[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-6db52aeb5befa0f9-the-new-software-lifecycle-from-vibe-coding-to-age-summary":3,"summaries-facets-categories":154,"summary-related-6db52aeb5befa0f9-the-new-software-lifecycle-from-vibe-coding-to-age-summary":7058},{"id":4,"title":5,"ai":6,"body":13,"categories":111,"created_at":113,"date_modified":113,"description":104,"extension":114,"faq":113,"featured":115,"kicker_label":113,"meta":116,"navigation":136,"path":137,"published_at":138,"question":113,"scraped_at":138,"seo":139,"sitemap":140,"source_id":141,"source_name":142,"source_type":143,"source_url":144,"stem":145,"tags":146,"thumbnail_url":113,"tldr":151,"tweet":113,"unknown_tags":152,"__hash__":153},"summaries\u002Fsummaries\u002F6db52aeb5befa0f9-the-new-software-lifecycle-from-vibe-coding-to-age-summary.md","The New Software Lifecycle: From Vibe Coding to Agentic Engineering",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",7531,813,3865,0.00310225,{"type":14,"value":15,"toc":103},"minimark",[16,21,25,29,32,49,52,56,59,62,76,79,83,86,100],[17,18,20],"h2",{"id":19},"the-anatomy-of-an-agent-model-vs-harness","The Anatomy of an Agent: Model vs. Harness",[22,23,24],"p",{},"An AI agent is composed of a 10% model and a 90% harness. The harness includes instructions, rule files, tools (MCP servers), orchestration logic, sandboxes, and observability. Most agent failures are configuration issues within the harness—such as missing tools, loose rules, or context bloat—rather than model limitations. Improving agent performance often requires refining this harness rather than swapping the underlying model.",[17,26,28],{"id":27},"context-engineering-as-an-architectural-decision","Context Engineering as an Architectural Decision",[22,30,31],{},"Context management directly impacts both performance and cost. It should be categorized into two buckets:",[33,34,35,43],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Static Context:"," System instructions, global memory, and core guardrails loaded on every turn. It is reliable but expensive due to constant token consumption.",[36,44,45,48],{},[39,46,47],{},"Dynamic Context:"," Task-specific skills, tool results, and RAG-retrieved documents loaded on demand.",[22,50,51],{},"Effective systems use 'progressive disclosure' to load heavy reference material only when needed. This boundary should be treated as a first-class architectural decision, subject to pull requests and version control, rather than an ad-hoc prompting exercise.",[17,53,55],{"id":54},"verification-the-line-between-vibe-coding-and-engineering","Verification: The Line Between Vibe Coding and Engineering",[22,57,58],{},"'Vibe coding'—casual, prompt-based generation—is cheap to start but expensive to maintain. As code complexity grows, the 'vibe coding' approach incurs a 3x to 10x cost penalty due to token burn, maintenance debt, and security cleanup.",[22,60,61],{},"Transitioning to 'Agentic Engineering' requires formalizing verification through two mechanisms:",[33,63,64,70],{},[36,65,66,69],{},[39,67,68],{},"Output Evaluation:"," Verifying the final result is correct.",[36,71,72,75],{},[39,73,74],{},"Trajectory Evaluation:"," Verifying the reasoning path and tool usage used to reach the result.",[22,77,78],{},"Reliable systems set the bar at the evaluation suite, not the demo. By investing in structured context and automated evals upfront, teams reduce long-term marginal costs and catch regressions early.",[17,80,82],{"id":81},"the-compressed-lifecycle","The Compressed Lifecycle",[22,84,85],{},"AI compresses implementation time from weeks to hours, but requirements, architecture, and verification remain judgment-heavy tasks. This shifts the bottleneck to specification quality. Modern workflows now blend two modes:",[33,87,88,94],{},[36,89,90,93],{},[39,91,92],{},"Conductor:"," Real-time, IDE-based interaction for exploration.",[36,95,96,99],{},[39,97,98],{},"Orchestrator:"," Async, goal-oriented execution for well-defined tasks like migrations or test generation.",[22,101,102],{},"Modern tooling allows the same terminal workflow to move from a local prototype to a production-ready agent, effectively collapsing the traditional stack into a single, continuous loop.",{"title":104,"searchDepth":105,"depth":105,"links":106},"",2,[107,108,109,110],{"id":19,"depth":105,"text":20},{"id":27,"depth":105,"text":28},{"id":54,"depth":105,"text":55},{"id":81,"depth":105,"text":82},[112],"Software Engineering",null,"md",false,{"group":117,"content_references":118,"triage":131},"addy-osmani",[119,126],{"type":120,"title":121,"author":122,"publisher":123,"url":124,"context":125},"report","The New SDLC With Vibe Coding","Addy Osmani, Shubham Saboo, Sokratis Kartakis","Google","https:\u002F\u002Fwww.kaggle.com\u002Fwhitepaper-the-new-SDLC-with-vibe-coding","recommended",{"type":127,"title":128,"publisher":123,"url":129,"context":130},"tool","Agents CLI","https:\u002F\u002Fgoogle.github.io\u002Fadk-docs\u002F","mentioned",{"relevance":132,"novelty":133,"quality":133,"actionability":133,"composite":134,"reasoning":135},5,4,4.35,"Category: Software Engineering. The article provides a deep dive into the architectural decisions necessary for building effective AI agents, addressing the audience's pain points about moving from implementation to specification. It offers actionable insights on context management and verification processes that can be directly applied to improve AI product development.",true,"\u002Fsummaries\u002F6db52aeb5befa0f9-the-new-software-lifecycle-from-vibe-coding-to-age-summary","2026-06-19 12:57:11",{"title":5,"description":104},{"loc":137},"6db52aeb5befa0f9","Addy Osmani Blog","article","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Fnew-sdlc-vibe-coding\u002F","summaries\u002F6db52aeb5befa0f9-the-new-software-lifecycle-from-vibe-coding-to-age-summary",[147,148,149,150],"agents","product-strategy","ai-llms","software-engineering","AI has shifted the software development bottleneck from implementation to specification and verification. Success now depends on 'harness engineering'—the 90% of an agent's architecture that isn't the model—and treating context management as a versioned, architectural decision.",[149,150],"v5cPsDt0Z1mj59qrMFs1xsE_2pS4N5KWIrEhjyk6iOU",[155,158,161,163,166,168,171,174,176,178,180,182,184,186,188,190,192,195,197,199,201,203,206,209,211,213,215,217,219,221,223,225,227,229,231,233,235,237,239,241,243,245,247,249,251,253,255,258,260,262,264,266,268,270,272,274,276,278,280,282,284,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,328,330,332,334,336,338,340,342,344,346,348,350,352,354,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,422,424,426,428,430,432,434,436,438,440,442,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,478,480,482,484,486,488,490,492,494,496,498,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,560,562,564,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,606,608,610,612,614,616,618,620,622,624,626,628,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,918,920,922,924,926,929,931,933,935,937,939,941,943,945,947,949,951,953,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012,7014,7016,7018,7020,7022,7024,7026,7028,7030,7032,7034,7036,7038,7040,7042,7044,7046,7048,7050,7052,7054,7056],{"categories":156},[157],"AI & LLMs",{"categories":159},[160],"Developer Productivity",{"categories":162},[157],{"categories":164},[165],"Business & SaaS",{"categories":167},[157],{"categories":169},[170],"AI Automation",{"categories":172},[173],"Product Strategy",{"categories":175},[170],{"categories":177},[157],{"categories":179},[160],{"categories":181},[170],{"categories":183},[112],{"categories":185},[157],{"categories":187},[165],{"categories":189},[],{"categories":191},[157],{"categories":193},[194],"Inference & Serving",{"categories":196},[157],{"categories":198},[157],{"categories":200},[170],{"categories":202},[],{"categories":204},[205],"AI News & Trends",{"categories":207},[208],"Data Science & Visualization",{"categories":210},[170],{"categories":212},[157],{"categories":214},[157],{"categories":216},[165],{"categories":218},[160],{"categories":220},[157],{"categories":222},[170],{"categories":224},[205],{"categories":226},[157],{"categories":228},[170],{"categories":230},[170],{"categories":232},[157],{"categories":234},[157],{"categories":236},[170],{"categories":238},[157],{"categories":240},[157],{"categories":242},[157],{"categories":244},[170],{"categories":246},[205],{"categories":248},[157],{"categories":250},[157],{"categories":252},[157],{"categories":254},[],{"categories":256},[257],"Design & Frontend",{"categories":259},[208],{"categories":261},[205],{"categories":263},[157],{"categories":265},[157],{"categories":267},[157],{"categories":269},[],{"categories":271},[157],{"categories":273},[157],{"categories":275},[170],{"categories":277},[112],{"categories":279},[157],{"categories":281},[170],{"categories":283},[157],{"categories":285},[286],"Marketing & Growth",{"categories":288},[257],{"categories":290},[157],{"categories":292},[170],{"categories":294},[157],{"categories":296},[157],{"categories":298},[112],{"categories":300},[157],{"categories":302},[],{"categories":304},[],{"categories":306},[257],{"categories":308},[157],{"categories":310},[170],{"categories":312},[160],{"categories":314},[112],{"categories":316},[170],{"categories":318},[257],{"categories":320},[173],{"categories":322},[157],{"categories":324},[112],{"categories":326},[327],"DevOps & Cloud",{"categories":329},[170],{"categories":331},[173],{"categories":333},[205],{"categories":335},[157],{"categories":337},[],{"categories":339},[157],{"categories":341},[157],{"categories":343},[],{"categories":345},[170],{"categories":347},[112],{"categories":349},[],{"categories":351},[112],{"categories":353},[157],{"categories":355},[356],"Governance & Standards",{"categories":358},[165],{"categories":360},[],{"categories":362},[],{"categories":364},[157],{"categories":366},[157],{"categories":368},[170],{"categories":370},[157],{"categories":372},[157],{"categories":374},[170],{"categories":376},[157],{"categories":378},[157],{"categories":380},[157],{"categories":382},[],{"categories":384},[112],{"categories":386},[],{"categories":388},[],{"categories":390},[157],{"categories":392},[112],{"categories":394},[],{"categories":396},[112],{"categories":398},[157],{"categories":400},[157],{"categories":402},[286],{"categories":404},[157],{"categories":406},[157],{"categories":408},[157],{"categories":410},[257],{"categories":412},[257],{"categories":414},[157],{"categories":416},[112],{"categories":418},[170],{"categories":420},[421],"GovTech & Public-Sector Adoption",{"categories":423},[112],{"categories":425},[157],{"categories":427},[157],{"categories":429},[157],{"categories":431},[170],{"categories":433},[170],{"categories":435},[208],{"categories":437},[157],{"categories":439},[205],{"categories":441},[170],{"categories":443},[444],"Legal AI Tools",{"categories":446},[157],{"categories":448},[170],{"categories":450},[157],{"categories":452},[286],{"categories":454},[170],{"categories":456},[173],{"categories":458},[157],{"categories":460},[112],{"categories":462},[421],{"categories":464},[],{"categories":466},[170],{"categories":468},[],{"categories":470},[165],{"categories":472},[170],{"categories":474},[170],{"categories":476},[477],"RAG & Retrieval",{"categories":479},[165],{"categories":481},[157],{"categories":483},[112],{"categories":485},[112],{"categories":487},[327],{"categories":489},[257],{"categories":491},[170],{"categories":493},[157],{"categories":495},[157],{"categories":497},[],{"categories":499},[500],"Agents & Orchestration",{"categories":502},[112],{"categories":504},[157],{"categories":506},[],{"categories":508},[170],{"categories":510},[165],{"categories":512},[],{"categories":514},[157],{"categories":516},[],{"categories":518},[157],{"categories":520},[160],{"categories":522},[112],{"categories":524},[165],{"categories":526},[157],{"categories":528},[170],{"categories":530},[157],{"categories":532},[205],{"categories":534},[157],{"categories":536},[],{"categories":538},[157],{"categories":540},[],{"categories":542},[157],{"categories":544},[112],{"categories":546},[157],{"categories":548},[170],{"categories":550},[208],{"categories":552},[],{"categories":554},[157],{"categories":556},[257],{"categories":558},[559],"Models & Frontier Labs",{"categories":561},[],{"categories":563},[257],{"categories":565},[566],"Regulation & Governance of AI",{"categories":568},[173],{"categories":570},[170],{"categories":572},[],{"categories":574},[157],{"categories":576},[157],{"categories":578},[170],{"categories":580},[170],{"categories":582},[205],{"categories":584},[157],{"categories":586},[165],{"categories":588},[157],{"categories":590},[170],{"categories":592},[],{"categories":594},[112],{"categories":596},[170],{"categories":598},[157],{"categories":600},[173],{"categories":602},[157],{"categories":604},[605],"AI Policy & Regulation",{"categories":607},[],{"categories":609},[157],{"categories":611},[170],{"categories":613},[173],{"categories":615},[170],{"categories":617},[157],{"categories":619},[157],{"categories":621},[157],{"categories":623},[170],{"categories":625},[],{"categories":627},[208],{"categories":629},[630],"Evals & Reliability",{"categories":632},[157],{"categories":634},[157],{"categories":636},[],{"categories":638},[160],{"categories":640},[421],{"categories":642},[605],{"categories":644},[157],{"categories":646},[165],{"categories":648},[157],{"categories":650},[170],{"categories":652},[157],{"categories":654},[170],{"categories":656},[500],{"categories":658},[157],{"categories":660},[112],{"categories":662},[157],{"categories":664},[],{"categories":666},[257],{"categories":668},[],{"categories":670},[157],{"categories":672},[421],{"categories":674},[157],{"categories":676},[157],{"categories":678},[157],{"categories":680},[],{"categories":682},[157],{"categories":684},[257],{"categories":686},[112],{"categories":688},[],{"categories":690},[157],{"categories":692},[],{"categories":694},[170],{"categories":696},[157],{"categories":698},[257],{"categories":700},[],{"categories":702},[157],{"categories":704},[157],{"categories":706},[208],{"categories":708},[170],{"categories":710},[157],{"categories":712},[165],{"categories":714},[170],{"categories":716},[157],{"categories":718},[157],{"categories":720},[112],{"categories":722},[257],{"categories":724},[157],{"categories":726},[170],{"categories":728},[],{"categories":730},[112],{"categories":732},[170],{"categories":734},[208],{"categories":736},[],{"categories":738},[157],{"categories":740},[205],{"categories":742},[157],{"categories":744},[],{"categories":746},[157],{"categories":748},[157],{"categories":750},[157],{"categories":752},[165,286],{"categories":754},[],{"categories":756},[112],{"categories":758},[157],{"categories":760},[157],{"categories":762},[170],{"categories":764},[157],{"categories":766},[],{"categories":768},[],{"categories":770},[157],{"categories":772},[257],{"categories":774},[157],{"categories":776},[],{"categories":778},[157],{"categories":780},[327],{"categories":782},[],{"categories":784},[170],{"categories":786},[205],{"categories":788},[157],{"categories":790},[157],{"categories":792},[257],{"categories":794},[],{"categories":796},[205],{"categories":798},[157],{"categories":800},[194],{"categories":802},[157],{"categories":804},[157],{"categories":806},[170],{"categories":808},[205],{"categories":810},[559],{"categories":812},[157],{"categories":814},[286],{"categories":816},[],{"categories":818},[170],{"categories":820},[165],{"categories":822},[112],{"categories":824},[157],{"categories":826},[170],{"categories":828},[],{"categories":830},[157,327],{"categories":832},[157],{"categories":834},[157],{"categories":836},[157],{"categories":838},[170],{"categories":840},[157,112],{"categories":842},[208],{"categories":844},[157],{"categories":846},[157],{"categories":848},[157],{"categories":850},[112],{"categories":852},[157],{"categories":854},[170],{"categories":856},[170],{"categories":858},[605],{"categories":860},[286],{"categories":862},[157],{"categories":864},[170],{"categories":866},[157],{"categories":868},[157],{"categories":870},[170],{"categories":872},[],{"categories":874},[170],{"categories":876},[157],{"categories":878},[157],{"categories":880},[170],{"categories":882},[157],{"categories":884},[157,165],{"categories":886},[157],{"categories":888},[165],{"categories":890},[],{"categories":892},[257],{"categories":894},[257],{"categories":896},[157],{"categories":898},[],{"categories":900},[],{"categories":902},[157],{"categories":904},[205],{"categories":906},[],{"categories":908},[160],{"categories":910},[157],{"categories":912},[112],{"categories":914},[157],{"categories":916},[917],"Generative UI & Design-to-Code",{"categories":919},[157],{"categories":921},[157],{"categories":923},[257],{"categories":925},[157],{"categories":927},[928],"Algorithmic Accountability",{"categories":930},[170],{"categories":932},[112],{"categories":934},[205],{"categories":936},[257],{"categories":938},[157],{"categories":940},[],{"categories":942},[173],{"categories":944},[157],{"categories":946},[157],{"categories":948},[157],{"categories":950},[157],{"categories":952},[170],{"categories":954},[955],"MLOps & Infrastructure",{"categories":957},[157],{"categories":959},[157],{"categories":961},[157],{"categories":963},[157],{"categories":965},[157],{"categories":967},[112],{"categories":969},[205],{"categories":971},[157],{"categories":973},[173],{"categories":975},[160],{"categories":977},[157],{"categories":979},[170],{"categories":981},[327],{"categories":983},[157],{"categories":985},[165],{"categories":987},[157],{"categories":989},[257],{"categories":991},[157],{"categories":993},[157],{"categories":995},[170],{"categories":997},[],{"categories":999},[],{"categories":1001},[157],{"categories":1003},[194],{"categories":1005},[257],{"categories":1007},[205],{"categories":1009},[208],{"categories":1011},[],{"categories":1013},[157],{"categories":1015},[157],{"categories":1017},[165],{"categories":1019},[170],{"categories":1021},[157],{"categories":1023},[157],{"categories":1025},[157],{"categories":1027},[157],{"categories":1029},[205],{"categories":1031},[194],{"categories":1033},[157],{"categories":1035},[257],{"categories":1037},[157],{"categories":1039},[],{"categories":1041},[170],{"categories":1043},[112],{"categories":1045},[],{"categories":1047},[157],{"categories":1049},[157],{"categories":1051},[170],{"categories":1053},[112],{"categories":1055},[157],{"categories":1057},[208],{"categories":1059},[257],{"categories":1061},[],{"categories":1063},[157],{"categories":1065},[],{"categories":1067},[157],{"categories":1069},[],{"categories":1071},[157],{"categories":1073},[157],{"categories":1075},[173],{"categories":1077},[165],{"categories":1079},[170],{"categories":1081},[170],{"categories":1083},[],{"categories":1085},[157],{"categories":1087},[160],{"categories":1089},[157],{"categories":1091},[157],{"categories":1093},[165],{"categories":1095},[205],{"categories":1097},[160],{"categories":1099},[],{"categories":1101},[157],{"categories":1103},[],{"categories":1105},[157],{"categories":1107},[],{"categories":1109},[205],{"categories":1111},[205],{"categories":1113},[],{"categories":1115},[500],{"categories":1117},[157],{"categories":1119},[257],{"categories":1121},[112],{"categories":1123},[],{"categories":1125},[444],{"categories":1127},[170],{"categories":1129},[165],{"categories":1131},[],{"categories":1133},[],{"categories":1135},[160],{"categories":1137},[208],{"categories":1139},[],{"categories":1141},[286],{"categories":1143},[170],{"categories":1145},[165],{"categories":1147},[170],{"categories":1149},[157],{"categories":1151},[165],{"categories":1153},[157],{"categories":1155},[112],{"categories":1157},[],{"categories":1159},[194],{"categories":1161},[173],{"categories":1163},[157],{"categories":1165},[257],{"categories":1167},[112],{"categories":1169},[165],{"categories":1171},[157],{"categories":1173},[112],{"categories":1175},[157],{"categories":1177},[170],{"categories":1179},[165],{"categories":1181},[157],{"categories":1183},[157],{"categories":1185},[157],{"categories":1187},[157],{"categories":1189},[157],{"categories":1191},[],{"categories":1193},[],{"categories":1195},[112],{"categories":1197},[208],{"categories":1199},[173],{"categories":1201},[157],{"categories":1203},[170],{"categories":1205},[112],{"categories":1207},[112],{"categories":1209},[157],{"categories":1211},[],{"categories":1213},[205],{"categories":1215},[173],{"categories":1217},[173],{"categories":1219},[112],{"categories":1221},[157],{"categories":1223},[630],{"categories":1225},[327],{"categories":1227},[],{"categories":1229},[170],{"categories":1231},[157],{"categories":1233},[],{"categories":1235},[160],{"categories":1237},[],{"categories":1239},[157],{"categories":1241},[157],{"categories":1243},[157],{"categories":1245},[257],{"categories":1247},[286],{"categories":1249},[157],{"categories":1251},[112],{"categories":1253},[157],{"categories":1255},[170],{"categories":1257},[],{"categories":1259},[112],{"categories":1261},[157],{"categories":1263},[160],{"categories":1265},[],{"categories":1267},[165],{"categories":1269},[157],{"categories":1271},[157],{"categories":1273},[205],{"categories":1275},[157,327],{"categories":1277},[157],{"categories":1279},[1280],"Design Systems for AI",{"categories":1282},[157],{"categories":1284},[157],{"categories":1286},[205],{"categories":1288},[157],{"categories":1290},[157],{"categories":1292},[157],{"categories":1294},[165],{"categories":1296},[157],{"categories":1298},[157],{"categories":1300},[157],{"categories":1302},[],{"categories":1304},[157],{"categories":1306},[157],{"categories":1308},[165],{"categories":1310},[157],{"categories":1312},[],{"categories":1314},[170],{"categories":1316},[170],{"categories":1318},[112],{"categories":1320},[205],{"categories":1322},[112],{"categories":1324},[157],{"categories":1326},[257],{"categories":1328},[205],{"categories":1330},[208],{"categories":1332},[157],{"categories":1334},[157],{"categories":1336},[170],{"categories":1338},[160],{"categories":1340},[605],{"categories":1342},[157],{"categories":1344},[170],{"categories":1346},[157],{"categories":1348},[112],{"categories":1350},[112],{"categories":1352},[],{"categories":1354},[],{"categories":1356},[157],{"categories":1358},[170],{"categories":1360},[173],{"categories":1362},[],{"categories":1364},[165],{"categories":1366},[157],{"categories":1368},[],{"categories":1370},[257],{"categories":1372},[112],{"categories":1374},[170],{"categories":1376},[112],{"categories":1378},[257],{"categories":1380},[157],{"categories":1382},[157],{"categories":1384},[257],{"categories":1386},[],{"categories":1388},[],{"categories":1390},[205],{"categories":1392},[170],{"categories":1394},[170],{"categories":1396},[157],{"categories":1398},[157],{"categories":1400},[157],{"categories":1402},[157],{"categories":1404},[165],{"categories":1406},[157],{"categories":1408},[157],{"categories":1410},[],{"categories":1412},[112],{"categories":1414},[112],{"categories":1416},[157],{"categories":1418},[112],{"categories":1420},[165],{"categories":1422},[],{"categories":1424},[157],{"categories":1426},[157],{"categories":1428},[157],{"categories":1430},[157],{"categories":1432},[157],{"categories":1434},[170],{"categories":1436},[160],{"categories":1438},[165],{"categories":1440},[157],{"categories":1442},[170],{"categories":1444},[205],{"categories":1446},[170],{"categories":1448},[194],{"categories":1450},[286],{"categories":1452},[157],{"categories":1454},[170],{"categories":1456},[157],{"categories":1458},[157],{"categories":1460},[157],{"categories":1462},[],{"categories":1464},[257],{"categories":1466},[],{"categories":1468},[157],{"categories":1470},[157],{"categories":1472},[],{"categories":1474},[157],{"categories":1476},[112],{"categories":1478},[165],{"categories":1480},[1481],"Visual & Generative Media",{"categories":1483},[170],{"categories":1485},[],{"categories":1487},[157],{"categories":1489},[157],{"categories":1491},[112],{"categories":1493},[327],{"categories":1495},[157],{"categories":1497},[208],{"categories":1499},[605],{"categories":1501},[112],{"categories":1503},[286],{"categories":1505},[157],{"categories":1507},[257],{"categories":1509},[157],{"categories":1511},[157],{"categories":1513},[112],{"categories":1515},[170],{"categories":1517},[157],{"categories":1519},[],{"categories":1521},[],{"categories":1523},[170],{"categories":1525},[112],{"categories":1527},[160],{"categories":1529},[170],{"categories":1531},[559],{"categories":1533},[157],{"categories":1535},[173],{"categories":1537},[157],{"categories":1539},[165],{"categories":1541},[],{"categories":1543},[157],{"categories":1545},[173],{"categories":1547},[157],{"categories":1549},[157],{"categories":1551},[157],{"categories":1553},[173],{"categories":1555},[157],{"categories":1557},[157],{"categories":1559},[286],{"categories":1561},[157],{"categories":1563},[500],{"categories":1565},[157],{"categories":1567},[170],{"categories":1569},[157],{"categories":1571},[157],{"categories":1573},[157],{"categories":1575},[157],{"categories":1577},[257],{"categories":1579},[170],{"categories":1581},[],{"categories":1583},[170],{"categories":1585},[],{"categories":1587},[327],{"categories":1589},[112],{"categories":1591},[],{"categories":1593},[559],{"categories":1595},[157],{"categories":1597},[170],{"categories":1599},[170],{"categories":1601},[157],{"categories":1603},[257,157],{"categories":1605},[160],{"categories":1607},[157],{"categories":1609},[257],{"categories":1611},[],{"categories":1613},[157],{"categories":1615},[160],{"categories":1617},[157],{"categories":1619},[1620],"Medical Imaging & Radiology",{"categories":1622},[157],{"categories":1624},[157],{"categories":1626},[157],{"categories":1628},[257],{"categories":1630},[170],{"categories":1632},[112],{"categories":1634},[],{"categories":1636},[157],{"categories":1638},[157],{"categories":1640},[157],{"categories":1642},[],{"categories":1644},[],{"categories":1646},[157],{"categories":1648},[157],{"categories":1650},[500],{"categories":1652},[157],{"categories":1654},[160],{"categories":1656},[157],{"categories":1658},[157],{"categories":1660},[],{"categories":1662},[170],{"categories":1664},[157],{"categories":1666},[173],{"categories":1668},[112],{"categories":1670},[157],{"categories":1672},[170],{"categories":1674},[500],{"categories":1676},[157],{"categories":1678},[170],{"categories":1680},[157],{"categories":1682},[157],{"categories":1684},[157],{"categories":1686},[257],{"categories":1688},[170],{"categories":1690},[327],{"categories":1692},[257],{"categories":1694},[165],{"categories":1696},[170],{"categories":1698},[205],{"categories":1700},[157],{"categories":1702},[157],{"categories":1704},[173],{"categories":1706},[157],{"categories":1708},[157],{"categories":1710},[157],{"categories":1712},[157],{"categories":1714},[170],{"categories":1716},[157],{"categories":1718},[112],{"categories":1720},[112],{"categories":1722},[157],{"categories":1724},[173],{"categories":1726},[],{"categories":1728},[205],{"categories":1730},[],{"categories":1732},[173],{"categories":1734},[170],{"categories":1736},[157],{"categories":1738},[170],{"categories":1740},[1280],{"categories":1742},[1280],{"categories":1744},[257],{"categories":1746},[157],{"categories":1748},[157],{"categories":1750},[157],{"categories":1752},[170],{"categories":1754},[112],{"categories":1756},[257],{"categories":1758},[170],{"categories":1760},[205],{"categories":1762},[],{"categories":1764},[157],{"categories":1766},[],{"categories":1768},[157],{"categories":1770},[157],{"categories":1772},[157],{"categories":1774},[157],{"categories":1776},[170],{"categories":1778},[1779],"Contract Review & E-Discovery",{"categories":1781},[157],{"categories":1783},[257],{"categories":1785},[157],{"categories":1787},[160],{"categories":1789},[157],{"categories":1791},[205],{"categories":1793},[157],{"categories":1795},[157],{"categories":1797},[286],{"categories":1799},[112],{"categories":1801},[157],{"categories":1803},[157],{"categories":1805},[170],{"categories":1807},[170],{"categories":1809},[928],{"categories":1811},[157],{"categories":1813},[157],{"categories":1815},[170],{"categories":1817},[170],{"categories":1819},[157],{"categories":1821},[157],{"categories":1823},[157],{"categories":1825},[170],{"categories":1827},[157],{"categories":1829},[157],{"categories":1831},[500],{"categories":1833},[477],{"categories":1835},[157],{"categories":1837},[170],{"categories":1839},[157],{"categories":1841},[1842],"Law-Firm Practice & Adoption",{"categories":1844},[157],{"categories":1846},[170],{"categories":1848},[257],{"categories":1850},[157],{"categories":1852},[157],{"categories":1854},[157],{"categories":1856},[],{"categories":1858},[],{"categories":1860},[112],{"categories":1862},[157],{"categories":1864},[],{"categories":1866},[170],{"categories":1868},[160],{"categories":1870},[327],{"categories":1872},[157],{"categories":1874},[],{"categories":1876},[160],{"categories":1878},[165],{"categories":1880},[157],{"categories":1882},[286],{"categories":1884},[],{"categories":1886},[165],{"categories":1888},[170],{"categories":1890},[165],{"categories":1892},[],{"categories":1894},[157],{"categories":1896},[173],{"categories":1898},[157],{"categories":1900},[112],{"categories":1902},[],{"categories":1904},[],{"categories":1906},[],{"categories":1908},[],{"categories":1910},[157],{"categories":1912},[173],{"categories":1914},[170],{"categories":1916},[327],{"categories":1918},[157],{"categories":1920},[160],{"categories":1922},[112],{"categories":1924},[157],{"categories":1926},[157],{"categories":1928},[112],{"categories":1930},[173],{"categories":1932},[157],{"categories":1934},[157],{"categories":1936},[157],{"categories":1938},[955],{"categories":1940},[157],{"categories":1942},[112],{"categories":1944},[157],{"categories":1946},[286],{"categories":1948},[112],{"categories":1950},[165],{"categories":1952},[157],{"categories":1954},[157],{"categories":1956},[157],{"categories":1958},[257],{"categories":1960},[157],{"categories":1962},[157],{"categories":1964},[157],{"categories":1966},[157],{"categories":1968},[165],{"categories":1970},[170],{"categories":1972},[157,160],{"categories":1974},[500],{"categories":1976},[157],{"categories":1978},[157],{"categories":1980},[112],{"categories":1982},[112],{"categories":1984},[257],{"categories":1986},[170],{"categories":1988},[170],{"categories":1990},[112],{"categories":1992},[157],{"categories":1994},[157],{"categories":1996},[157],{"categories":1998},[],{"categories":2000},[],{"categories":2002},[157],{"categories":2004},[208],{"categories":2006},[157],{"categories":2008},[170],{"categories":2010},[],{"categories":2012},[157],{"categories":2014},[157],{"categories":2016},[112],{"categories":2018},[208],{"categories":2020},[205],{"categories":2022},[257],{"categories":2024},[157],{"categories":2026},[170],{"categories":2028},[157],{"categories":2030},[112],{"categories":2032},[],{"categories":2034},[170],{"categories":2036},[157],{"categories":2038},[157],{"categories":2040},[157],{"categories":2042},[157],{"categories":2044},[],{"categories":2046},[170],{"categories":2048},[157],{"categories":2050},[157],{"categories":2052},[157],{"categories":2054},[],{"categories":2056},[170],{"categories":2058},[157],{"categories":2060},[157],{"categories":2062},[165],{"categories":2064},[157],{"categories":2066},[157],{"categories":2068},[],{"categories":2070},[160],{"categories":2072},[157],{"categories":2074},[157],{"categories":2076},[157],{"categories":2078},[257],{"categories":2080},[157],{"categories":2082},[112],{"categories":2084},[157],{"categories":2086},[160],{"categories":2088},[157],{"categories":2090},[112],{"categories":2092},[286],{"categories":2094},[170],{"categories":2096},[170],{"categories":2098},[157],{"categories":2100},[157],{"categories":2102},[157,257],{"categories":2104},[157],{"categories":2106},[170],{"categories":2108},[205],{"categories":2110},[157],{"categories":2112},[205],{"categories":2114},[170],{"categories":2116},[257],{"categories":2118},[157],{"categories":2120},[],{"categories":2122},[112],{"categories":2124},[327],{"categories":2126},[257],{"categories":2128},[112],{"categories":2130},[157],{"categories":2132},[173],{"categories":2134},[157],{"categories":2136},[157],{"categories":2138},[170],{"categories":2140},[],{"categories":2142},[],{"categories":2144},[157],{"categories":2146},[],{"categories":2148},[],{"categories":2150},[173],{"categories":2152},[112],{"categories":2154},[157],{"categories":2156},[170],{"categories":2158},[170],{"categories":2160},[165],{"categories":2162},[170],{"categories":2164},[327],{"categories":2166},[157],{"categories":2168},[157],{"categories":2170},[157],{"categories":2172},[194],{"categories":2174},[157],{"categories":2176},[157],{"categories":2178},[157],{"categories":2180},[112],{"categories":2182},[170],{"categories":2184},[157],{"categories":2186},[157],{"categories":2188},[112],{"categories":2190},[444],{"categories":2192},[170],{"categories":2194},[928],{"categories":2196},[],{"categories":2198},[257],{"categories":2200},[1842],{"categories":2202},[112],{"categories":2204},[],{"categories":2206},[],{"categories":2208},[157],{"categories":2210},[170],{"categories":2212},[],{"categories":2214},[],{"categories":2216},[157],{"categories":2218},[286],{"categories":2220},[157],{"categories":2222},[286],{"categories":2224},[170],{"categories":2226},[157],{"categories":2228},[157],{"categories":2230},[112],{"categories":2232},[173],{"categories":2234},[],{"categories":2236},[157],{"categories":2238},[157],{"categories":2240},[112],{"categories":2242},[1779],{"categories":2244},[257],{"categories":2246},[257],{"categories":2248},[157],{"categories":2250},[170],{"categories":2252},[160],{"categories":2254},[157],{"categories":2256},[157],{"categories":2258},[157],{"categories":2260},[157],{"categories":2262},[257],{"categories":2264},[257],{"categories":2266},[170],{"categories":2268},[170],{"categories":2270},[170],{"categories":2272},[157],{"categories":2274},[157],{"categories":2276},[],{"categories":2278},[157],{"categories":2280},[],{"categories":2282},[2283],"Interaction & Product Design",{"categories":2285},[157],{"categories":2287},[170],{"categories":2289},[112],{"categories":2291},[356],{"categories":2293},[205],{"categories":2295},[112],{"categories":2297},[157],{"categories":2299},[157],{"categories":2301},[157],{"categories":2303},[112],{"categories":2305},[157],{"categories":2307},[160],{"categories":2309},[170],{"categories":2311},[157],{"categories":2313},[],{"categories":2315},[170],{"categories":2317},[170],{"categories":2319},[170],{"categories":2321},[],{"categories":2323},[112],{"categories":2325},[157],{"categories":2327},[170],{"categories":2329},[160],{"categories":2331},[2283],{"categories":2333},[157],{"categories":2335},[160],{"categories":2337},[160],{"categories":2339},[],{"categories":2341},[170],{"categories":2343},[112],{"categories":2345},[],{"categories":2347},[170],{"categories":2349},[205],{"categories":2351},[157],{"categories":2353},[170],{"categories":2355},[157],{"categories":2357},[170],{"categories":2359},[170],{"categories":2361},[157],{"categories":2363},[157],{"categories":2365},[205],{"categories":2367},[208],{"categories":2369},[157],{"categories":2371},[173],{"categories":2373},[112],{"categories":2375},[2376],"Coding Agents & Dev Productivity",{"categories":2378},[205],{"categories":2380},[257],{"categories":2382},[157],{"categories":2384},[157],{"categories":2386},[],{"categories":2388},[157],{"categories":2390},[928],{"categories":2392},[],{"categories":2394},[157],{"categories":2396},[157],{"categories":2398},[327],{"categories":2400},[157],{"categories":2402},[205],{"categories":2404},[],{"categories":2406},[],{"categories":2408},[157],{"categories":2410},[],{"categories":2412},[170],{"categories":2414},[157],{"categories":2416},[],{"categories":2418},[112],{"categories":2420},[112],{"categories":2422},[157],{"categories":2424},[208],{"categories":2426},[],{"categories":2428},[157],{"categories":2430},[157],{"categories":2432},[157],{"categories":2434},[208],{"categories":2436},[112],{"categories":2438},[170],{"categories":2440},[],{"categories":2442},[],{"categories":2444},[157],{"categories":2446},[157],{"categories":2448},[170],{"categories":2450},[170],{"categories":2452},[421],{"categories":2454},[112],{"categories":2456},[112],{"categories":2458},[170],{"categories":2460},[205],{"categories":2462},[205],{"categories":2464},[170],{"categories":2466},[170],{"categories":2468},[157],{"categories":2470},[160],{"categories":2472},[2283],{"categories":2474},[173],{"categories":2476},[157,327],{"categories":2478},[208],{"categories":2480},[],{"categories":2482},[257],{"categories":2484},[170],{"categories":2486},[112],{"categories":2488},[160],{"categories":2490},[157],{"categories":2492},[170],{"categories":2494},[2495],"The Designer's Role & Craft",{"categories":2497},[257],{"categories":2499},[],{"categories":2501},[170],{"categories":2503},[157],{"categories":2505},[170],{"categories":2507},[170],{"categories":2509},[157],{"categories":2511},[286],{"categories":2513},[157],{"categories":2515},[112],{"categories":2517},[157],{"categories":2519},[257],{"categories":2521},[157],{"categories":2523},[],{"categories":2525},[170],{"categories":2527},[257],{"categories":2529},[173],{"categories":2531},[157],{"categories":2533},[157],{"categories":2535},[157],{"categories":2537},[2538],"AI UX Patterns",{"categories":2540},[170],{"categories":2542},[170],{"categories":2544},[170],{"categories":2546},[170],{"categories":2548},[286],{"categories":2550},[208],{"categories":2552},[157],{"categories":2554},[170],{"categories":2556},[157],{"categories":2558},[1280],{"categories":2560},[],{"categories":2562},[286],{"categories":2564},[170],{"categories":2566},[205],{"categories":2568},[112],{"categories":2570},[157],{"categories":2572},[170],{"categories":2574},[],{"categories":2576},[],{"categories":2578},[157],{"categories":2580},[157],{"categories":2582},[170],{"categories":2584},[157],{"categories":2586},[170],{"categories":2588},[421],{"categories":2590},[257],{"categories":2592},[157],{"categories":2594},[205],{"categories":2596},[112],{"categories":2598},[157],{"categories":2600},[170],{"categories":2602},[170],{"categories":2604},[],{"categories":2606},[157],{"categories":2608},[],{"categories":2610},[157],{"categories":2612},[],{"categories":2614},[157],{"categories":2616},[157],{"categories":2618},[157],{"categories":2620},[170],{"categories":2622},[112],{"categories":2624},[],{"categories":2626},[],{"categories":2628},[208],{"categories":2630},[194],{"categories":2632},[157],{"categories":2634},[157],{"categories":2636},[157],{"categories":2638},[208],{"categories":2640},[157],{"categories":2642},[157],{"categories":2644},[205],{"categories":2646},[157],{"categories":2648},[157],{"categories":2650},[157],{"categories":2652},[170],{"categories":2654},[157],{"categories":2656},[170],{"categories":2658},[157],{"categories":2660},[157],{"categories":2662},[157],{"categories":2664},[170],{"categories":2666},[],{"categories":2668},[157],{"categories":2670},[],{"categories":2672},[157],{"categories":2674},[157],{"categories":2676},[327],{"categories":2678},[157],{"categories":2680},[],{"categories":2682},[],{"categories":2684},[257],{"categories":2686},[955],{"categories":2688},[170],{"categories":2690},[160],{"categories":2692},[2495],{"categories":2694},[],{"categories":2696},[],{"categories":2698},[157],{"categories":2700},[],{"categories":2702},[],{"categories":2704},[112],{"categories":2706},[205],{"categories":2708},[286],{"categories":2710},[170],{"categories":2712},[165],{"categories":2714},[157],{"categories":2716},[157],{"categories":2718},[165],{"categories":2720},[],{"categories":2722},[257],{"categories":2724},[173],{"categories":2726},[157],{"categories":2728},[157],{"categories":2730},[170],{"categories":2732},[165],{"categories":2734},[157],{"categories":2736},[157],{"categories":2738},[160],{"categories":2740},[157],{"categories":2742},[157],{"categories":2744},[],{"categories":2746},[160],{"categories":2748},[157],{"categories":2750},[286],{"categories":2752},[170],{"categories":2754},[205],{"categories":2756},[157],{"categories":2758},[112],{"categories":2760},[157],{"categories":2762},[157],{"categories":2764},[165],{"categories":2766},[157],{"categories":2768},[157],{"categories":2770},[157],{"categories":2772},[170],{"categories":2774},[157],{"categories":2776},[],{"categories":2778},[157],{"categories":2780},[112],{"categories":2782},[160],{"categories":2784},[157],{"categories":2786},[157],{"categories":2788},[157],{"categories":2790},[],{"categories":2792},[157],{"categories":2794},[500],{"categories":2796},[170],{"categories":2798},[165],{"categories":2800},[205],{"categories":2802},[157],{"categories":2804},[157],{"categories":2806},[],{"categories":2808},[165],{"categories":2810},[165],{"categories":2812},[157],{"categories":2814},[157],{"categories":2816},[173],{"categories":2818},[157],{"categories":2820},[157],{"categories":2822},[157],{"categories":2824},[157],{"categories":2826},[112],{"categories":2828},[112],{"categories":2830},[157],{"categories":2832},[],{"categories":2834},[112],{"categories":2836},[157],{"categories":2838},[112],{"categories":2840},[170],{"categories":2842},[605],{"categories":2844},[],{"categories":2846},[],{"categories":2848},[157],{"categories":2850},[205],{"categories":2852},[],{"categories":2854},[327],{"categories":2856},[157],{"categories":2858},[157],{"categories":2860},[157],{"categories":2862},[257],{"categories":2864},[917],{"categories":2866},[],{"categories":2868},[157],{"categories":2870},[157],{"categories":2872},[157],{"categories":2874},[112],{"categories":2876},[157],{"categories":2878},[157],{"categories":2880},[157,327],{"categories":2882},[157],{"categories":2884},[157],{"categories":2886},[257],{"categories":2888},[170],{"categories":2890},[],{"categories":2892},[170],{"categories":2894},[170],{"categories":2896},[157],{"categories":2898},[157],{"categories":2900},[157],{"categories":2902},[157],{"categories":2904},[208],{"categories":2906},[157],{"categories":2908},[2538],{"categories":2910},[160],{"categories":2912},[208],{"categories":2914},[160],{"categories":2916},[112],{"categories":2918},[257],{"categories":2920},[170],{"categories":2922},[157],{"categories":2924},[],{"categories":2926},[165],{"categories":2928},[157],{"categories":2930},[157],{"categories":2932},[205],{"categories":2934},[157],{"categories":2936},[157],{"categories":2938},[157],{"categories":2940},[170],{"categories":2942},[157],{"categories":2944},[157],{"categories":2946},[157],{"categories":2948},[165],{"categories":2950},[],{"categories":2952},[327],{"categories":2954},[157],{"categories":2956},[421],{"categories":2958},[257],{"categories":2960},[257],{"categories":2962},[112],{"categories":2964},[170],{"categories":2966},[157],{"categories":2968},[165],{"categories":2970},[205],{"categories":2972},[157],{"categories":2974},[157],{"categories":2976},[157],{"categories":2978},[257],{"categories":2980},[170],{"categories":2982},[170],{"categories":2984},[157],{"categories":2986},[157],{"categories":2988},[559],{"categories":2990},[170],{"categories":2992},[],{"categories":2994},[157],{"categories":2996},[157],{"categories":2998},[157],{"categories":3000},[],{"categories":3002},[],{"categories":3004},[157],{"categories":3006},[157],{"categories":3008},[170],{"categories":3010},[157],{"categories":3012},[157],{"categories":3014},[157],{"categories":3016},[112],{"categories":3018},[157],{"categories":3020},[157],{"categories":3022},[170],{"categories":3024},[157],{"categories":3026},[157],{"categories":3028},[157],{"categories":3030},[157],{"categories":3032},[157],{"categories":3034},[],{"categories":3036},[112],{"categories":3038},[208],{"categories":3040},[157],{"categories":3042},[170],{"categories":3044},[170],{"categories":3046},[157],{"categories":3048},[157],{"categories":3050},[],{"categories":3052},[],{"categories":3054},[157],{"categories":3056},[157],{"categories":3058},[157],{"categories":3060},[205],{"categories":3062},[208],{"categories":3064},[],{"categories":3066},[157],{"categories":3068},[257],{"categories":3070},[157],{"categories":3072},[327],{"categories":3074},[1842],{"categories":3076},[205],{"categories":3078},[112],{"categories":3080},[157],{"categories":3082},[112],{"categories":3084},[112],{"categories":3086},[157],{"categories":3088},[157],{"categories":3090},[112],{"categories":3092},[205],{"categories":3094},[205],{"categories":3096},[327],{"categories":3098},[170],{"categories":3100},[],{"categories":3102},[205],{"categories":3104},[157],{"categories":3106},[170],{"categories":3108},[160],{"categories":3110},[112],{"categories":3112},[157],{"categories":3114},[205],{"categories":3116},[],{"categories":3118},[157],{"categories":3120},[112],{"categories":3122},[112],{"categories":3124},[208],{"categories":3126},[157],{"categories":3128},[205],{"categories":3130},[157],{"categories":3132},[112],{"categories":3134},[170],{"categories":3136},[170],{"categories":3138},[205],{"categories":3140},[170],{"categories":3142},[327],{"categories":3144},[170],{"categories":3146},[157],{"categories":3148},[157],{"categories":3150},[157],{"categories":3152},[157],{"categories":3154},[112],{"categories":3156},[157],{"categories":3158},[],{"categories":3160},[170],{"categories":3162},[165],{"categories":3164},[112],{"categories":3166},[],{"categories":3168},[],{"categories":3170},[157],{"categories":3172},[170],{"categories":3174},[157],{"categories":3176},[157],{"categories":3178},[3179],"Frameworks & Tooling",{"categories":3181},[157],{"categories":3183},[157],{"categories":3185},[112],{"categories":3187},[157],{"categories":3189},[157],{"categories":3191},[],{"categories":3193},[208],{"categories":3195},[208],{"categories":3197},[160],{"categories":3199},[157],{"categories":3201},[170],{"categories":3203},[157],{"categories":3205},[257],{"categories":3207},[],{"categories":3209},[1842],{"categories":3211},[157],{"categories":3213},[112],{"categories":3215},[157],{"categories":3217},[327],{"categories":3219},[327],{"categories":3221},[],{"categories":3223},[170],{"categories":3225},[170],{"categories":3227},[157],{"categories":3229},[157],{"categories":3231},[205],{"categories":3233},[170],{"categories":3235},[205],{"categories":3237},[157],{"categories":3239},[170],{"categories":3241},[],{"categories":3243},[257],{"categories":3245},[157],{"categories":3247},[157],{"categories":3249},[],{"categories":3251},[157],{"categories":3253},[170],{"categories":3255},[157],{"categories":3257},[157],{"categories":3259},[157],{"categories":3261},[],{"categories":3263},[112],{"categories":3265},[157],{"categories":3267},[112],{"categories":3269},[327],{"categories":3271},[157],{"categories":3273},[157],{"categories":3275},[157],{"categories":3277},[112],{"categories":3279},[165],{"categories":3281},[157],{"categories":3283},[1842],{"categories":3285},[],{"categories":3287},[170],{"categories":3289},[160],{"categories":3291},[157],{"categories":3293},[160],{"categories":3295},[157],{"categories":3297},[],{"categories":3299},[170],{"categories":3301},[157],{"categories":3303},[157],{"categories":3305},[3306],"AI Design Tooling",{"categories":3308},[257],{"categories":3310},[157],{"categories":3312},[157],{"categories":3314},[112],{"categories":3316},[257],{"categories":3318},[157],{"categories":3320},[157],{"categories":3322},[112],{"categories":3324},[205],{"categories":3326},[173],{"categories":3328},[112],{"categories":3330},[157],{"categories":3332},[157],{"categories":3334},[157],{"categories":3336},[170],{"categories":3338},[157],{"categories":3340},[],{"categories":3342},[170],{"categories":3344},[157],{"categories":3346},[157],{"categories":3348},[170],{"categories":3350},[157],{"categories":3352},[157],{"categories":3354},[157],{"categories":3356},[170],{"categories":3358},[],{"categories":3360},[170],{"categories":3362},[3179],{"categories":3364},[157],{"categories":3366},[157],{"categories":3368},[170],{"categories":3370},[170],{"categories":3372},[112],{"categories":3374},[112],{"categories":3376},[157],{"categories":3378},[],{"categories":3380},[112],{"categories":3382},[157],{"categories":3384},[157],{"categories":3386},[170],{"categories":3388},[165],{"categories":3390},[157],{"categories":3392},[],{"categories":3394},[157],{"categories":3396},[157],{"categories":3398},[2283],{"categories":3400},[],{"categories":3402},[157],{"categories":3404},[157],{"categories":3406},[157],{"categories":3408},[157],{"categories":3410},[257],{"categories":3412},[157],{"categories":3414},[],{"categories":3416},[157],{"categories":3418},[157],{"categories":3420},[157],{"categories":3422},[157],{"categories":3424},[286],{"categories":3426},[205],{"categories":3428},[157],{"categories":3430},[157],{"categories":3432},[1842],{"categories":3434},[160],{"categories":3436},[157],{"categories":3438},[157],{"categories":3440},[208],{"categories":3442},[157],{"categories":3444},[157],{"categories":3446},[205],{"categories":3448},[170],{"categories":3450},[],{"categories":3452},[157],{"categories":3454},[157],{"categories":3456},[257],{"categories":3458},[157],{"categories":3460},[286],{"categories":3462},[170],{"categories":3464},[157],{"categories":3466},[170],{"categories":3468},[],{"categories":3470},[],{"categories":3472},[],{"categories":3474},[160],{"categories":3476},[205],{"categories":3478},[170],{"categories":3480},[157],{"categories":3482},[157],{"categories":3484},[157],{"categories":3486},[157],{"categories":3488},[444],{"categories":3490},[257],{"categories":3492},[170],{"categories":3494},[157],{"categories":3496},[],{"categories":3498},[170],{"categories":3500},[170],{"categories":3502},[],{"categories":3504},[157],{"categories":3506},[170],{"categories":3508},[157],{"categories":3510},[],{"categories":3512},[157],{"categories":3514},[157],{"categories":3516},[157],{"categories":3518},[205],{"categories":3520},[257],{"categories":3522},[170],{"categories":3524},[257],{"categories":3526},[170],{"categories":3528},[157],{"categories":3530},[165],{"categories":3532},[],{"categories":3534},[],{"categories":3536},[157],{"categories":3538},[157],{"categories":3540},[157],{"categories":3542},[160],{"categories":3544},[170],{"categories":3546},[205],{"categories":3548},[],{"categories":3550},[257],{"categories":3552},[],{"categories":3554},[112],{"categories":3556},[157],{"categories":3558},[112],{"categories":3560},[257],{"categories":3562},[112],{"categories":3564},[157],{"categories":3566},[],{"categories":3568},[157],{"categories":3570},[157],{"categories":3572},[],{"categories":3574},[157],{"categories":3576},[157],{"categories":3578},[286],{"categories":3580},[157],{"categories":3582},[157],{"categories":3584},[327],{"categories":3586},[112],{"categories":3588},[157],{"categories":3590},[],{"categories":3592},[170],{"categories":3594},[157],{"categories":3596},[160],{"categories":3598},[559],{"categories":3600},[157],{"categories":3602},[157],{"categories":3604},[170],{"categories":3606},[157],{"categories":3608},[170],{"categories":3610},[157],{"categories":3612},[157],{"categories":3614},[157],{"categories":3616},[157],{"categories":3618},[],{"categories":3620},[157],{"categories":3622},[160],{"categories":3624},[157],{"categories":3626},[165],{"categories":3628},[112],{"categories":3630},[257],{"categories":3632},[],{"categories":3634},[157],{"categories":3636},[],{"categories":3638},[170],{"categories":3640},[157],{"categories":3642},[],{"categories":3644},[170],{"categories":3646},[157],{"categories":3648},[112],{"categories":3650},[257],{"categories":3652},[205],{"categories":3654},[157],{"categories":3656},[205],{"categories":3658},[170],{"categories":3660},[257],{"categories":3662},[157],{"categories":3664},[],{"categories":3666},[157],{"categories":3668},[194],{"categories":3670},[170],{"categories":3672},[157],{"categories":3674},[257],{"categories":3676},[205],{"categories":3678},[165],{"categories":3680},[112],{"categories":3682},[157],{"categories":3684},[157],{"categories":3686},[157],{"categories":3688},[157],{"categories":3690},[205],{"categories":3692},[286],{"categories":3694},[],{"categories":3696},[],{"categories":3698},[208],{"categories":3700},[500],{"categories":3702},[157],{"categories":3704},[170],{"categories":3706},[157,112],{"categories":3708},[205],{"categories":3710},[157],{"categories":3712},[157],{"categories":3714},[157],{"categories":3716},[157],{"categories":3718},[157],{"categories":3720},[157],{"categories":3722},[157],{"categories":3724},[170],{"categories":3726},[157],{"categories":3728},[170],{"categories":3730},[157],{"categories":3732},[157],{"categories":3734},[157],{"categories":3736},[],{"categories":3738},[157],{"categories":3740},[1280],{"categories":3742},[112],{"categories":3744},[257],{"categories":3746},[157],{"categories":3748},[157],{"categories":3750},[157],{"categories":3752},[208],{"categories":3754},[170],{"categories":3756},[286],{"categories":3758},[327],{"categories":3760},[],{"categories":3762},[112],{"categories":3764},[157],{"categories":3766},[165],{"categories":3768},[170],{"categories":3770},[160],{"categories":3772},[170],{"categories":3774},[157],{"categories":3776},[170],{"categories":3778},[170],{"categories":3780},[173],{"categories":3782},[112],{"categories":3784},[157],{"categories":3786},[157],{"categories":3788},[],{"categories":3790},[],{"categories":3792},[],{"categories":3794},[327],{"categories":3796},[157],{"categories":3798},[205],{"categories":3800},[157],{"categories":3802},[157],{"categories":3804},[157],{"categories":3806},[157],{"categories":3808},[],{"categories":3810},[157],{"categories":3812},[208],{"categories":3814},[165],{"categories":3816},[170],{"categories":3818},[157],{"categories":3820},[],{"categories":3822},[157],{"categories":3824},[170],{"categories":3826},[157],{"categories":3828},[327],{"categories":3830},[],{"categories":3832},[257],{"categories":3834},[257],{"categories":3836},[157],{"categories":3838},[170],{"categories":3840},[],{"categories":3842},[112],{"categories":3844},[157],{"categories":3846},[257],{"categories":3848},[157],{"categories":3850},[165],{"categories":3852},[170],{"categories":3854},[157],{"categories":3856},[],{"categories":3858},[205],{"categories":3860},[157],{"categories":3862},[157],{"categories":3864},[157],{"categories":3866},[257],{"categories":3868},[170],{"categories":3870},[205],{"categories":3872},[],{"categories":3874},[170],{"categories":3876},[165],{"categories":3878},[170],{"categories":3880},[257],{"categories":3882},[157],{"categories":3884},[157],{"categories":3886},[157],{"categories":3888},[500],{"categories":3890},[157],{"categories":3892},[170],{"categories":3894},[],{"categories":3896},[157],{"categories":3898},[157],{"categories":3900},[327],{"categories":3902},[205],{"categories":3904},[208],{"categories":3906},[605],{"categories":3908},[208],{"categories":3910},[208],{"categories":3912},[157],{"categories":3914},[],{"categories":3916},[],{"categories":3918},[],{"categories":3920},[170],{"categories":3922},[157],{"categories":3924},[170],{"categories":3926},[170],{"categories":3928},[112],{"categories":3930},[157],{"categories":3932},[477],{"categories":3934},[112],{"categories":3936},[170],{"categories":3938},[157],{"categories":3940},[157],{"categories":3942},[157],{"categories":3944},[157],{"categories":3946},[157],{"categories":3948},[170],{"categories":3950},[157],{"categories":3952},[],{"categories":3954},[],{"categories":3956},[157],{"categories":3958},[],{"categories":3960},[157],{"categories":3962},[170],{"categories":3964},[257],{"categories":3966},[157],{"categories":3968},[157],{"categories":3970},[],{"categories":3972},[170],{"categories":3974},[157],{"categories":3976},[157],{"categories":3978},[173],{"categories":3980},[157],{"categories":3982},[257],{"categories":3984},[157],{"categories":3986},[170],{"categories":3988},[165],{"categories":3990},[157],{"categories":3992},[157],{"categories":3994},[286],{"categories":3996},[170],{"categories":3998},[157],{"categories":4000},[157],{"categories":4002},[917],{"categories":4004},[157],{"categories":4006},[170],{"categories":4008},[157],{"categories":4010},[112],{"categories":4012},[157],{"categories":4014},[559],{"categories":4016},[257],{"categories":4018},[],{"categories":4020},[157],{"categories":4022},[157],{"categories":4024},[205],{"categories":4026},[500],{"categories":4028},[170],{"categories":4030},[157],{"categories":4032},[],{"categories":4034},[205],{"categories":4036},[421],{"categories":4038},[170],{"categories":4040},[170],{"categories":4042},[170],{"categories":4044},[157],{"categories":4046},[157],{"categories":4048},[170],{"categories":4050},[],{"categories":4052},[165],{"categories":4054},[157],{"categories":4056},[165],{"categories":4058},[170],{"categories":4060},[],{"categories":4062},[112],{"categories":4064},[157],{"categories":4066},[157],{"categories":4068},[160],{"categories":4070},[157],{"categories":4072},[205],{"categories":4074},[327],{"categories":4076},[194],{"categories":4078},[170],{"categories":4080},[170],{"categories":4082},[157],{"categories":4084},[157],{"categories":4086},[170],{"categories":4088},[157],{"categories":4090},[160],{"categories":4092},[],{"categories":4094},[170],{"categories":4096},[157],{"categories":4098},[157],{"categories":4100},[157],{"categories":4102},[170],{"categories":4104},[157],{"categories":4106},[],{"categories":4108},[157],{"categories":4110},[],{"categories":4112},[257],{"categories":4114},[170],{"categories":4116},[157,165],{"categories":4118},[170],{"categories":4120},[157],{"categories":4122},[],{"categories":4124},[160],{"categories":4126},[208],{"categories":4128},[165],{"categories":4130},[157],{"categories":4132},[112],{"categories":4134},[157],{"categories":4136},[157],{"categories":4138},[170],{"categories":4140},[157],{"categories":4142},[157],{"categories":4144},[157],{"categories":4146},[205],{"categories":4148},[1280],{"categories":4150},[170],{"categories":4152},[157],{"categories":4154},[],{"categories":4156},[],{"categories":4158},[157],{"categories":4160},[170],{"categories":4162},[157],{"categories":4164},[157],{"categories":4166},[327],{"categories":4168},[],{"categories":4170},[157],{"categories":4172},[170],{"categories":4174},[194],{"categories":4176},[170],{"categories":4178},[500],{"categories":4180},[],{"categories":4182},[444],{"categories":4184},[170],{"categories":4186},[157],{"categories":4188},[157],{"categories":4190},[286],{"categories":4192},[170],{"categories":4194},[157],{"categories":4196},[208],{"categories":4198},[173],{"categories":4200},[170],{"categories":4202},[157],{"categories":4204},[500],{"categories":4206},[157],{"categories":4208},[327],{"categories":4210},[165],{"categories":4212},[],{"categories":4214},[157],{"categories":4216},[157],{"categories":4218},[286],{"categories":4220},[257],{"categories":4222},[157],{"categories":4224},[157],{"categories":4226},[157],{"categories":4228},[],{"categories":4230},[286],{"categories":4232},[205],{"categories":4234},[157],{"categories":4236},[157],{"categories":4238},[157],{"categories":4240},[605],{"categories":4242},[160],{"categories":4244},[157],{"categories":4246},[173],{"categories":4248},[157],{"categories":4250},[],{"categories":4252},[],{"categories":4254},[257],{"categories":4256},[157],{"categories":4258},[208],{"categories":4260},[286],{"categories":4262},[170],{"categories":4264},[157],{"categories":4266},[157],{"categories":4268},[286],{"categories":4270},[205],{"categories":4272},[157],{"categories":4274},[],{"categories":4276},[157],{"categories":4278},[157],{"categories":4280},[],{"categories":4282},[157],{"categories":4284},[157],{"categories":4286},[630],{"categories":4288},[157],{"categories":4290},[157],{"categories":4292},[170],{"categories":4294},[112],{"categories":4296},[500],{"categories":4298},[157],{"categories":4300},[157],{"categories":4302},[157],{"categories":4304},[],{"categories":4306},[157,112],{"categories":4308},[205],{"categories":4310},[170],{"categories":4312},[112],{"categories":4314},[170],{"categories":4316},[955],{"categories":4318},[112],{"categories":4320},[112],{"categories":4322},[170],{"categories":4324},[157],{"categories":4326},[160],{"categories":4328},[],{"categories":4330},[],{"categories":4332},[170],{"categories":4334},[157],{"categories":4336},[112],{"categories":4338},[157],{"categories":4340},[160],{"categories":4342},[112],{"categories":4344},[112],{"categories":4346},[157],{"categories":4348},[286],{"categories":4350},[157],{"categories":4352},[112],{"categories":4354},[157],{"categories":4356},[],{"categories":4358},[157],{"categories":4360},[157],{"categories":4362},[257,157],{"categories":4364},[327],{"categories":4366},[160],{"categories":4368},[157],{"categories":4370},[],{"categories":4372},[157],{"categories":4374},[157],{"categories":4376},[165],{"categories":4378},[157],{"categories":4380},[165],{"categories":4382},[157],{"categories":4384},[157],{"categories":4386},[421],{"categories":4388},[157],{"categories":4390},[165],{"categories":4392},[112],{"categories":4394},[208],{"categories":4396},[170],{"categories":4398},[157],{"categories":4400},[112],{"categories":4402},[157],{"categories":4404},[157],{"categories":4406},[205],{"categories":4408},[286],{"categories":4410},[257],{"categories":4412},[157],{"categories":4414},[157],{"categories":4416},[157],{"categories":4418},[157],{"categories":4420},[160],{"categories":4422},[157],{"categories":4424},[170],{"categories":4426},[170],{"categories":4428},[112],{"categories":4430},[205],{"categories":4432},[112],{"categories":4434},[112],{"categories":4436},[157],{"categories":4438},[157],{"categories":4440},[],{"categories":4442},[],{"categories":4444},[208],{"categories":4446},[157],{"categories":4448},[112],{"categories":4450},[157],{"categories":4452},[257],{"categories":4454},[500],{"categories":4456},[444],{"categories":4458},[421],{"categories":4460},[157],{"categories":4462},[157],{"categories":4464},[157],{"categories":4466},[208],{"categories":4468},[157],{"categories":4470},[157],{"categories":4472},[157],{"categories":4474},[157],{"categories":4476},[157],{"categories":4478},[157],{"categories":4480},[157],{"categories":4482},[170],{"categories":4484},[160],{"categories":4486},[170],{"categories":4488},[157,165],{"categories":4490},[],{"categories":4492},[257],{"categories":4494},[],{"categories":4496},[173],{"categories":4498},[157],{"categories":4500},[205],{"categories":4502},[160],{"categories":4504},[157],{"categories":4506},[160],{"categories":4508},[170],{"categories":4510},[208],{"categories":4512},[170],{"categories":4514},[173],{"categories":4516},[170],{"categories":4518},[157],{"categories":4520},[157],{"categories":4522},[165],{"categories":4524},[170],{"categories":4526},[112],{"categories":4528},[286],{"categories":4530},[157],{"categories":4532},[157],{"categories":4534},[],{"categories":4536},[205],{"categories":4538},[157],{"categories":4540},[157],{"categories":4542},[157],{"categories":4544},[157],{"categories":4546},[157],{"categories":4548},[157],{"categories":4550},[112],{"categories":4552},[205],{"categories":4554},[112],{"categories":4556},[112],{"categories":4558},[157],{"categories":4560},[157],{"categories":4562},[157],{"categories":4564},[157],{"categories":4566},[444],{"categories":4568},[157],{"categories":4570},[170],{"categories":4572},[205],{"categories":4574},[157],{"categories":4576},[157],{"categories":4578},[157],{"categories":4580},[170],{"categories":4582},[157],{"categories":4584},[157],{"categories":4586},[157],{"categories":4588},[3179],{"categories":4590},[4591],"Clinical AI",{"categories":4593},[257],{"categories":4595},[157],{"categories":4597},[157],{"categories":4599},[157],{"categories":4601},[157],{"categories":4603},[327],{"categories":4605},[2538],{"categories":4607},[157],{"categories":4609},[173],{"categories":4611},[257],{"categories":4613},[157],{"categories":4615},[170],{"categories":4617},[157],{"categories":4619},[157],{"categories":4621},[205],{"categories":4623},[157],{"categories":4625},[170],{"categories":4627},[112],{"categories":4629},[286],{"categories":4631},[157],{"categories":4633},[157],{"categories":4635},[165],{"categories":4637},[157],{"categories":4639},[157],{"categories":4641},[559],{"categories":4643},[157],{"categories":4645},[],{"categories":4647},[170],{"categories":4649},[157],{"categories":4651},[112],{"categories":4653},[160],{"categories":4655},[157],{"categories":4657},[],{"categories":4659},[],{"categories":4661},[157],{"categories":4663},[],{"categories":4665},[165],{"categories":4667},[157],{"categories":4669},[157],{"categories":4671},[170],{"categories":4673},[157],{"categories":4675},[205],{"categories":4677},[205],{"categories":4679},[205],{"categories":4681},[205],{"categories":4683},[],{"categories":4685},[160],{"categories":4687},[170],{"categories":4689},[205],{"categories":4691},[157],{"categories":4693},[630],{"categories":4695},[173],{"categories":4697},[170],{"categories":4699},[157],{"categories":4701},[160],{"categories":4703},[157],{"categories":4705},[170],{"categories":4707},[157],{"categories":4709},[157],{"categories":4711},[157],{"categories":4713},[157,170],{"categories":4715},[170],{"categories":4717},[327],{"categories":4719},[205],{"categories":4721},[170],{"categories":4723},[205],{"categories":4725},[170],{"categories":4727},[157],{"categories":4729},[],{"categories":4731},[205],{"categories":4733},[286],{"categories":4735},[160],{"categories":4737},[157],{"categories":4739},[157],{"categories":4741},[],{"categories":4743},[112],{"categories":4745},[],{"categories":4747},[160],{"categories":4749},[170],{"categories":4751},[205],{"categories":4753},[157],{"categories":4755},[205],{"categories":4757},[160],{"categories":4759},[205],{"categories":4761},[205],{"categories":4763},[],{"categories":4765},[165],{"categories":4767},[170],{"categories":4769},[205],{"categories":4771},[205],{"categories":4773},[205],{"categories":4775},[205],{"categories":4777},[205],{"categories":4779},[205],{"categories":4781},[205],{"categories":4783},[205],{"categories":4785},[205],{"categories":4787},[205],{"categories":4789},[208],{"categories":4791},[160],{"categories":4793},[157],{"categories":4795},[157],{"categories":4797},[170],{"categories":4799},[170],{"categories":4801},[],{"categories":4803},[157],{"categories":4805},[157,160],{"categories":4807},[],{"categories":4809},[170],{"categories":4811},[157],{"categories":4813},[205],{"categories":4815},[170],{"categories":4817},[955],{"categories":4819},[157],{"categories":4821},[157],{"categories":4823},[157],{"categories":4825},[157],{"categories":4827},[157],{"categories":4829},[421],{"categories":4831},[157],{"categories":4833},[157],{"categories":4835},[170],{"categories":4837},[157],{"categories":4839},[157],{"categories":4841},[165],{"categories":4843},[173],{"categories":4845},[170],{"categories":4847},[170],{"categories":4849},[],{"categories":4851},[170],{"categories":4853},[257],{"categories":4855},[205],{"categories":4857},[157],{"categories":4859},[],{"categories":4861},[173],{"categories":4863},[],{"categories":4865},[112],{"categories":4867},[157],{"categories":4869},[170],{"categories":4871},[257],{"categories":4873},[157],{"categories":4875},[],{"categories":4877},[157],{"categories":4879},[157],{"categories":4881},[],{"categories":4883},[286],{"categories":4885},[157],{"categories":4887},[170],{"categories":4889},[],{"categories":4891},[],{"categories":4893},[205],{"categories":4895},[160],{"categories":4897},[157],{"categories":4899},[157],{"categories":4901},[165],{"categories":4903},[157],{"categories":4905},[157],{"categories":4907},[170],{"categories":4909},[157],{"categories":4911},[165],{"categories":4913},[165],{"categories":4915},[257],{"categories":4917},[],{"categories":4919},[157],{"categories":4921},[205],{"categories":4923},[],{"categories":4925},[157],{"categories":4927},[157],{"categories":4929},[257],{"categories":4931},[157],{"categories":4933},[157],{"categories":4935},[286],{"categories":4937},[157],{"categories":4939},[327],{"categories":4941},[],{"categories":4943},[170],{"categories":4945},[157],{"categories":4947},[286],{"categories":4949},[112],{"categories":4951},[],{"categories":4953},[157],{"categories":4955},[],{"categories":4957},[170],{"categories":4959},[257],{"categories":4961},[112],{"categories":4963},[],{"categories":4965},[3179],{"categories":4967},[165],{"categories":4969},[160],{"categories":4971},[157],{"categories":4973},[208],{"categories":4975},[170],{"categories":4977},[257],{"categories":4979},[157],{"categories":4981},[112],{"categories":4983},[],{"categories":4985},[],{"categories":4987},[157],{"categories":4989},[160],{"categories":4991},[157],{"categories":4993},[286],{"categories":4995},[],{"categories":4997},[170],{"categories":4999},[170],{"categories":5001},[157],{"categories":5003},[170],{"categories":5005},[157],{"categories":5007},[205],{"categories":5009},[112],{"categories":5011},[157],{"categories":5013},[170],{"categories":5015},[173],{"categories":5017},[157],{"categories":5019},[157],{"categories":5021},[157],{"categories":5023},[170],{"categories":5025},[157],{"categories":5027},[173],{"categories":5029},[286],{"categories":5031},[205],{"categories":5033},[],{"categories":5035},[286],{"categories":5037},[157],{"categories":5039},[],{"categories":5041},[112],{"categories":5043},[170],{"categories":5045},[],{"categories":5047},[157],{"categories":5049},[157],{"categories":5051},[157],{"categories":5053},[157],{"categories":5055},[157],{"categories":5057},[170],{"categories":5059},[165],{"categories":5061},[160],{"categories":5063},[170],{"categories":5065},[157],{"categories":5067},[257],{"categories":5069},[112],{"categories":5071},[112],{"categories":5073},[157],{"categories":5075},[208],{"categories":5077},[170],{"categories":5079},[157],{"categories":5081},[157],{"categories":5083},[170],{"categories":5085},[157],{"categories":5087},[157],{"categories":5089},[170],{"categories":5091},[165],{"categories":5093},[157],{"categories":5095},[257],{"categories":5097},[112],{"categories":5099},[170],{"categories":5101},[157],{"categories":5103},[173],{"categories":5105},[157],{"categories":5107},[170],{"categories":5109},[157],{"categories":5111},[157],{"categories":5113},[205],{"categories":5115},[157],{"categories":5117},[],{"categories":5119},[160],{"categories":5121},[157],{"categories":5123},[157],{"categories":5125},[157],{"categories":5127},[112],{"categories":5129},[112],{"categories":5131},[157],{"categories":5133},[112],{"categories":5135},[157],{"categories":5137},[170],{"categories":5139},[157],{"categories":5141},[157],{"categories":5143},[157],{"categories":5145},[157],{"categories":5147},[157],{"categories":5149},[],{"categories":5151},[157],{"categories":5153},[257],{"categories":5155},[170],{"categories":5157},[165],{"categories":5159},[205],{"categories":5161},[157],{"categories":5163},[170],{"categories":5165},[157],{"categories":5167},[170],{"categories":5169},[157],{"categories":5171},[157],{"categories":5173},[257],{"categories":5175},[170],{"categories":5177},[157],{"categories":5179},[286],{"categories":5181},[157],{"categories":5183},[208],{"categories":5185},[157],{"categories":5187},[157],{"categories":5189},[205],{"categories":5191},[157],{"categories":5193},[157],{"categories":5195},[157],{"categories":5197},[157],{"categories":5199},[170],{"categories":5201},[327],{"categories":5203},[157],{"categories":5205},[112],{"categories":5207},[170],{"categories":5209},[208],{"categories":5211},[],{"categories":5213},[170],{"categories":5215},[112],{"categories":5217},[157],{"categories":5219},[157],{"categories":5221},[2376],{"categories":5223},[257],{"categories":5225},[356],{"categories":5227},[157],{"categories":5229},[157],{"categories":5231},[157],{"categories":5233},[157],{"categories":5235},[160],{"categories":5237},[157],{"categories":5239},[157],{"categories":5241},[112],{"categories":5243},[165],{"categories":5245},[157],{"categories":5247},[112],{"categories":5249},[157],{"categories":5251},[],{"categories":5253},[170],{"categories":5255},[170],{"categories":5257},[157],{"categories":5259},[157],{"categories":5261},[157],{"categories":5263},[208],{"categories":5265},[],{"categories":5267},[205],{"categories":5269},[],{"categories":5271},[205],{"categories":5273},[157],{"categories":5275},[157],{"categories":5277},[170],{"categories":5279},[157],{"categories":5281},[170],{"categories":5283},[170],{"categories":5285},[],{"categories":5287},[157],{"categories":5289},[205],{"categories":5291},[157],{"categories":5293},[],{"categories":5295},[157],{"categories":5297},[157],{"categories":5299},[],{"categories":5301},[157],{"categories":5303},[157],{"categories":5305},[257],{"categories":5307},[112],{"categories":5309},[170],{"categories":5311},[157],{"categories":5313},[157],{"categories":5315},[157],{"categories":5317},[157],{"categories":5319},[286],{"categories":5321},[157],{"categories":5323},[157],{"categories":5325},[157],{"categories":5327},[160],{"categories":5329},[157],{"categories":5331},[157],{"categories":5333},[],{"categories":5335},[157],{"categories":5337},[157],{"categories":5339},[157],{"categories":5341},[],{"categories":5343},[160],{"categories":5345},[157],{"categories":5347},[157],{"categories":5349},[205],{"categories":5351},[112],{"categories":5353},[173],{"categories":5355},[170],{"categories":5357},[500],{"categories":5359},[157],{"categories":5361},[157],{"categories":5363},[157],{"categories":5365},[112],{"categories":5367},[205],{"categories":5369},[257],{"categories":5371},[157],{"categories":5373},[157],{"categories":5375},[157],{"categories":5377},[157],{"categories":5379},[205],{"categories":5381},[157],{"categories":5383},[257],{"categories":5385},[157],{"categories":5387},[157],{"categories":5389},[205],{"categories":5391},[257],{"categories":5393},[157],{"categories":5395},[205],{"categories":5397},[157],{"categories":5399},[170],{"categories":5401},[170],{"categories":5403},[170],{"categories":5405},[112],{"categories":5407},[205],{"categories":5409},[170],{"categories":5411},[170],{"categories":5413},[157],{"categories":5415},[112],{"categories":5417},[257],{"categories":5419},[157],{"categories":5421},[157],{"categories":5423},[170],{"categories":5425},[157],{"categories":5427},[],{"categories":5429},[170],{"categories":5431},[],{"categories":5433},[157],{"categories":5435},[157],{"categories":5437},[],{"categories":5439},[],{"categories":5441},[170],{"categories":5443},[165],{"categories":5445},[170],{"categories":5447},[5448],"Liability & Ethics",{"categories":5450},[157],{"categories":5452},[157],{"categories":5454},[157],{"categories":5456},[170],{"categories":5458},[160],{"categories":5460},[170],{"categories":5462},[165],{"categories":5464},[286],{"categories":5466},[170],{"categories":5468},[157],{"categories":5470},[157],{"categories":5472},[],{"categories":5474},[605],{"categories":5476},[170],{"categories":5478},[],{"categories":5480},[157],{"categories":5482},[160],{"categories":5484},[170],{"categories":5486},[],{"categories":5488},[170],{"categories":5490},[157],{"categories":5492},[157],{"categories":5494},[112],{"categories":5496},[157],{"categories":5498},[205],{"categories":5500},[157],{"categories":5502},[157],{"categories":5504},[173],{"categories":5506},[170],{"categories":5508},[157],{"categories":5510},[157],{"categories":5512},[157],{"categories":5514},[205],{"categories":5516},[170],{"categories":5518},[112],{"categories":5520},[257],{"categories":5522},[160],{"categories":5524},[157],{"categories":5526},[157],{"categories":5528},[157],{"categories":5530},[],{"categories":5532},[170],{"categories":5534},[170],{"categories":5536},[170],{"categories":5538},[500],{"categories":5540},[257],{"categories":5542},[170],{"categories":5544},[327],{"categories":5546},[112],{"categories":5548},[205],{"categories":5550},[157],{"categories":5552},[257],{"categories":5554},[157],{"categories":5556},[160],{"categories":5558},[],{"categories":5560},[170],{"categories":5562},[157],{"categories":5564},[157],{"categories":5566},[157],{"categories":5568},[157],{"categories":5570},[170],{"categories":5572},[157],{"categories":5574},[157],{"categories":5576},[257],{"categories":5578},[],{"categories":5580},[170],{"categories":5582},[173],{"categories":5584},[205],{"categories":5586},[170],{"categories":5588},[165],{"categories":5590},[],{"categories":5592},[157],{"categories":5594},[157],{"categories":5596},[173],{"categories":5598},[157],{"categories":5600},[170],{"categories":5602},[205],{"categories":5604},[160],{"categories":5606},[327],{"categories":5608},[157],{"categories":5610},[157],{"categories":5612},[157],{"categories":5614},[205],{"categories":5616},[165],{"categories":5618},[157],{"categories":5620},[257],{"categories":5622},[205],{"categories":5624},[327],{"categories":5626},[157],{"categories":5628},[170],{"categories":5630},[],{"categories":5632},[559],{"categories":5634},[],{"categories":5636},[157],{"categories":5638},[327],{"categories":5640},[157],{"categories":5642},[208],{"categories":5644},[157],{"categories":5646},[170],{"categories":5648},[170],{"categories":5650},[5651],"Design News & Tools",{"categories":5653},[157],{"categories":5655},[157],{"categories":5657},[205],{"categories":5659},[157],{"categories":5661},[157],{"categories":5663},[160],{"categories":5665},[170],{"categories":5667},[157],{"categories":5669},[257],{"categories":5671},[170],{"categories":5673},[170],{"categories":5675},[257],{"categories":5677},[157],{"categories":5679},[157],{"categories":5681},[500],{"categories":5683},[170],{"categories":5685},[157],{"categories":5687},[157],{"categories":5689},[500],{"categories":5691},[157],{"categories":5693},[286],{"categories":5695},[157],{"categories":5697},[170],{"categories":5699},[],{"categories":5701},[157],{"categories":5703},[157],{"categories":5705},[157],{"categories":5707},[205],{"categories":5709},[157],{"categories":5711},[160],{"categories":5713},[],{"categories":5715},[157],{"categories":5717},[157],{"categories":5719},[157],{"categories":5721},[112],{"categories":5723},[630],{"categories":5725},[112],{"categories":5727},[257],{"categories":5729},[157],{"categories":5731},[157,170],{"categories":5733},[286,165],{"categories":5735},[112],{"categories":5737},[157],{"categories":5739},[157],{"categories":5741},[157],{"categories":5743},[157],{"categories":5745},[],{"categories":5747},[170],{"categories":5749},[157],{"categories":5751},[],{"categories":5753},[157],{"categories":5755},[112],{"categories":5757},[157],{"categories":5759},[112],{"categories":5761},[],{"categories":5763},[170],{"categories":5765},[157],{"categories":5767},[165],{"categories":5769},[157],{"categories":5771},[205],{"categories":5773},[157],{"categories":5775},[],{"categories":5777},[170],{"categories":5779},[157],{"categories":5781},[],{"categories":5783},[257],{"categories":5785},[157],{"categories":5787},[157],{"categories":5789},[170],{"categories":5791},[157],{"categories":5793},[157],{"categories":5795},[160],{"categories":5797},[170],{"categories":5799},[157],{"categories":5801},[],{"categories":5803},[157],{"categories":5805},[327],{"categories":5807},[286],{"categories":5809},[165],{"categories":5811},[165],{"categories":5813},[157],{"categories":5815},[160],{"categories":5817},[160],{"categories":5819},[157],{"categories":5821},[170],{"categories":5823},[157],{"categories":5825},[157],{"categories":5827},[157],{"categories":5829},[157],{"categories":5831},[112],{"categories":5833},[157],{"categories":5835},[160],{"categories":5837},[157],{"categories":5839},[157],{"categories":5841},[170],{"categories":5843},[157],{"categories":5845},[286],{"categories":5847},[157],{"categories":5849},[205],{"categories":5851},[157],{"categories":5853},[157],{"categories":5855},[170],{"categories":5857},[173],{"categories":5859},[157],{"categories":5861},[157],{"categories":5863},[170],{"categories":5865},[],{"categories":5867},[112],{"categories":5869},[],{"categories":5871},[112],{"categories":5873},[170],{"categories":5875},[160],{"categories":5877},[157],{"categories":5879},[],{"categories":5881},[208],{"categories":5883},[327],{"categories":5885},[157],{"categories":5887},[112],{"categories":5889},[157],{"categories":5891},[],{"categories":5893},[205],{"categories":5895},[170],{"categories":5897},[112],{"categories":5899},[257],{"categories":5901},[165],{"categories":5903},[157],{"categories":5905},[157],{"categories":5907},[170],{"categories":5909},[112],{"categories":5911},[170],{"categories":5913},[205],{"categories":5915},[157],{"categories":5917},[173],{"categories":5919},[160],{"categories":5921},[173],{"categories":5923},[205],{"categories":5925},[157],{"categories":5927},[112],{"categories":5929},[157],{"categories":5931},[257],{"categories":5933},[165],{"categories":5935},[157],{"categories":5937},[157],{"categories":5939},[157],{"categories":5941},[157],{"categories":5943},[157],{"categories":5945},[157],{"categories":5947},[170],{"categories":5949},[157],{"categories":5951},[170],{"categories":5953},[157],{"categories":5955},[157],{"categories":5957},[160],{"categories":5959},[157],{"categories":5961},[170],{"categories":5963},[170],{"categories":5965},[257],{"categories":5967},[170],{"categories":5969},[170],{"categories":5971},[157],{"categories":5973},[160],{"categories":5975},[170],{"categories":5977},[257],{"categories":5979},[],{"categories":5981},[157],{"categories":5983},[208],{"categories":5985},[500],{"categories":5987},[157],{"categories":5989},[170],{"categories":5991},[157],{"categories":5993},[157],{"categories":5995},[112],{"categories":5997},[157],{"categories":5999},[],{"categories":6001},[157],{"categories":6003},[170],{"categories":6005},[157],{"categories":6007},[286],{"categories":6009},[157],{"categories":6011},[112],{"categories":6013},[157],{"categories":6015},[205],{"categories":6017},[170],{"categories":6019},[157],{"categories":6021},[286],{"categories":6023},[170],{"categories":6025},[165],{"categories":6027},[165],{"categories":6029},[157],{"categories":6031},[157],{"categories":6033},[157],{"categories":6035},[157],{"categories":6037},[157],{"categories":6039},[157],{"categories":6041},[160],{"categories":6043},[],{"categories":6045},[157],{"categories":6047},[157],{"categories":6049},[170],{"categories":6051},[170],{"categories":6053},[157],{"categories":6055},[157],{"categories":6057},[157],{"categories":6059},[157],{"categories":6061},[157],{"categories":6063},[112],{"categories":6065},[],{"categories":6067},[160],{"categories":6069},[157],{"categories":6071},[157],{"categories":6073},[170],{"categories":6075},[170],{"categories":6077},[],{"categories":6079},[112],{"categories":6081},[112],{"categories":6083},[157],{"categories":6085},[286],{"categories":6087},[165],{"categories":6089},[257],{"categories":6091},[],{"categories":6093},[157],{"categories":6095},[170],{"categories":6097},[160],{"categories":6099},[157],{"categories":6101},[157],{"categories":6103},[112],{"categories":6105},[160],{"categories":6107},[157],{"categories":6109},[157],{"categories":6111},[205],{"categories":6113},[208],{"categories":6115},[157],{"categories":6117},[205],{"categories":6119},[170],{"categories":6121},[157],{"categories":6123},[],{"categories":6125},[205],{"categories":6127},[170],{"categories":6129},[257],{"categories":6131},[208],{"categories":6133},[157],{"categories":6135},[157],{"categories":6137},[],{"categories":6139},[170],{"categories":6141},[170],{"categories":6143},[170],{"categories":6145},[3179],{"categories":6147},[205],{"categories":6149},[157],{"categories":6151},[112],{"categories":6153},[157],{"categories":6155},[157],{"categories":6157},[157],{"categories":6159},[157],{"categories":6161},[157],{"categories":6163},[165],{"categories":6165},[157],{"categories":6167},[160],{"categories":6169},[1842],{"categories":6171},[327],{"categories":6173},[160],{"categories":6175},[],{"categories":6177},[157],{"categories":6179},[],{"categories":6181},[205],{"categories":6183},[170],{"categories":6185},[257],{"categories":6187},[157],{"categories":6189},[157],{"categories":6191},[157],{"categories":6193},[205],{"categories":6195},[],{"categories":6197},[170],{"categories":6199},[157],{"categories":6201},[170],{"categories":6203},[170],{"categories":6205},[],{"categories":6207},[157],{"categories":6209},[],{"categories":6211},[205],{"categories":6213},[160],{"categories":6215},[257],{"categories":6217},[157],{"categories":6219},[170],{"categories":6221},[205],{"categories":6223},[157],{"categories":6225},[205],{"categories":6227},[],{"categories":6229},[205],{"categories":6231},[157],{"categories":6233},[160],{"categories":6235},[500],{"categories":6237},[170],{"categories":6239},[157],{"categories":6241},[],{"categories":6243},[112],{"categories":6245},[170],{"categories":6247},[173],{"categories":6249},[170],{"categories":6251},[160],{"categories":6253},[157],{"categories":6255},[157],{"categories":6257},[],{"categories":6259},[],{"categories":6261},[],{"categories":6263},[257],{"categories":6265},[157],{"categories":6267},[170],{"categories":6269},[157],{"categories":6271},[157],{"categories":6273},[],{"categories":6275},[],{"categories":6277},[],{"categories":6279},[157],{"categories":6281},[170],{"categories":6283},[257],{"categories":6285},[157],{"categories":6287},[],{"categories":6289},[170],{"categories":6291},[157],{"categories":6293},[157],{"categories":6295},[160],{"categories":6297},[],{"categories":6299},[],{"categories":6301},[157],{"categories":6303},[157],{"categories":6305},[170],{"categories":6307},[257],{"categories":6309},[157],{"categories":6311},[205],{"categories":6313},[],{"categories":6315},[157],{"categories":6317},[157],{"categories":6319},[286],{"categories":6321},[205],{"categories":6323},[286],{"categories":6325},[208],{"categories":6327},[157],{"categories":6329},[157],{"categories":6331},[],{"categories":6333},[],{"categories":6335},[170],{"categories":6337},[],{"categories":6339},[157],{"categories":6341},[500],{"categories":6343},[157],{"categories":6345},[157],{"categories":6347},[157],{"categories":6349},[157],{"categories":6351},[],{"categories":6353},[170],{"categories":6355},[157],{"categories":6357},[157],{"categories":6359},[],{"categories":6361},[170],{"categories":6363},[157],{"categories":6365},[205],{"categories":6367},[157],{"categories":6369},[286],{"categories":6371},[165],{"categories":6373},[173],{"categories":6375},[157],{"categories":6377},[157],{"categories":6379},[170],{"categories":6381},[208],{"categories":6383},[170],{"categories":6385},[170],{"categories":6387},[],{"categories":6389},[157],{"categories":6391},[170],{"categories":6393},[],{"categories":6395},[157],{"categories":6397},[],{"categories":6399},[205],{"categories":6401},[165],{"categories":6403},[],{"categories":6405},[157],{"categories":6407},[157],{"categories":6409},[157],{"categories":6411},[],{"categories":6413},[170],{"categories":6415},[257],{"categories":6417},[160],{"categories":6419},[157],{"categories":6421},[],{"categories":6423},[165],{"categories":6425},[286],{"categories":6427},[157],{"categories":6429},[112],{"categories":6431},[160],{"categories":6433},[208],{"categories":6435},[165],{"categories":6437},[112],{"categories":6439},[170],{"categories":6441},[112],{"categories":6443},[],{"categories":6445},[157],{"categories":6447},[173],{"categories":6449},[157],{"categories":6451},[],{"categories":6453},[170],{"categories":6455},[160],{"categories":6457},[257],{"categories":6459},[157],{"categories":6461},[160],{"categories":6463},[170],{"categories":6465},[327],{"categories":6467},[157],{"categories":6469},[157],{"categories":6471},[157],{"categories":6473},[157],{"categories":6475},[157],{"categories":6477},[160],{"categories":6479},[157],{"categories":6481},[112],{"categories":6483},[208],{"categories":6485},[170],{"categories":6487},[],{"categories":6489},[157],{"categories":6491},[157],{"categories":6493},[157],{"categories":6495},[112],{"categories":6497},[170],{"categories":6499},[205],{"categories":6501},[112],{"categories":6503},[157],{"categories":6505},[173],{"categories":6507},[],{"categories":6509},[257],{"categories":6511},[112],{"categories":6513},[205],{"categories":6515},[157],{"categories":6517},[160],{"categories":6519},[170],{"categories":6521},[157],{"categories":6523},[157],{"categories":6525},[170],{"categories":6527},[173],{"categories":6529},[157],{"categories":6531},[170],{"categories":6533},[157],{"categories":6535},[165],{"categories":6537},[170],{"categories":6539},[170,327],{"categories":6541},[157],{"categories":6543},[157],{"categories":6545},[170],{"categories":6547},[112],{"categories":6549},[157],{"categories":6551},[157],{"categories":6553},[208],{"categories":6555},[170],{"categories":6557},[286],{"categories":6559},[170],{"categories":6561},[165],{"categories":6563},[],{"categories":6565},[170],{"categories":6567},[157],{"categories":6569},[165],{"categories":6571},[],{"categories":6573},[],{"categories":6575},[112],{"categories":6577},[157],{"categories":6579},[157],{"categories":6581},[170],{"categories":6583},[208],{"categories":6585},[286],{"categories":6587},[157],{"categories":6589},[157],{"categories":6591},[157],{"categories":6593},[170],{"categories":6595},[],{"categories":6597},[170],{"categories":6599},[205],{"categories":6601},[157],{"categories":6603},[170],{"categories":6605},[170],{"categories":6607},[157],{"categories":6609},[],{"categories":6611},[205],{"categories":6613},[112],{"categories":6615},[3179],{"categories":6617},[160],{"categories":6619},[112],{"categories":6621},[157],{"categories":6623},[170],{"categories":6625},[157],{"categories":6627},[157],{"categories":6629},[286],{"categories":6631},[112],{"categories":6633},[208],{"categories":6635},[],{"categories":6637},[205],{"categories":6639},[157],{"categories":6641},[157],{"categories":6643},[],{"categories":6645},[170],{"categories":6647},[157],{"categories":6649},[157],{"categories":6651},[157],{"categories":6653},[157],{"categories":6655},[170],{"categories":6657},[157],{"categories":6659},[157],{"categories":6661},[157],{"categories":6663},[173],{"categories":6665},[157],{"categories":6667},[170],{"categories":6669},[157],{"categories":6671},[157],{"categories":6673},[157],{"categories":6675},[157],{"categories":6677},[157],{"categories":6679},[157],{"categories":6681},[157],{"categories":6683},[165],{"categories":6685},[],{"categories":6687},[173],{"categories":6689},[205],{"categories":6691},[170],{"categories":6693},[157],{"categories":6695},[112],{"categories":6697},[],{"categories":6699},[112],{"categories":6701},[112],{"categories":6703},[170],{"categories":6705},[112],{"categories":6707},[157],{"categories":6709},[157],{"categories":6711},[157],{"categories":6713},[170],{"categories":6715},[112],{"categories":6717},[157],{"categories":6719},[157],{"categories":6721},[157],{"categories":6723},[170],{"categories":6725},[205],{"categories":6727},[157],{"categories":6729},[157],{"categories":6731},[157],{"categories":6733},[165],{"categories":6735},[157],{"categories":6737},[170],{"categories":6739},[257],{"categories":6741},[],{"categories":6743},[157],{"categories":6745},[208],{"categories":6747},[170],{"categories":6749},[157],{"categories":6751},[157],{"categories":6753},[],{"categories":6755},[157],{"categories":6757},[157],{"categories":6759},[205],{"categories":6761},[157],{"categories":6763},[157],{"categories":6765},[170],{"categories":6767},[286],{"categories":6769},[],{"categories":6771},[],{"categories":6773},[112],{"categories":6775},[157],{"categories":6777},[157],{"categories":6779},[205],{"categories":6781},[157],{"categories":6783},[112],{"categories":6785},[205],{"categories":6787},[157],{"categories":6789},[157],{"categories":6791},[286],{"categories":6793},[208],{"categories":6795},[157],{"categories":6797},[157],{"categories":6799},[160],{"categories":6801},[170],{"categories":6803},[157],{"categories":6805},[157],{"categories":6807},[170],{"categories":6809},[165],{"categories":6811},[170],{"categories":6813},[112],{"categories":6815},[157],{"categories":6817},[165],{"categories":6819},[],{"categories":6821},[157],{"categories":6823},[208],{"categories":6825},[157],{"categories":6827},[157],{"categories":6829},[],{"categories":6831},[205],{"categories":6833},[157],{"categories":6835},[170],{"categories":6837},[208],{"categories":6839},[157],{"categories":6841},[112],{"categories":6843},[112],{"categories":6845},[112],{"categories":6847},[157],{"categories":6849},[170],{"categories":6851},[170],{"categories":6853},[157],{"categories":6855},[170],{"categories":6857},[157],{"categories":6859},[157],{"categories":6861},[257],{"categories":6863},[208],{"categories":6865},[208],{"categories":6867},[],{"categories":6869},[205],{"categories":6871},[157],{"categories":6873},[157],{"categories":6875},[112],{"categories":6877},[],{"categories":6879},[205],{"categories":6881},[205],{"categories":6883},[205],{"categories":6885},[],{"categories":6887},[170],{"categories":6889},[157],{"categories":6891},[],{"categories":6893},[160],{"categories":6895},[165],{"categories":6897},[],{"categories":6899},[157],{"categories":6901},[157],{"categories":6903},[],{"categories":6905},[112],{"categories":6907},[],{"categories":6909},[],{"categories":6911},[],{"categories":6913},[],{"categories":6915},[157],{"categories":6917},[205],{"categories":6919},[],{"categories":6921},[],{"categories":6923},[157],{"categories":6925},[157],{"categories":6927},[157],{"categories":6929},[208],{"categories":6931},[157],{"categories":6933},[208],{"categories":6935},[],{"categories":6937},[208],{"categories":6939},[208],{"categories":6941},[327],{"categories":6943},[170],{"categories":6945},[112],{"categories":6947},[],{"categories":6949},[],{"categories":6951},[208],{"categories":6953},[112],{"categories":6955},[112],{"categories":6957},[112],{"categories":6959},[],{"categories":6961},[160],{"categories":6963},[112],{"categories":6965},[112],{"categories":6967},[160],{"categories":6969},[112],{"categories":6971},[165],{"categories":6973},[112],{"categories":6975},[112],{"categories":6977},[112],{"categories":6979},[208],{"categories":6981},[205],{"categories":6983},[205],{"categories":6985},[157],{"categories":6987},[112],{"categories":6989},[208],{"categories":6991},[327],{"categories":6993},[208],{"categories":6995},[208],{"categories":6997},[208],{"categories":6999},[],{"categories":7001},[165],{"categories":7003},[],{"categories":7005},[327],{"categories":7007},[112],{"categories":7009},[112],{"categories":7011},[112],{"categories":7013},[170],{"categories":7015},[205,165],{"categories":7017},[208],{"categories":7019},[],{"categories":7021},[],{"categories":7023},[208],{"categories":7025},[],{"categories":7027},[208],{"categories":7029},[205],{"categories":7031},[170],{"categories":7033},[],{"categories":7035},[112],{"categories":7037},[157],{"categories":7039},[257],{"categories":7041},[],{"categories":7043},[157],{"categories":7045},[],{"categories":7047},[205],{"categories":7049},[160],{"categories":7051},[208],{"categories":7053},[],{"categories":7055},[112],{"categories":7057},[205],[7059,7197,7316,7393],{"id":7060,"title":7061,"ai":7062,"body":7067,"categories":7161,"created_at":113,"date_modified":113,"description":104,"extension":114,"faq":113,"featured":115,"kicker_label":113,"meta":7162,"navigation":136,"path":7181,"published_at":7182,"question":113,"scraped_at":7183,"seo":7184,"sitemap":7185,"source_id":7186,"source_name":7187,"source_type":7188,"source_url":7189,"stem":7190,"tags":7191,"thumbnail_url":7192,"tldr":7193,"tweet":7194,"unknown_tags":7195,"__hash__":7196},"summaries\u002Fsummaries\u002F583633df83fbe1fc-the-evolution-of-software-engineering-in-the-age-o-summary.md","The Evolution of Software Engineering in the Age of AI",{"provider":7,"model":8,"input_tokens":7063,"output_tokens":7064,"processing_time_ms":7065,"cost_usd":7066},9694,928,5123,0.0038155,{"type":14,"value":7068,"toc":7155},[7069,7073,7076,7079,7099,7103,7106,7109,7113,7116,7119,7123],[17,7070,7072],{"id":7071},"the-shift-to-agentic-software-engineering","The Shift to Agentic Software Engineering",[22,7074,7075],{},"Software engineering is undergoing a fundamental transition from deterministic, rule-based systems to probabilistic, agent-driven architectures. As AI models become integral to the development lifecycle, the role of the software engineer is evolving from a \"coder\" to an \"agent orchestrator.\"",[22,7077,7078],{},"Panelists emphasized that while entry-level coding tasks are increasingly automated, the need for human oversight has never been higher. Engineers are now tasked with:",[33,7080,7081,7087,7093],{},[36,7082,7083,7086],{},[39,7084,7085],{},"System Architecture:"," Designing how various AI agents interact and communicate.",[36,7088,7089,7092],{},[39,7090,7091],{},"Verification and Auditing:"," Validating the outputs and logic flows generated by AI, rather than manually editing syntax.",[36,7094,7095,7098],{},[39,7096,7097],{},"Holistic Integration:"," Managing performance, security, energy efficiency, and technical debt across complex, automated pipelines.",[17,7100,7102],{"id":7101},"moving-beyond-vanity-metrics-the-tokenmaxxing-problem","Moving Beyond Vanity Metrics: The \"Tokenmaxxing\" Problem",[22,7104,7105],{},"\"Tokenmaxxing\"—the practice of maximizing token consumption as a proxy for productivity—is identified as a modern iteration of \"lines of code\" metrics. Just as developers once gamed productivity metrics by adding unnecessary braces or lines, teams are now gaming AI budgets by generating verbose prompts and outputs.",[22,7107,7108],{},"Panelists argue that token usage is a vanity metric that ignores the true goal: business outcomes. The consensus is that organizations must shift toward \"valuemaxxing,\" focusing on ROI, solution quality, and the ability to ship products that solve real-world problems. As token costs continue to drop, the focus should move from minimizing consumption to optimizing for utility and system performance.",[17,7110,7112],{"id":7111},"rethinking-developer-onboarding-and-education","Rethinking Developer Onboarding and Education",[22,7114,7115],{},"With the traditional \"sandbox\" for junior developers—often consisting of low-level, repetitive tasks—disappearing due to automation, the industry faces a challenge in onboarding new talent.",[22,7117,7118],{},"IBM’s approach involves using AI tools like \"Bob\" to empower junior engineers to perform complex tasks (such as achieving FedRAMP compliance) that were previously reserved for senior staff. By treating AI as a \"distinguished engineer\" assistant, junior developers can bypass the \"ping-pong\" phase of early employment and contribute to production-level work much sooner. This necessitates a change in university curricula to emphasize system thinking, AI literacy, and the ability to manage AI-augmented workflows over rote syntax memorization.",[17,7120,7122],{"id":7121},"key-takeaways","Key Takeaways",[33,7124,7125,7131,7137,7143,7149],{},[36,7126,7127,7130],{},[39,7128,7129],{},"Orchestration over Coding:"," The future of engineering lies in defining agent behaviors and orchestrating system-to-system interactions.",[36,7132,7133,7136],{},[39,7134,7135],{},"Verification is the New Coding:"," Since AI generates the bulk of syntax, the engineer's primary value shifts to auditing, testing, and validating AI-generated outputs.",[36,7138,7139,7142],{},[39,7140,7141],{},"Avoid Goodhart’s Law:"," Do not incentivize token usage. Measure productivity by business outcomes, efficiency, and the successful deployment of solutions.",[36,7144,7145,7148],{},[39,7146,7147],{},"AI as a Force Multiplier:"," Use AI to bridge the gap for junior developers, allowing them to tackle high-level architectural tasks earlier in their careers.",[36,7150,7151,7154],{},[39,7152,7153],{},"System Thinking is Critical:"," As codebases grow through automation, deep system knowledge is required to manage technical debt and ensure long-term maintainability.",{"title":104,"searchDepth":105,"depth":105,"links":7156},[7157,7158,7159,7160],{"id":7071,"depth":105,"text":7072},{"id":7101,"depth":105,"text":7102},{"id":7111,"depth":105,"text":7112},{"id":7121,"depth":105,"text":7122},[112],{"content_references":7163,"triage":7177},[7164,7169,7172,7174],{"type":7165,"title":7166,"author":7167,"context":7168},"other","Software 2.0","Andrej Karpathy","cited",{"type":127,"title":7170,"publisher":7171,"context":130},"Bob","IBM",{"type":127,"title":7173,"context":130},"Claude Code",{"type":127,"title":7175,"publisher":7176,"context":130},"RTX Spark","NVIDIA",{"relevance":132,"novelty":133,"quality":133,"actionability":7178,"composite":7179,"reasoning":7180},3,4.15,"Category: Software Engineering. The article discusses the evolution of software engineering in the context of AI, addressing the shift to agent-driven architectures and the need for new metrics, which directly relates to the audience's interest in practical applications of AI in product development. It provides insights into the changing role of engineers and emphasizes the importance of focusing on business outcomes over vanity metrics, making it relevant and actionable.","\u002Fsummaries\u002F583633df83fbe1fc-the-evolution-of-software-engineering-in-the-age-o-summary","2026-06-05 10:00:02","2026-06-06 16:09:09",{"title":7061,"description":104},{"loc":7181},"583633df83fbe1fc","IBM Technology","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=EKULOf_Cy0w","summaries\u002F583633df83fbe1fc-the-evolution-of-software-engineering-in-the-age-o-summary",[147,148,149,150],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FEKULOf_Cy0w\u002Fhqdefault.jpg","Software engineering is shifting from manual coding to orchestrating AI agents, requiring a new focus on system architecture, verification, and outcome-based productivity metrics over vanity metrics like token usage.","This is a panel discussion from IBM’s New York Tech Week featuring three IBM leaders discussing the shift from deterministic coding to agentic, AI-orchestrated software development. The conversation covers the automation of the full SDLC, the risks of \"tokenmaxxing\" (excessive AI spend), and the growing challenge of onboarding junior engineers when entry-level tasks are increasingly handled by LLMs.",[149,150],"l_EBYdmKpdpRVnGmuaUVNv_fCZPsRHodE3_i79-Wetw",{"id":7198,"title":7199,"ai":7200,"body":7206,"categories":7291,"created_at":113,"date_modified":113,"description":104,"extension":114,"faq":113,"featured":115,"kicker_label":113,"meta":7292,"navigation":136,"path":7304,"published_at":113,"question":113,"scraped_at":7305,"seo":7306,"sitemap":7307,"source_id":7308,"source_name":7309,"source_type":143,"source_url":7310,"stem":7311,"tags":7312,"thumbnail_url":113,"tldr":7313,"tweet":113,"unknown_tags":7314,"__hash__":7315},"summaries\u002Fsummaries\u002F58ec9b947d9929e8-engineering-strategy-reproducible-decisions-via-fr-summary.md","Engineering Strategy: Reproducible Decisions via Frameworks",{"provider":7,"model":7201,"input_tokens":7202,"output_tokens":7203,"processing_time_ms":7204,"cost_usd":7205},"x-ai\u002Fgrok-4.1-fast",4474,2057,21183,0.00190065,{"type":14,"value":7207,"toc":7285},[7208,7212,7215,7238,7241,7245,7252,7259,7262,7266,7269,7272,7275,7278,7282],[17,7209,7211],{"id":7210},"strategy-creation-process","Strategy Creation Process",[22,7213,7214],{},"Good engineering decisions scale through strategy, which systematizes choices for engineers and executives alike. Start by assessing usefulness: strategy shines for complex, ambiguous problems like migrations or tool adoptions, not routine ops. Anyone can contribute—engineers via analysis, execs via policy—but write concisely (1-5 pages) when aligning large teams or navigating change.",[22,7216,7217,7218,7221,7222,7225,7226,7229,7230,7233,7234,7237],{},"Follow a six-step cycle: (1) ",[39,7219,7220],{},"Explore"," constraints and options via stakeholder input and data; (2) ",[39,7223,7224],{},"Diagnose"," root causes using causal models; (3) ",[39,7227,7228],{},"Refine"," hypotheses iteratively to avoid waterfall pitfalls; (4) ",[39,7231,7232],{},"Set policy"," with clear rules like 'deprecate APIs after 12 months'; (5) ",[39,7235,7236],{},"Run operations"," to execute and monitor; (6) Make readable with visuals and summaries. Bridge theory (e.g., systems thinking) to practice by modeling real impacts, like velocity gains from LLM tools.",[22,7239,7240],{},"Evaluate strategies by testing assumptions early and measuring outcomes against goals—strong ones predict behaviors and adapt to feedback.",[17,7242,7244],{"id":7243},"refinement-and-modeling-tools","Refinement and Modeling Tools",[22,7246,7247,7248,7251],{},"Refine strategies iteratively: test via simulations (e.g., 'what if we onboard services too fast?'), avoiding rigid plans. Use ",[39,7249,7250],{},"systems modeling"," to diagram feedback loops, stocks\u002Fflows, and leverage points—e.g., model LLM impact on developer velocity by plotting adoption curves against productivity sinks like context-switching.",[22,7253,7254,7255,7258],{},"Apply ",[39,7256,7257],{},"Wardley Mapping"," to visualize component evolution (genesis to commodity) and dependencies: map service orchestration (Uber 2014) or LLM ecosystems (current) to prioritize custom vs. buy decisions. These tools expose blind spots, like over-investing in custom tools when commoditization looms.",[22,7260,7261],{},"Improve via practice: study cases, collaborate with peers, and iterate drafts.",[17,7263,7265],{"id":7264},"real-world-applications","Real-World Applications",[22,7267,7268],{},"Uber (2014) migrated services via onboarding models balancing velocity and stability, using Wardley Maps to evolve orchestration from custom to leased.",[22,7270,7271],{},"Adopt LLMs strategically: model DX gains (e.g., 20-50% velocity boost) against risks like hallucination; prioritize low-hanging onboarding like code review agents.",[22,7273,7274],{},"Private equity transitions: model seniority mix to sustain output amid headcount cuts.",[22,7276,7277],{},"Other cases: Control user data access via tiered policies; decompose monoliths only if modeling shows congestion relief; at Calm (2020), resource product-engineering projects with dedicated pods; Stripe deprecated APIs (~2016) via phased sunsets with models tracking adoption\u002Fdropoff; built Sorbet (~2017) for type safety in Ruby; integrated Index acquisition (2018) via tech convergence plans.",[17,7279,7281],{"id":7280},"ai-for-strategy-acceleration","AI for Strategy Acceleration",[22,7283,7284],{},"Leverage LLMs as co-writers: collaborate on drafts (prompt with context), review for gaps (e.g., 'check causal links'), generate systems models (input variables\u002Foutcomes), and Wardley Maps (describe components\u002Fvisibility). Foundations: treat AI as junior collaborator—provide structure, iterate outputs. Next: chain tools for full strategies from exploration to visuals.",{"title":104,"searchDepth":105,"depth":105,"links":7286},[7287,7288,7289,7290],{"id":7210,"depth":105,"text":7211},{"id":7243,"depth":105,"text":7244},{"id":7264,"depth":105,"text":7265},{"id":7280,"depth":105,"text":7281},[112],{"content_references":7293,"triage":7302},[7294,7299],{"type":7295,"title":7296,"author":7297,"url":7298,"context":125},"book","Crafting Engineering Strategy","Will Larson","https:\u002F\u002Fwww.amazon.com\u002Fdp\u002FB0FBRJY116",{"type":7165,"title":7296,"author":7297,"publisher":7300,"url":7301,"context":125},"O'Reilly","https:\u002F\u002Fwww.oreilly.com\u002Flibrary\u002Fview\u002Fcrafting-engineering-strategy\u002F9798341645516\u002F",{"relevance":132,"novelty":133,"quality":133,"actionability":133,"composite":134,"reasoning":7303},"Category: Product Strategy. The article provides a detailed framework for creating engineering strategies that directly addresses the audience's need for actionable insights in product development, particularly in complex scenarios like LLM adoption. It outlines a six-step cycle for decision-making and includes practical tools like Wardley Maps, making it highly relevant and actionable.","\u002Fsummaries\u002F58ec9b947d9929e8-engineering-strategy-reproducible-decisions-via-fr-summary","2026-04-14 14:34:28",{"title":7199,"description":104},{"loc":7304},"58ec9b947d9929e8","__oneoff__","https:\u002F\u002Fcraftingengstrategy.com\u002F","summaries\u002F58ec9b947d9929e8-engineering-strategy-reproducible-decisions-via-fr-summary",[148,150,149],"Build engineering strategy through explore-diagnose-refine cycles, using systems models and Wardley Maps for validation, as shown in Uber migrations, Stripe API deprecations, and LLM adoptions.",[150,149],"a2Lve9QS4j8WQs_2sTz5XAGHtYK60EP8L3XcRhMW7Q4",{"id":7317,"title":7318,"ai":7319,"body":7324,"categories":7373,"created_at":113,"date_modified":113,"description":104,"extension":114,"faq":113,"featured":115,"kicker_label":113,"meta":7374,"navigation":136,"path":7382,"published_at":7383,"question":113,"scraped_at":7383,"seo":7384,"sitemap":7385,"source_id":7386,"source_name":7387,"source_type":143,"source_url":7379,"stem":7388,"tags":7389,"thumbnail_url":113,"tldr":7390,"tweet":113,"unknown_tags":7391,"__hash__":7392},"summaries\u002Fsummaries\u002F869c4764a03151dd-spec-driven-agentic-development-sdad-for-ai-native-summary.md","Spec-Driven Agentic Development (SDAD) for AI-Native SDLC",{"provider":7,"model":8,"input_tokens":7320,"output_tokens":7321,"processing_time_ms":7322,"cost_usd":7323},4025,604,3052,0.00191225,{"type":14,"value":7325,"toc":7368},[7326,7330,7333,7337,7340,7361,7365],[17,7327,7329],{"id":7328},"the-shift-to-specification-driven-development","The Shift to Specification-Driven Development",[22,7331,7332],{},"Traditional software development life cycles (SDLC) often suffer from ambiguity between human-written requirements and the resulting code. Spec-Driven Agentic Development (SDAD) proposes a paradigm shift where the specification is not merely documentation, but the primary executable artifact. By treating the 'spec' as a machine-readable source of truth, AI agents can maintain alignment between business intent and technical implementation throughout the development process.",[17,7334,7336],{"id":7335},"core-principles-of-the-sdad-framework","Core Principles of the SDAD Framework",[22,7338,7339],{},"SDAD relies on three foundational pillars to automate the SDLC:",[7341,7342,7343,7349,7355],"ol",{},[36,7344,7345,7348],{},[39,7346,7347],{},"Formalized Specifications:"," Requirements are defined in structured, machine-interpretable formats rather than natural language prose. This allows agents to validate code against specific constraints, edge cases, and business logic before execution.",[36,7350,7351,7354],{},[39,7352,7353],{},"Agentic Orchestration:"," Instead of a single monolithic model, SDAD employs specialized agents—such as architects, coders, and testers—that operate within the boundaries defined by the spec. This modularity reduces hallucination and ensures that each agent's output is verifiable against the original requirements.",[36,7356,7357,7360],{},[39,7358,7359],{},"Continuous Verification:"," Because the spec is machine-readable, the system can perform automated, real-time verification. If an agent generates code that deviates from the spec, the system identifies the drift immediately, preventing the accumulation of technical debt and ensuring that the final product remains compliant with the initial design.",[17,7362,7364],{"id":7363},"impact-on-the-ai-native-sdlc","Impact on the AI-Native SDLC",[22,7366,7367],{},"By moving away from 'prompt-and-pray' coding, SDAD addresses the reliability issues inherent in current AI-assisted development. The framework forces developers to invest upfront in clear, structured specifications, which in turn enables agents to produce more predictable, maintainable, and bug-resistant software. This approach effectively treats the SDLC as a deterministic pipeline where the AI acts as a high-throughput engine for implementation, while the human role shifts toward high-level design and rigorous specification engineering.",{"title":104,"searchDepth":105,"depth":105,"links":7369},[7370,7371,7372],{"id":7328,"depth":105,"text":7329},{"id":7335,"depth":105,"text":7336},{"id":7363,"depth":105,"text":7364},[157],{"content_references":7375,"triage":7380},[7376],{"type":7377,"title":7378,"url":7379,"context":7168},"paper","SDAD: Spec-Driven Agentic Development for the AI-Native SDLC","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.20341",{"relevance":132,"novelty":133,"quality":133,"actionability":133,"composite":134,"reasoning":7381},"Category: Software Engineering. The article introduces the Spec-Driven Agentic Development (SDAD) framework, which directly addresses the pain points of ambiguity in traditional SDLC by proposing a specification-centric approach that utilizes AI agents. This provides actionable insights for developers looking to improve their workflows and product outcomes.","\u002Fsummaries\u002F869c4764a03151dd-spec-driven-agentic-development-sdad-for-ai-native-summary","2026-08-25 03:09:43",{"title":7318,"description":104},{"loc":7382},"869c4764a03151dd","arXiv cs.AI","summaries\u002F869c4764a03151dd-spec-driven-agentic-development-sdad-for-ai-native-summary",[147,149,150],"SDAD shifts software development from code-centric to specification-centric workflows, using AI agents to enforce rigorous, machine-readable requirements that drive the entire lifecycle from design to deployment.",[149,150],"XvrF0k7bFFzGlZ1koxxniL3_aGOzLJgvw0AQsIGpaXs",{"id":7394,"title":7395,"ai":7396,"body":7401,"categories":7444,"created_at":113,"date_modified":113,"description":104,"extension":114,"faq":113,"featured":115,"kicker_label":113,"meta":7445,"navigation":136,"path":7452,"published_at":7453,"question":113,"scraped_at":7453,"seo":7454,"sitemap":7455,"source_id":7456,"source_name":7387,"source_type":143,"source_url":7449,"stem":7457,"tags":7458,"thumbnail_url":113,"tldr":7459,"tweet":113,"unknown_tags":7460,"__hash__":7461},"summaries\u002Fsummaries\u002F1f26f1ccb998aa31-prioritizing-concurrency-control-in-multi-agent-sy-summary.md","Prioritizing Concurrency Control in Multi-Agent Systems",{"provider":7,"model":8,"input_tokens":7397,"output_tokens":7398,"processing_time_ms":7399,"cost_usd":7400},4001,437,2375,0.00165575,{"type":14,"value":7402,"toc":7440},[7403,7407,7410,7414,7417,7437],[17,7404,7406],{"id":7405},"the-shift-toward-concurrency-in-agentic-workflows","The Shift Toward Concurrency in Agentic Workflows",[22,7408,7409],{},"As multi-agent systems evolve from simple sequential chains to complex, parallelized architectures, the primary engineering challenge is shifting from prompt optimization to state management. The core argument is that current agentic frameworks often treat agent interactions as isolated, linear events, ignoring the reality of distributed systems where multiple agents may read, write, or modify shared state simultaneously. Without explicit concurrency control, these systems are prone to race conditions, inconsistent state updates, and non-deterministic failures that are notoriously difficult to debug.",[17,7411,7413],{"id":7412},"implementing-robust-state-management","Implementing Robust State Management",[22,7415,7416],{},"To build production-grade multi-agent systems, developers must adopt patterns common in distributed computing, such as optimistic locking, transactional memory, or centralized state coordinators. Rather than allowing agents to operate in a 'fire-and-forget' manner, systems should implement:",[33,7418,7419,7425,7431],{},[36,7420,7421,7424],{},[39,7422,7423],{},"Atomic State Transitions:"," Ensuring that an agent's update to a shared environment is treated as a single, indivisible operation.",[36,7426,7427,7430],{},[39,7428,7429],{},"Conflict Resolution Protocols:"," Defining clear rules for how the system handles competing actions from different agents, such as priority-based queuing or versioning.",[36,7432,7433,7436],{},[39,7434,7435],{},"Observability of State Contention:"," Monitoring how often agents are blocked or forced to retry due to concurrent access, which serves as a key metric for system health and architectural bottlenecks.",[22,7438,7439],{},"By treating agents as concurrent processes rather than just prompt-driven tasks, engineers can move toward more resilient, scalable architectures that maintain integrity even as the number of agents and the complexity of their interactions increase.",{"title":104,"searchDepth":105,"depth":105,"links":7441},[7442,7443],{"id":7405,"depth":105,"text":7406},{"id":7412,"depth":105,"text":7413},[157],{"content_references":7446,"triage":7450},[7447],{"type":7377,"title":7448,"url":7449,"context":7168},"Position: Multi-Agent Systems Should Prioritize Concurrency Control","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.18092",{"relevance":132,"novelty":133,"quality":133,"actionability":133,"composite":134,"reasoning":7451},"Category: AI & LLMs. The article addresses the critical topic of concurrency control in multi-agent systems, which is highly relevant for developers building AI-powered products. It provides actionable patterns for implementing robust state management, such as atomic state transitions and conflict resolution protocols, which are essential for production-grade systems.","\u002Fsummaries\u002F1f26f1ccb998aa31-prioritizing-concurrency-control-in-multi-agent-sy-summary","2026-08-21 03:13:10",{"title":7395,"description":104},{"loc":7452},"1f26f1ccb998aa31","summaries\u002F1f26f1ccb998aa31-prioritizing-concurrency-control-in-multi-agent-sy-summary",[147,149,150],"Multi-agent systems must move beyond simple orchestration to prioritize robust concurrency control, ensuring state consistency and conflict resolution as agent complexity scales.",[149,150],"BC-_TsuRTWqs1Lj6fUTyC4lmwPQeIc3AsFVGh0yiCxE"]