6476},[141],{"categories":6478},[141],{"categories":6480},[168],{"categories":6482},[154],{"categories":6484},[190],{"categories":6486},[168],{"categories":6488},[141],{"categories":6490},[157],{"categories":6492},[],{"categories":6494},[242],{"categories":6496},[168],{"categories":6498},[190],{"categories":6500},[141],{"categories":6502},[144],{"categories":6504},[154],{"categories":6506},[141],{"categories":6508},[141],{"categories":6510},[154],{"categories":6512},[157],{"categories":6514},[141],{"categories":6516},[154],{"categories":6518},[141],{"categories":6520},[149],{"categories":6522},[154],{"categories":6524},[154,312],{"categories":6526},[141],{"categories":6528},[141],{"categories":6530},[154],{"categories":6532},[168],{"categories":6534},[141],{"categories":6536},[141],{"categories":6538},[193],{"categories":6540},[154],{"categories":6542},[271],{"categories":6544},[154],{"categories":6546},[149],{"categories":6548},[],{"categories":6550},[154],{"categories":6552},[141],{"categories":6554},[149],{"categories":6556},[],{"categories":6558},[],{"categories":6560},[168],{"categories":6562},[141],{"categories":6564},[141],{"categories":6566},[154],{"categories":6568},[193],{"categories":6570},[271],{"categories":6572},[141],{"categories":6574},[141],{"categories":6576},[141],{"categories":6578},[154],{"categories":6580},[],{"categories":6582},[154],{"categories":6584},[190],{"categories":6586},[141],{"categories":6588},[154],{"categories":6590},[154],{"categories":6592},[141],{"categories":6594},[],{"categories":6596},[190],{"categories":6598},[168],{"categories":6600},[3164],{"categories":6602},[144],{"categories":6604},[168],{"categories":6606},[141],{"categories":6608},[154],{"categories":6610},[141],{"categories":6612},[141],{"categories":6614},[271],{"categories":6616},[168],{"categories":6618},[193],{"categories":6620},[],{"categories":6622},[190],{"categories":6624},[141],{"categories":6626},[141],{"categories":6628},[],{"categories":6630},[154],{"categories":6632},[141],{"categories":6634},[141],{"categories":6636},[141],{"categories":6638},[141],{"categories":6640},[154],{"categories":6642},[141],{"categories":6644},[141],{"categories":6646},[141],{"categories":6648},[157],{"categories":6650},[141],{"categories":6652},[154],{"categories":6654},[141],{"categories":6656},[141],{"categories":6658},[141],{"categories":6660},[141],{"categories":6662},[141],{"categories":6664},[141],{"categories":6666},[141],{"categories":6668},[149],{"categories":6670},[],{"categories":6672},[157],{"categories":6674},[190],{"categories":6676},[154],{"categories":6678},[141],{"categories":6680},[168],{"categories":6682},[],{"categories":6684},[168],{"categories":6686},[168],{"categories":6688},[154],{"categories":6690},[168],{"categories":6692},[141],{"categories":6694},[141],{"categories":6696},[141],{"categories":6698},[154],{"categories":6700},[168],{"categories":6702},[141],{"categories":6704},[141],{"categories":6706},[141],{"categories":6708},[154],{"categories":6710},[190],{"categories":6712},[141],{"categories":6714},[141],{"categories":6716},[141],{"categories":6718},[149],{"categories":6720},[141],{"categories":6722},[154],{"categories":6724},[242],{"categories":6726},[],{"categories":6728},[141],{"categories":6730},[193],{"categories":6732},[154],{"categories":6734},[141],{"categories":6736},[141],{"categories":6738},[],{"categories":6740},[141],{"categories":6742},[141],{"categories":6744},[190],{"categories":6746},[141],{"categories":6748},[141],{"categories":6750},[154],{"categories":6752},[271],{"categories":6754},[],{"categories":6756},[],{"categories":6758},[168],{"categories":6760},[141],{"categories":6762},[141],{"categories":6764},[190],{"categories":6766},[141],{"categories":6768},[168],{"categories":6770},[190],{"categories":6772},[141],{"categories":6774},[141],{"categories":6776},[271],{"categories":6778},[193],{"categories":6780},[141],{"categories":6782},[141],{"categories":6784},[144],{"categories":6786},[154],{"categories":6788},[141],{"categories":6790},[141],{"categories":6792},[154],{"categories":6794},[149],{"categories":6796},[154],{"categories":6798},[168],{"categories":6800},[141],{"categories":6802},[149],{"categories":6804},[],{"categories":6806},[141],{"categories":6808},[193],{"categories":6810},[141],{"categories":6812},[141],{"categories":6814},[],{"categories":6816},[190],{"categories":6818},[141],{"categories":6820},[154],{"categories":6822},[193],{"categories":6824},[141],{"categories":6826},[168],{"categories":6828},[168],{"categories":6830},[168],{"categories":6832},[141],{"categories":6834},[154],{"categories":6836},[154],{"categories":6838},[141],{"categories":6840},[154],{"categories":6842},[141],{"categories":6844},[141],{"categories":6846},[242],{"categories":6848},[193],{"categories":6850},[193],{"categories":6852},[],{"categories":6854},[190],{"categories":6856},[141],{"categories":6858},[141],{"categories":6860},[168],{"categories":6862},[],{"categories":6864},[190],{"categories":6866},[190],{"categories":6868},[190],{"categories":6870},[],{"categories":6872},[154],{"categories":6874},[141],{"categories":6876},[],{"categories":6878},[144],{"categories":6880},[149],{"categories":6882},[],{"categories":6884},[141],{"categories":6886},[141],{"categories":6888},[],{"categories":6890},[168],{"categories":6892},[],{"categories":6894},[],{"categories":6896},[],{"categories":6898},[],{"categories":6900},[141],{"categories":6902},[190],{"categories":6904},[],{"categories":6906},[],{"categories":6908},[141],{"categories":6910},[141],{"categories":6912},[141],{"categories":6914},[193],{"categories":6916},[141],{"categories":6918},[193],{"categories":6920},[],{"categories":6922},[193],{"categories":6924},[193],{"categories":6926},[312],{"categories":6928},[154],{"categories":6930},[168],{"categories":6932},[],{"categories":6934},[],{"categories":6936},[193],{"categories":6938},[168],{"categories":6940},[168],{"categories":6942},[168],{"categories":6944},[],{"categories":6946},[144],{"categories":6948},[168],{"categories":6950},[168],{"categories":6952},[144],{"categories":6954},[168],{"categories":6956},[149],{"categories":6958},[168],{"categories":6960},[168],{"categories":6962},[168],{"categories":6964},[193],{"categories":6966},[190],{"categories":6968},[190],{"categories":6970},[141],{"categories":6972},[168],{"categories":6974},[193],{"categories":6976},[312],{"categories":6978},[193],{"categories":6980},[193],{"categories":6982},[193],{"categories":6984},[],{"categories":6986},[149],{"categories":6988},[],{"categories":6990},[312],{"categories":6992},[168],{"categories":6994},[168],{"categories":6996},[168],{"categories":6998},[154],{"categories":7000},[190,149],{"categories":7002},[193],{"categories":7004},[],{"categories":7006},[],{"categories":7008},[193],{"categories":7010},[],{"categories":7012},[193],{"categories":7014},[190],{"categories":7016},[154],{"categories":7018},[],{"categories":7020},[168],{"categories":7022},[141],{"categories":7024},[242],{"categories":7026},[],{"categories":7028},[141],{"categories":7030},[],{"categories":7032},[190],{"categories":7034},[144],{"categories":7036},[193],{"categories":7038},[],{"categories":7040},[168],{"categories":7042},[190],[7044,7095,7202,7264],{"id":7045,"title":7046,"ai":7047,"body":7052,"categories":7081,"created_at":103,"date_modified":103,"description":96,"extension":104,"faq":103,"featured":105,"kicker_label":103,"meta":7082,"navigation":120,"path":7083,"published_at":7084,"question":103,"scraped_at":103,"seo":7085,"sitemap":7086,"source_id":7087,"source_name":7088,"source_type":128,"source_url":7089,"stem":7090,"tags":7091,"thumbnail_url":103,"tldr":7092,"tweet":103,"unknown_tags":7093,"__hash__":7094},"summaries\u002Fsummaries\u002F20b-chroma-context-1-fixes-rag-retrieval-woes-summary.md","20B Chroma Context-1 Fixes RAG Retrieval Woes",{"provider":7,"model":8,"input_tokens":7048,"output_tokens":7049,"processing_time_ms":7050,"cost_usd":7051},3701,1089,10192,0.0008143,{"type":14,"value":7053,"toc":7077},[7054,7058,7061,7064,7068,7071,7074],[17,7055,7057],{"id":7056},"retrieval-as-rags-weakest-link","Retrieval as RAG's Weakest Link",[22,7059,7060],{},"Bad retrieval dooms even frontier models like GPT-4, Claude, or Gemini in RAG systems—irrelevant chunks lead to confident hallucinations instead of accurate answers. The author learned this building RAG pipelines, where vector search alone fails multi-hop queries requiring info from multiple sources.",[22,7062,7063],{},"In a legal document search example, a ReAct agent using a frontier model and vector tools handled queries spanning three filings but cost $0.12 per query and took 15 seconds. This demo-level performance isn't viable for production search features.",[17,7065,7067],{"id":7066},"chroma-context-1-purpose-built-20b-retrieval-model","Chroma Context-1: Purpose-Built 20B Retrieval Model",[22,7069,7070],{},"Chroma's Context-1 is a 20 billion parameter LLM optimized solely for retrieval, skipping generation or reasoning overhead. As a self-editing search agent, it outperforms frontier models on retrieval benchmarks, enabling smarter RAG by delivering precise context without garbage.",[22,7072,7073],{},"Swapping it into the author's RAG agent directly improved intelligence and efficiency, transforming costly, slow demos into product-ready systems. This shifts RAG architecture: use specialized retrieval models as the 'brain' for search, reserving frontier LLMs for final synthesis only.",[22,7075,7076],{},"Trade-offs: Context-1 excels at pure retrieval but pairs best with generation models downstream, avoiding the pitfalls of overloading generalists with search tasks.",{"title":96,"searchDepth":97,"depth":97,"links":7078},[7079,7080],{"id":7056,"depth":97,"text":7057},{"id":7066,"depth":97,"text":7067},[],{},"\u002Fsummaries\u002F20b-chroma-context-1-fixes-rag-retrieval-woes-summary","2026-04-08 21:21:17",{"title":7046,"description":96},{"loc":7083},"c66e4ca36c3ebdff","Level Up Coding","https:\u002F\u002Funknown","summaries\u002F20b-chroma-context-1-fixes-rag-retrieval-woes-summary",[132,133,134],"Replace frontier models in RAG retrieval with Chroma Context-1, a 20B specialist that beats them at search, cutting costs from $0.12\u002Fquery and latency from 15s.",[134],"u0vqpr6-Y3nCQkaBR5zcz4kCNwVNzXa4nfhyVig0KZQ",{"id":7096,"title":7097,"ai":7098,"body":7103,"categories":7175,"created_at":103,"date_modified":103,"description":96,"extension":104,"faq":103,"featured":105,"kicker_label":103,"meta":7176,"navigation":120,"path":7190,"published_at":103,"question":103,"scraped_at":7191,"seo":7192,"sitemap":7193,"source_id":7194,"source_name":7195,"source_type":128,"source_url":7196,"stem":7197,"tags":7198,"thumbnail_url":103,"tldr":7199,"tweet":103,"unknown_tags":7200,"__hash__":7201},"summaries\u002Fsummaries\u002F7d6eca91cc050d59-pageindex-tree-based-rag-without-vectors-or-chunki-summary.md","PageIndex: Tree-Based RAG Without Vectors or Chunking",{"provider":7,"model":8,"input_tokens":7099,"output_tokens":7100,"processing_time_ms":7101,"cost_usd":7102},7312,1353,12832,0.00211625,{"type":14,"value":7104,"toc":7170},[7105,7109,7112,7116,7163,7167],[17,7106,7108],{"id":7107},"replace-similarity-with-reasoning-for-relevant-retrieval","Replace Similarity with Reasoning for Relevant Retrieval",[22,7110,7111],{},"Traditional vector RAG fails on long professional documents like financial reports because semantic similarity doesn't equal relevance—it lacks domain-specific reasoning. PageIndex fixes this by building a hierarchical tree index mimicking a table-of-contents, with nodes containing titles, IDs, page ranges (start_index\u002Fend_index), summaries, and child nodes. LLMs then perform agentic tree search to navigate and retrieve exact sections, enabling human-like extraction. This yields traceable results with page references, unlike opaque vector matches. Core process: (1) Generate tree from PDF\u002FMD; (2) Query via reasoning over tree. Trade-off: Relies on LLM API costs but avoids vector DB setup and chunking artifacts.",[17,7113,7115],{"id":7114},"generate-and-query-trees-in-minutes","Generate and Query Trees in Minutes",[22,7117,7118,7119,7123,7124,7127,7128,7131,7132,7135,7136,7139,7140,7139,7143,7146,7147,7150,7151,7154,7155,7158,7159,7162],{},"Install via ",[7120,7121,7122],"code",{},"pip3 install --upgrade -r requirements.txt",", add ",[7120,7125,7126],{},"OPENAI_API_KEY"," to ",[7120,7129,7130],{},".env"," (supports LiteLLM for multi-LLM). Run ",[7120,7133,7134],{},"python3 run_pageindex.py --pdf_path \u002Fpath\u002Fto\u002Fdocument.pdf"," to build tree—customize with ",[7120,7137,7138],{},"--model gpt-4o-2024-11-20",", ",[7120,7141,7142],{},"--max-pages-per-node 10",[7120,7144,7145],{},"--max-tokens-per-node 20000",". Markdown mode uses ",[7120,7148,7149],{},"--md_path"," and heading levels (#, ##) for hierarchy. Integrate into RAG: Load tree JSON, use LLMs for tree traversal queries. Examples include ",[7120,7152,7153],{},"agentic_vectorless_rag_demo.py"," (OpenAI Agents SDK for end-to-end agentic RAG), ",[7120,7156,7157],{},"pageindex_RAG_simple.ipynb"," (minimal RAG), and ",[7120,7160,7161],{},"vision_RAG_pageindex.ipynb"," (image-based, no OCR). Self-host or use cloud API\u002FMCP.",[17,7164,7166],{"id":7165},"_987-financebench-win-proves-edge-on-complex-docs","98.7% FinanceBench Win Proves Edge on Complex Docs",[22,7168,7169],{},"PageIndex powers Mafin 2.5, achieving state-of-the-art 98.7% accuracy on FinanceBench (complex financial QA)—outpacing vector RAG by enabling precise navigation of SEC filings. Handles PDFs beyond LLM limits like reports, textbooks, manuals. Deployment: Local repo, chat platform (chat.pageindex.ai), API\u002Fdeveloper tools, or enterprise on-prem. Explore cookbooks\u002Ftutorials for document\u002Ftree search; tree excels where vectors falter on multi-step reasoning.",{"title":96,"searchDepth":97,"depth":97,"links":7171},[7172,7173,7174],{"id":7107,"depth":97,"text":7108},{"id":7114,"depth":97,"text":7115},{"id":7165,"depth":97,"text":7166},[],{"content_references":7177,"triage":7188},[7178,7183],{"type":7179,"title":7180,"url":7181,"context":7182},"paper","FinanceBench","https:\u002F\u002Farxiv.org\u002Fabs\u002F2311.11944","cited",{"type":7184,"title":7185,"url":7186,"context":7187},"tool","LiteLLM","https:\u002F\u002Fdocs.litellm.ai\u002Fdocs\u002Fproviders","mentioned",{"relevance":116,"novelty":117,"quality":117,"actionability":117,"composite":118,"reasoning":7189},"Category: AI & LLMs. The article presents a novel approach to retrieval-augmented generation (RAG) by using hierarchical tree indexes instead of traditional vector methods, addressing a specific pain point of relevance in long documents. It provides actionable steps for implementation, including installation and usage instructions, making it highly relevant for developers looking to integrate AI into their products.","\u002Fsummaries\u002F7d6eca91cc050d59-pageindex-tree-based-rag-without-vectors-or-chunki-summary","2026-04-14 14:30:33",{"title":7097,"description":96},{"loc":7190},"7d6eca91cc050d59","__oneoff__","https:\u002F\u002Fgithub.com\u002FVectifyAI\u002FPageIndex","summaries\u002F7d6eca91cc050d59-pageindex-tree-based-rag-without-vectors-or-chunki-summary",[132,133,134],"PageIndex creates LLM-reasoned hierarchical tree indexes from long documents for relevance-focused retrieval via tree search, hitting 98.7% accuracy on FinanceBench vs. vector RAG's similarity flaws—no DBs or chunks needed.",[134],"WK727KNGepgbXRra8020hVHuVjizeR5bHBP5L5VbTkc",{"id":7203,"title":7204,"ai":7205,"body":7211,"categories":7239,"created_at":103,"date_modified":103,"description":96,"extension":104,"faq":103,"featured":105,"kicker_label":103,"meta":7240,"navigation":120,"path":7252,"published_at":7253,"question":103,"scraped_at":7253,"seo":7254,"sitemap":7255,"source_id":7256,"source_name":7257,"source_type":128,"source_url":7245,"stem":7258,"tags":7259,"thumbnail_url":103,"tldr":7261,"tweet":103,"unknown_tags":7262,"__hash__":7263},"summaries\u002Fsummaries\u002F5b466bfd41a8ba4c-schemarouter-field-aware-tool-routing-for-agentic--summary.md","SchemaRouter: Field-Aware Tool Routing for Agentic RAG",{"provider":7,"model":7206,"input_tokens":7207,"output_tokens":7208,"processing_time_ms":7209,"cost_usd":7210},"google\u002Fgemini-3.1-flash-lite",4062,550,2881,0.0018405,{"type":14,"value":7212,"toc":7234},[7213,7217,7220,7224,7227,7231],[17,7214,7216],{"id":7215},"the-problem-with-semantic-routing","The Problem with Semantic Routing",[22,7218,7219],{},"Traditional agentic RAG systems often rely on semantic similarity to route queries to tools. This approach frequently fails in heterogeneous environments where multiple tools share similar semantic descriptions but require different input schemas. When a router cannot distinguish between the specific fields required by a tool, it often selects the wrong tool or triggers unnecessary LLM calls, leading to increased latency and reduced accuracy.",[17,7221,7223],{"id":7222},"field-aware-routing-logic","Field-Aware Routing Logic",[22,7225,7226],{},"SchemaRouter addresses this by shifting the routing focus from broad semantic intent to specific schema requirements. Instead of treating tools as black boxes, the system analyzes the input parameters (fields) required by each tool. By aligning the user's query directly with the expected schema fields, the router ensures that the selected tool is not just semantically relevant, but technically capable of processing the specific request. This field-aware approach significantly reduces \"hallucinated\" tool calls and improves the precision of multi-tool agentic workflows.",[17,7228,7230],{"id":7229},"performance-and-implementation","Performance and Implementation",[22,7232,7233],{},"The research demonstrates that SchemaRouter reduces the overhead associated with tool selection in complex RAG pipelines. By minimizing the number of irrelevant tools considered during the routing phase, the system achieves faster response times and higher success rates in multi-step reasoning tasks. The authors provide a benchmark and implementation fixtures to help developers integrate this routing logic into existing agentic frameworks, making it a practical solution for scaling RAG applications that utilize diverse, heterogeneous data sources.",{"title":96,"searchDepth":97,"depth":97,"links":7235},[7236,7237,7238],{"id":7215,"depth":97,"text":7216},{"id":7222,"depth":97,"text":7223},{"id":7229,"depth":97,"text":7230},[141],{"content_references":7241,"triage":7250},[7242,7247],{"type":109,"title":7243,"author":7244,"url":7245,"context":7246},"SchemaRouter: Field-Aware Tool Routing for Efficient Heterogeneous Agentic RAG","JDeun","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.21375","reviewed",{"type":7184,"title":7248,"url":7249,"context":111},"SchemaRouter Research Repository","https:\u002F\u002Fgithub.com\u002FJDeun\u002FSchemaRouter_research",{"relevance":116,"novelty":117,"quality":117,"actionability":117,"composite":118,"reasoning":7251},"Category: AI & LLMs. The article presents a novel approach to improving agentic RAG systems through field-aware routing, addressing a specific pain point of traditional semantic routing. It offers practical implementation details and benchmarks that developers can use to integrate this solution into their workflows.","\u002Fsummaries\u002F5b466bfd41a8ba4c-schemarouter-field-aware-tool-routing-for-agentic-summary","2026-08-26 03:10:17",{"title":7204,"description":96},{"loc":7252},"5b466bfd41a8ba4c","arXiv cs.AI","summaries\u002F5b466bfd41a8ba4c-schemarouter-field-aware-tool-routing-for-agentic--summary",[132,133,7260,134],"ai-tools","SchemaRouter improves agentic RAG efficiency by using field-aware routing, which maps user queries to specific tool schemas rather than relying on generic semantic similarity.",[134],"-aEbiQmjmvah7gS_L8vtEytcWklnlqNn9hL8QZ2ZH68",{"id":7265,"title":7266,"ai":7267,"body":7272,"categories":7341,"created_at":103,"date_modified":103,"description":96,"extension":104,"faq":103,"featured":105,"kicker_label":103,"meta":7342,"navigation":120,"path":7348,"published_at":7349,"question":103,"scraped_at":7350,"seo":7351,"sitemap":7352,"source_id":7353,"source_name":127,"source_type":7354,"source_url":7355,"stem":7356,"tags":7357,"thumbnail_url":103,"tldr":7358,"tweet":7359,"unknown_tags":7360,"__hash__":7361},"summaries\u002Fsummaries\u002F84068549d61515cf-moving-beyond-chunking-structural-retrieval-for-co-summary.md","Moving Beyond Chunking: Structural Retrieval for Complex Documents",{"provider":7,"model":7206,"input_tokens":7268,"output_tokens":7269,"processing_time_ms":7270,"cost_usd":7271},4930,702,3650,0.0022855,{"type":14,"value":7273,"toc":7336},[7274,7278,7281,7285,7288,7291,7305,7309,7316,7319,7333],[17,7275,7277],{"id":7276},"the-failure-of-flat-retrieval","The Failure of Flat Retrieval",[22,7279,7280],{},"Traditional Retrieval Augmented Generation (RAG) relies on \"chunking,\" which breaks documents into arbitrary segments (e.g., 500 words or paragraphs) and converts them into vectors for similarity search. While efficient for simple queries, this approach destroys the inherent structure of complex documents. When a document is flattened, headings are separated from their content, tables are detached from their explanatory text, and the logical relationship between sections is lost. This forces the LLM to guess how disconnected fragments relate, often leading to hallucinations or incomplete answers when a query requires information spanning multiple sections.",[17,7282,7284],{"id":7283},"structural-navigation-as-an-alternative","Structural Navigation as an Alternative",[22,7286,7287],{},"Instead of flattening documents, you can treat them as trees that mirror their original authoring structure (titles, headers, sections, and subsections). By using an agent to navigate this tree, you mimic how a human reads: checking the table of contents, jumping to relevant sections, and following cross-references.",[22,7289,7290],{},"This \"Chunkless RAG\" approach offers two primary advantages:",[72,7292,7293,7299],{},[36,7294,7295,7298],{},[39,7296,7297],{},"Context Preservation:"," Because the agent traverses the tree, it maintains the hierarchy. When reading a paragraph, the model knows exactly which section and subsection it belongs to, as the path (including headings) is preserved.",[36,7300,7301,7304],{},[39,7302,7303],{},"Holistic Reasoning:"," The agent can hold its place, navigate to different branches of the document, and synthesize information across disparate sections, which is nearly impossible with flat vector similarity.",[17,7306,7308],{"id":7307},"implementation-and-trade-offs","Implementation and Trade-offs",[22,7310,7311,7312,7315],{},"To implement structural retrieval, you must first reconstruct the document's hierarchy from raw formats like PDFs, which typically lack semantic structure. Tools like ",[39,7313,7314],{},"Docling"," are designed to parse these files into structured trees where reading order is preserved and tables remain intact.",[22,7317,7318],{},"However, this approach introduces specific trade-offs:",[72,7320,7321,7327],{},[36,7322,7323,7326],{},[39,7324,7325],{},"Engineering Complexity:"," Parsing real-world documents into clean, usable trees is a significant technical challenge.",[36,7328,7329,7332],{},[39,7330,7331],{},"Latency and Cost:"," Unlike a single vector lookup, structural navigation requires multiple passes and back-and-forth reasoning with the model, increasing both latency and API usage.",[22,7334,7335],{},"Ultimately, structural retrieval is not a universal replacement for chunk-based RAG. Similarity search remains the superior tool for fuzzy, large-scale retrieval across millions of documents. The structural approach is most effective for long, highly organized documents where precision is critical and the relationships between parts of the document are the core of the user's query. In production systems, the most effective strategy is often a hybrid: using similarity search to locate the correct document, and structural navigation to extract the answer from within it.",{"title":96,"searchDepth":97,"depth":97,"links":7337},[7338,7339,7340],{"id":7276,"depth":97,"text":7277},{"id":7283,"depth":97,"text":7284},{"id":7307,"depth":97,"text":7308},[141],{"content_references":7343,"triage":7346},[7344],{"type":7184,"title":7314,"url":7345,"context":111},"https:\u002F\u002Fgithub.com\u002FDS4SD\u002Fdocling",{"relevance":116,"novelty":117,"quality":117,"actionability":117,"composite":118,"reasoning":7347},"Category: AI & LLMs. The article discusses a novel approach to Retrieval Augmented Generation (RAG) that addresses a specific pain point in AI product development: the limitations of traditional chunking methods for complex documents. It provides actionable insights on implementing structural retrieval, including the use of tools like Docling to maintain document hierarchy.","\u002Fsummaries\u002F84068549d61515cf-moving-beyond-chunking-structural-retrieval-for-co-summary","2026-08-09 11:00:02","2026-08-10 03:20:51",{"title":7266,"description":96},{"loc":7348},"84068549d61515cf","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=vRZNJWw78BQ","summaries\u002F84068549d61515cf-moving-beyond-chunking-structural-retrieval-for-co-summary",[132,133,7260,134],"Standard RAG often fails on structured documents by destroying context through chunking. A better approach is to preserve the document's original tree structure and use an agent to navigate it, ensuring higher precision and better context retention.","This video explains the limitations of standard chunk-based RAG for complex documents and proposes an alternative: using hierarchical document structure to let an AI agent navigate a file like a human would. It highlights [Docling](https:\u002F\u002Fgithub.com\u002FDS4SD\u002Fdocling) as the tool for reconstructing that structure from PDFs to enable \"chunkless\" retrieval.",[134],"fyIwb2hbJXS__ytiVCn1WDP8XI_sDZRUNhOfTPGOVGU"]