[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-dfa369e85124cd5f-building-custom-apps-with-claude-code-a-step-by-st-summary":3,"summaries-facets-categories":199,"summary-related-dfa369e85124cd5f-building-custom-apps-with-claude-code-a-step-by-st-summary":5398},{"id":4,"title":5,"ai":6,"body":13,"categories":155,"created_at":157,"date_modified":157,"description":146,"extension":158,"faq":157,"featured":159,"kicker_label":157,"meta":160,"navigation":178,"path":179,"published_at":180,"question":157,"scraped_at":181,"seo":182,"sitemap":183,"source_id":184,"source_name":185,"source_type":186,"source_url":187,"stem":188,"tags":189,"thumbnail_url":194,"tldr":195,"tweet":196,"unknown_tags":197,"__hash__":198},"summaries\u002Fsummaries\u002Fdfa369e85124cd5f-building-custom-apps-with-claude-code-a-step-by-st-summary.md","Building Custom Apps with Claude Code: A Step-by-Step Guide",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",8900,1005,6118,0.0037325,{"type":14,"value":15,"toc":145},"minimark",[16,21,25,29,37,40,44,47,75,79,90,94,127,131],[17,18,20],"h2",{"id":19},"the-philosophy-of-the-builder-workflow","The Philosophy of the 'Builder' Workflow",[22,23,24],"p",{},"Building custom software is no longer about mastering syntax; it is about domain expertise and clear communication. The most common pitfall for builders is jumping straight into code without a clear roadmap, leading to bloated, disconnected tools. The goal is to build lean, purpose-built utilities that solve specific workflow gaps—like bridging the gap between time tracking and invoicing—without the overhead of generic SaaS platforms.",[17,26,28],{"id":27},"shaping-the-product-requirements-document-prd","Shaping the Product Requirements Document (PRD)",[22,30,31,32,36],{},"The process begins with a 'brain dump' of high-level features. Using a PRD creator skill, the developer iterates with the AI to refine scope. Crucially, this phase is used to define what is ",[33,34,35],"em",{},"out of scope"," to maintain a lean V1. The PRD acts as the 'source of truth' within the codebase, allowing for course corrections as the project evolves.",[22,38,39],{},"Key to this stage is the interview process: the AI should be prompted to ask clarifying questions about UI, UX, and data modeling. By forcing these decisions early, you avoid technical debt and logic conflicts (e.g., deciding how to handle time entries that have already been invoiced) before a single line of code is written.",[17,41,43],{"id":42},"milestone-based-execution","Milestone-Based Execution",[22,45,46],{},"Once the PRD is locked, the project is broken into logical, buildable milestones. This prevents the AI from becoming overwhelmed or losing context. The workflow follows a strict pattern:",[48,49,50,58,69],"ol",{},[51,52,53,57],"li",{},[54,55,56],"strong",{},"Plan Mode:"," Before coding, the AI generates a technical implementation plan based on the PRD. This ensures the agent understands the architecture before execution.",[51,59,60,63,64,68],{},[54,61,62],{},"Milestone Logs:"," After each milestone, the AI generates a ",[65,66,67],"code",{},"milestone_log.md",". This file serves as a hand-off document for the next phase, ensuring the AI retains context of previous technical decisions.",[51,70,71,74],{},[54,72,73],{},"Self-Verification:"," The agent is instructed to run automated tests and perform programmatic checks. This 'tier one' QA ensures that the code meets the defined requirements before the human performs manual browser-based testing.",[17,76,78],{"id":77},"rapid-refinement","Rapid Refinement",[22,80,81,82,85,86,89],{},"Post-milestone, the developer enters a 'rapid-fire' refinement phase. Instead of dictating specific code changes, the developer describes the ",[33,83,84],{},"problem"," or the ",[33,87,88],{},"confusion"," in the UI. This allows the AI to propose better design or interaction solutions. By maintaining the current context, the developer can batch multiple small fixes, keeping the momentum high while ensuring the application remains intuitive and clean.",[17,91,93],{"id":92},"key-takeaways","Key Takeaways",[95,96,97,103,109,115,121],"ul",{},[51,98,99,102],{},[54,100,101],{},"Start with the 'Why':"," Your domain expertise is your greatest asset; define the problem clearly before asking the AI to solve it.",[51,104,105,108],{},[54,106,107],{},"Use Plan Mode:"," Always force the agent to create a technical implementation plan before it starts writing code.",[51,110,111,114],{},[54,112,113],{},"Keep a Source of Truth:"," Store your PRD as an HTML or Markdown file within the repository so it remains a living document.",[51,116,117,120],{},[54,118,119],{},"Implement Milestone Logs:"," Have the AI document its own technical decisions at the end of every milestone to maintain continuity.",[51,122,123,126],{},[54,124,125],{},"Define 'Done':"," Use clear checklists for each milestone to ensure the AI knows exactly what constitutes a completed feature.",[17,128,130],{"id":129},"notable-quotes","Notable Quotes",[95,132,133,136,139,142],{},[51,134,135],{},"\"Whatever you do for a living, you know your work better than any software company or developer ever will.\"",[51,137,138],{},"\"The hard part was never the code; it's knowing what to build.\"",[51,140,141],{},"\"I take what the work really needs and turn it into a real tool.\"",[51,143,144],{},"\"I don't want to do the email invoices, so I'm just going to clarify this one.\"",{"title":146,"searchDepth":147,"depth":147,"links":148},"",2,[149,150,151,152,153,154],{"id":19,"depth":147,"text":20},{"id":27,"depth":147,"text":28},{"id":42,"depth":147,"text":43},{"id":77,"depth":147,"text":78},{"id":92,"depth":147,"text":93},{"id":129,"depth":147,"text":130},[156],"AI & LLMs",null,"md",false,{"content_references":161,"triage":173},[162,167,170],{"type":163,"title":164,"url":165,"context":166},"tool","Claude Code","https:\u002F\u002Fclaude.ai\u002Fcode","recommended",{"type":163,"title":168,"context":169},"Superconductor","mentioned",{"type":163,"title":171,"url":172,"context":166},"Builder Methods","https:\u002F\u002Fbuildermethods.com\u002F",{"relevance":174,"novelty":175,"quality":175,"actionability":174,"composite":176,"reasoning":177},5,4,4.55,"Category: AI Automation. The article provides a structured workflow for building custom software using AI tools, addressing the audience's need for practical applications in AI integration. It outlines a clear process for PRD shaping and milestone-based development, which can be directly applied by builders.",true,"\u002Fsummaries\u002Fdfa369e85124cd5f-building-custom-apps-with-claude-code-a-step-by-st-summary","2026-06-29 12:00:23","2026-06-29 12:56:56",{"title":5,"description":146},{"loc":179},"dfa369e85124cd5f","Brian Casel","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=zncg9vzOW3c","summaries\u002Fdfa369e85124cd5f-building-custom-apps-with-claude-code-a-step-by-st-summary",[190,191,192,193],"ai-tools","coding","agents","product-strategy","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002Fzncg9vzOW3c\u002Fhqdefault.jpg","Learn a structured, iterative workflow to build custom software using Claude Code by focusing on upfront PRD shaping, milestone-based development, and agentic self-verification.","This video demonstrates a workflow for building a custom time-tracking and invoicing web app using [Claude Code](https:\u002F\u002Fclaude.com\u002Fclaude-code). The creator walks through his process of using a PRD-generation tool to define scope and data models before having the AI write the application code.",[],"UUlovSSO6hf3vJKtEmaeKiyWgGSNVE5SCcAhQFQxv2w",[200,203,206,208,211,214,216,218,221,223,225,227,229,231,233,235,237,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,275,278,280,282,284,286,288,290,292,294,296,298,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396],{"categories":201},[202],"Developer Productivity",{"categories":204},[205],"Business & SaaS",{"categories":207},[156],{"categories":209},[210],"AI Automation",{"categories":212},[213],"Product Strategy",{"categories":215},[156],{"categories":217},[202],{"categories":219},[220],"Software Engineering",{"categories":222},[156],{"categories":224},[205],{"categories":226},[],{"categories":228},[156],{"categories":230},[156],{"categories":232},[156],{"categories":234},[210],{"categories":236},[],{"categories":238},[239],"AI News & Trends",{"categories":241},[210],{"categories":243},[156],{"categories":245},[205],{"categories":247},[210],{"categories":249},[239],{"categories":251},[210],{"categories":253},[210],{"categories":255},[156],{"categories":257},[210],{"categories":259},[156],{"categories":261},[156],{"categories":263},[156],{"categories":265},[239],{"categories":267},[156],{"categories":269},[156],{"categories":271},[],{"categories":273},[274],"Design & Frontend",{"categories":276},[277],"Data Science & Visualization",{"categories":279},[239],{"categories":281},[156],{"categories":283},[156],{"categories":285},[],{"categories":287},[156],{"categories":289},[210],{"categories":291},[220],{"categories":293},[156],{"categories":295},[210],{"categories":297},[156],{"categories":299},[300],"Marketing & Growth",{"categories":302},[274],{"categories":304},[156],{"categories":306},[210],{"categories":308},[156],{"categories":310},[],{"categories":312},[],{"categories":314},[274],{"categories":316},[156],{"categories":318},[210],{"categories":320},[202],{"categories":322},[220],{"categories":324},[274],{"categories":326},[156],{"categories":328},[220],{"categories":330},[331],"DevOps & Cloud",{"categories":333},[210],{"categories":335},[213],{"categories":337},[239],{"categories":339},[156],{"categories":341},[],{"categories":343},[156],{"categories":345},[],{"categories":347},[210],{"categories":349},[220],{"categories":351},[],{"categories":353},[220],{"categories":355},[205],{"categories":357},[],{"categories":359},[],{"categories":361},[156],{"categories":363},[156],{"categories":365},[210],{"categories":367},[156],{"categories":369},[156],{"categories":371},[210],{"categories":373},[156],{"categories":375},[156],{"categories":377},[156],{"categories":379},[],{"categories":381},[220],{"categories":383},[],{"categories":385},[],{"categories":387},[220],{"categories":389},[],{"categories":391},[220],{"categories":393},[156],{"categories":395},[156],{"categories":397},[300],{"categories":399},[156],{"categories":401},[274],{"categories":403},[274],{"categories":405},[156],{"categories":407},[220],{"categories":409},[210],{"categories":411},[220],{"categories":413},[156],{"categories":415},[156],{"categories":417},[210],{"categories":419},[210],{"categories":421},[277],{"categories":423},[239],{"categories":425},[210],{"categories":427},[210],{"categories":429},[300],{"categories":431},[210],{"categories":433},[213],{"categories":435},[220],{"categories":437},[],{"categories":439},[210],{"categories":441},[],{"categories":443},[210],{"categories":445},[210],{"categories":447},[205],{"categories":449},[156],{"categories":451},[220],{"categories":453},[331],{"categories":455},[274],{"categories":457},[156],{"categories":459},[],{"categories":461},[220],{"categories":463},[156],{"categories":465},[],{"categories":467},[210],{"categories":469},[],{"categories":471},[156],{"categories":473},[],{"categories":475},[202],{"categories":477},[220],{"categories":479},[205],{"categories":481},[156],{"categories":483},[156],{"categories":485},[239],{"categories":487},[156],{"categories":489},[],{"categories":491},[156],{"categories":493},[],{"categories":495},[220],{"categories":497},[277],{"categories":499},[],{"categories":501},[156],{"categories":503},[274],{"categories":505},[],{"categories":507},[274],{"categories":509},[210],{"categories":511},[],{"categories":513},[156],{"categories":515},[156],{"categories":517},[210],{"categories":519},[239],{"categories":521},[205],{"categories":523},[156],{"categories":525},[],{"categories":527},[220],{"categories":529},[210],{"categories":531},[156],{"categories":533},[213],{"categories":535},[],{"categories":537},[156],{"categories":539},[213],{"categories":541},[210],{"categories":543},[156],{"categories":545},[210],{"categories":547},[],{"categories":549},[277],{"categories":551},[156],{"categories":553},[],{"categories":555},[202],{"categories":557},[156],{"categories":559},[205],{"categories":561},[156],{"categories":563},[210],{"categories":565},[156],{"categories":567},[210],{"categories":569},[156],{"categories":571},[220],{"categories":573},[156],{"categories":575},[],{"categories":577},[],{"categories":579},[156],{"categories":581},[156],{"categories":583},[156],{"categories":585},[],{"categories":587},[274],{"categories":589},[],{"categories":591},[156],{"categories":593},[],{"categories":595},[210],{"categories":597},[156],{"categories":599},[274],{"categories":601},[],{"categories":603},[156],{"categories":605},[210],{"categories":607},[156],{"categories":609},[205],{"categories":611},[210],{"categories":613},[156],{"categories":615},[156],{"categories":617},[220],{"categories":619},[274],{"categories":621},[210],{"categories":623},[],{"categories":625},[220],{"categories":627},[210],{"categories":629},[],{"categories":631},[239],{"categories":633},[],{"categories":635},[156],{"categories":637},[156],{"categories":639},[205,300],{"categories":641},[],{"categories":643},[156],{"categories":645},[156],{"categories":647},[210],{"categories":649},[],{"categories":651},[],{"categories":653},[156],{"categories":655},[274],{"categories":657},[156],{"categories":659},[],{"categories":661},[156],{"categories":663},[331],{"categories":665},[],{"categories":667},[210],{"categories":669},[239],{"categories":671},[156],{"categories":673},[274],{"categories":675},[],{"categories":677},[239],{"categories":679},[156],{"categories":681},[156],{"categories":683},[210],{"categories":685},[239],{"categories":687},[156],{"categories":689},[300],{"categories":691},[],{"categories":693},[210],{"categories":695},[205],{"categories":697},[220],{"categories":699},[156],{"categories":701},[210],{"categories":703},[],{"categories":705},[156,331],{"categories":707},[156],{"categories":709},[156],{"categories":711},[156],{"categories":713},[210],{"categories":715},[156,220],{"categories":717},[277],{"categories":719},[156],{"categories":721},[156],{"categories":723},[220],{"categories":725},[210],{"categories":727},[300],{"categories":729},[210],{"categories":731},[156],{"categories":733},[156],{"categories":735},[210],{"categories":737},[],{"categories":739},[156],{"categories":741},[210],{"categories":743},[156],{"categories":745},[156,205],{"categories":747},[205],{"categories":749},[],{"categories":751},[274],{"categories":753},[274],{"categories":755},[156],{"categories":757},[],{"categories":759},[],{"categories":761},[239],{"categories":763},[],{"categories":765},[202],{"categories":767},[156],{"categories":769},[220],{"categories":771},[156],{"categories":773},[274],{"categories":775},[156],{"categories":777},[210],{"categories":779},[220],{"categories":781},[239],{"categories":783},[274],{"categories":785},[],{"categories":787},[156],{"categories":789},[156],{"categories":791},[156],{"categories":793},[210],{"categories":795},[156],{"categories":797},[156],{"categories":799},[156],{"categories":801},[156],{"categories":803},[239],{"categories":805},[202],{"categories":807},[156],{"categories":809},[210],{"categories":811},[331],{"categories":813},[156],{"categories":815},[274],{"categories":817},[156],{"categories":819},[210],{"categories":821},[],{"categories":823},[],{"categories":825},[274],{"categories":827},[239],{"categories":829},[277],{"categories":831},[],{"categories":833},[156],{"categories":835},[156],{"categories":837},[205],{"categories":839},[156],{"categories":841},[156],{"categories":843},[156],{"categories":845},[239],{"categories":847},[156],{"categories":849},[274],{"categories":851},[],{"categories":853},[210],{"categories":855},[220],{"categories":857},[],{"categories":859},[156],{"categories":861},[156],{"categories":863},[210],{"categories":865},[220],{"categories":867},[156],{"categories":869},[277],{"categories":871},[],{"categories":873},[156],{"categories":875},[],{"categories":877},[156],{"categories":879},[],{"categories":881},[213],{"categories":883},[205],{"categories":885},[210],{"categories":887},[210],{"categories":889},[],{"categories":891},[202],{"categories":893},[156],{"categories":895},[205],{"categories":897},[239],{"categories":899},[202],{"categories":901},[],{"categories":903},[156],{"categories":905},[],{"categories":907},[],{"categories":909},[239],{"categories":911},[239],{"categories":913},[],{"categories":915},[156],{"categories":917},[274],{"categories":919},[220],{"categories":921},[],{"categories":923},[205],{"categories":925},[],{"categories":927},[],{"categories":929},[202],{"categories":931},[277],{"categories":933},[],{"categories":935},[300],{"categories":937},[210],{"categories":939},[205],{"categories":941},[210],{"categories":943},[205],{"categories":945},[220],{"categories":947},[],{"categories":949},[213],{"categories":951},[156],{"categories":953},[274],{"categories":955},[220],{"categories":957},[205],{"categories":959},[156],{"categories":961},[210],{"categories":963},[205],{"categories":965},[156],{"categories":967},[],{"categories":969},[],{"categories":971},[220],{"categories":973},[277],{"categories":975},[213],{"categories":977},[156],{"categories":979},[210],{"categories":981},[156],{"categories":983},[],{"categories":985},[239],{"categories":987},[213],{"categories":989},[156],{"categories":991},[331],{"categories":993},[],{"categories":995},[210],{"categories":997},[],{"categories":999},[202],{"categories":1001},[],{"categories":1003},[156],{"categories":1005},[156],{"categories":1007},[274],{"categories":1009},[300],{"categories":1011},[220],{"categories":1013},[210],{"categories":1015},[],{"categories":1017},[220],{"categories":1019},[202],{"categories":1021},[],{"categories":1023},[239],{"categories":1025},[156,331],{"categories":1027},[156],{"categories":1029},[239],{"categories":1031},[156],{"categories":1033},[156],{"categories":1035},[205],{"categories":1037},[156],{"categories":1039},[],{"categories":1041},[156],{"categories":1043},[205],{"categories":1045},[156],{"categories":1047},[],{"categories":1049},[210],{"categories":1051},[220],{"categories":1053},[220],{"categories":1055},[274],{"categories":1057},[239],{"categories":1059},[277],{"categories":1061},[156],{"categories":1063},[202],{"categories":1065},[156],{"categories":1067},[210],{"categories":1069},[156],{"categories":1071},[220],{"categories":1073},[220],{"categories":1075},[],{"categories":1077},[],{"categories":1079},[210],{"categories":1081},[213],{"categories":1083},[],{"categories":1085},[156],{"categories":1087},[],{"categories":1089},[274],{"categories":1091},[210],{"categories":1093},[220],{"categories":1095},[274],{"categories":1097},[156],{"categories":1099},[274],{"categories":1101},[],{"categories":1103},[],{"categories":1105},[239],{"categories":1107},[210],{"categories":1109},[210],{"categories":1111},[156],{"categories":1113},[156],{"categories":1115},[156],{"categories":1117},[205],{"categories":1119},[156],{"categories":1121},[156],{"categories":1123},[],{"categories":1125},[220],{"categories":1127},[220],{"categories":1129},[156],{"categories":1131},[220],{"categories":1133},[205],{"categories":1135},[],{"categories":1137},[156],{"categories":1139},[156],{"categories":1141},[156],{"categories":1143},[210],{"categories":1145},[202],{"categories":1147},[205],{"categories":1149},[239],{"categories":1151},[210],{"categories":1153},[300],{"categories":1155},[156],{"categories":1157},[210],{"categories":1159},[],{"categories":1161},[274],{"categories":1163},[],{"categories":1165},[156],{"categories":1167},[156],{"categories":1169},[],{"categories":1171},[220],{"categories":1173},[205],{"categories":1175},[210],{"categories":1177},[],{"categories":1179},[156],{"categories":1181},[156],{"categories":1183},[331],{"categories":1185},[277],{"categories":1187},[220],{"categories":1189},[300],{"categories":1191},[156],{"categories":1193},[274],{"categories":1195},[156],{"categories":1197},[220],{"categories":1199},[210],{"categories":1201},[],{"categories":1203},[],{"categories":1205},[210],{"categories":1207},[202],{"categories":1209},[210],{"categories":1211},[156],{"categories":1213},[213],{"categories":1215},[205],{"categories":1217},[],{"categories":1219},[156],{"categories":1221},[213],{"categories":1223},[156],{"categories":1225},[156],{"categories":1227},[156],{"categories":1229},[156],{"categories":1231},[156],{"categories":1233},[300],{"categories":1235},[156],{"categories":1237},[156],{"categories":1239},[156],{"categories":1241},[156],{"categories":1243},[156],{"categories":1245},[156],{"categories":1247},[274],{"categories":1249},[210],{"categories":1251},[],{"categories":1253},[210],{"categories":1255},[],{"categories":1257},[331],{"categories":1259},[220],{"categories":1261},[],{"categories":1263},[210],{"categories":1265},[156],{"categories":1267},[274,156],{"categories":1269},[202],{"categories":1271},[],{"categories":1273},[156],{"categories":1275},[202],{"categories":1277},[274],{"categories":1279},[210],{"categories":1281},[220],{"categories":1283},[],{"categories":1285},[156],{"categories":1287},[156],{"categories":1289},[156],{"categories":1291},[],{"categories":1293},[],{"categories":1295},[156],{"categories":1297},[156],{"categories":1299},[202],{"categories":1301},[156],{"categories":1303},[156],{"categories":1305},[],{"categories":1307},[210],{"categories":1309},[156],{"categories":1311},[213],{"categories":1313},[220],{"categories":1315},[156],{"categories":1317},[156],{"categories":1319},[210],{"categories":1321},[156],{"categories":1323},[274],{"categories":1325},[210],{"categories":1327},[331],{"categories":1329},[274],{"categories":1331},[205],{"categories":1333},[210],{"categories":1335},[156],{"categories":1337},[156],{"categories":1339},[156],{"categories":1341},[210],{"categories":1343},[220],{"categories":1345},[156],{"categories":1347},[213],{"categories":1349},[],{"categories":1351},[239],{"categories":1353},[],{"categories":1355},[213],{"categories":1357},[210],{"categories":1359},[274],{"categories":1361},[156],{"categories":1363},[156],{"categories":1365},[210],{"categories":1367},[220],{"categories":1369},[274],{"categories":1371},[210],{"categories":1373},[239],{"categories":1375},[],{"categories":1377},[156],{"categories":1379},[],{"categories":1381},[156],{"categories":1383},[156],{"categories":1385},[274],{"categories":1387},[156],{"categories":1389},[202],{"categories":1391},[239],{"categories":1393},[156],{"categories":1395},[156],{"categories":1397},[300],{"categories":1399},[156],{"categories":1401},[156],{"categories":1403},[210],{"categories":1405},[210],{"categories":1407},[210],{"categories":1409},[210],{"categories":1411},[156],{"categories":1413},[156],{"categories":1415},[210],{"categories":1417},[156],{"categories":1419},[156],{"categories":1421},[210],{"categories":1423},[156],{"categories":1425},[156],{"categories":1427},[210],{"categories":1429},[274],{"categories":1431},[156],{"categories":1433},[156],{"categories":1435},[],{"categories":1437},[],{"categories":1439},[220],{"categories":1441},[],{"categories":1443},[202],{"categories":1445},[331],{"categories":1447},[156],{"categories":1449},[],{"categories":1451},[202],{"categories":1453},[205],{"categories":1455},[156],{"categories":1457},[300],{"categories":1459},[],{"categories":1461},[205],{"categories":1463},[205],{"categories":1465},[],{"categories":1467},[156],{"categories":1469},[156],{"categories":1471},[220],{"categories":1473},[],{"categories":1475},[],{"categories":1477},[],{"categories":1479},[],{"categories":1481},[156],{"categories":1483},[210],{"categories":1485},[331],{"categories":1487},[156],{"categories":1489},[202],{"categories":1491},[220],{"categories":1493},[156],{"categories":1495},[156],{"categories":1497},[220],{"categories":1499},[213],{"categories":1501},[156],{"categories":1503},[156],{"categories":1505},[300],{"categories":1507},[220],{"categories":1509},[205],{"categories":1511},[156],{"categories":1513},[156],{"categories":1515},[274],{"categories":1517},[156],{"categories":1519},[156],{"categories":1521},[156],{"categories":1523},[210],{"categories":1525},[156,202],{"categories":1527},[156],{"categories":1529},[220],{"categories":1531},[220],{"categories":1533},[274],{"categories":1535},[210],{"categories":1537},[220],{"categories":1539},[156],{"categories":1541},[156],{"categories":1543},[],{"categories":1545},[],{"categories":1547},[156],{"categories":1549},[],{"categories":1551},[156],{"categories":1553},[220],{"categories":1555},[277],{"categories":1557},[239],{"categories":1559},[274],{"categories":1561},[156],{"categories":1563},[220],{"categories":1565},[],{"categories":1567},[210],{"categories":1569},[156],{"categories":1571},[156],{"categories":1573},[156],{"categories":1575},[156],{"categories":1577},[],{"categories":1579},[210],{"categories":1581},[156],{"categories":1583},[156],{"categories":1585},[],{"categories":1587},[210],{"categories":1589},[156],{"categories":1591},[205],{"categories":1593},[156],{"categories":1595},[],{"categories":1597},[202],{"categories":1599},[156],{"categories":1601},[274],{"categories":1603},[220],{"categories":1605},[156],{"categories":1607},[202],{"categories":1609},[156],{"categories":1611},[220],{"categories":1613},[300],{"categories":1615},[210],{"categories":1617},[210],{"categories":1619},[156,274],{"categories":1621},[156],{"categories":1623},[239],{"categories":1625},[156],{"categories":1627},[210],{"categories":1629},[274],{"categories":1631},[],{"categories":1633},[220],{"categories":1635},[331],{"categories":1637},[274],{"categories":1639},[220],{"categories":1641},[156],{"categories":1643},[213],{"categories":1645},[156],{"categories":1647},[210],{"categories":1649},[],{"categories":1651},[],{"categories":1653},[],{"categories":1655},[],{"categories":1657},[213],{"categories":1659},[220],{"categories":1661},[156],{"categories":1663},[210],{"categories":1665},[210],{"categories":1667},[205],{"categories":1669},[210],{"categories":1671},[331],{"categories":1673},[156],{"categories":1675},[156],{"categories":1677},[156],{"categories":1679},[156],{"categories":1681},[210],{"categories":1683},[156],{"categories":1685},[156],{"categories":1687},[],{"categories":1689},[274],{"categories":1691},[220],{"categories":1693},[],{"categories":1695},[],{"categories":1697},[210],{"categories":1699},[],{"categories":1701},[],{"categories":1703},[300],{"categories":1705},[300],{"categories":1707},[210],{"categories":1709},[220],{"categories":1711},[],{"categories":1713},[156],{"categories":1715},[156],{"categories":1717},[220],{"categories":1719},[274],{"categories":1721},[274],{"categories":1723},[156],{"categories":1725},[210],{"categories":1727},[202],{"categories":1729},[156],{"categories":1731},[156],{"categories":1733},[274],{"categories":1735},[274],{"categories":1737},[210],{"categories":1739},[210],{"categories":1741},[156],{"categories":1743},[],{"categories":1745},[156],{"categories":1747},[],{"categories":1749},[156],{"categories":1751},[210],{"categories":1753},[239],{"categories":1755},[220],{"categories":1757},[156],{"categories":1759},[220],{"categories":1761},[202],{"categories":1763},[156],{"categories":1765},[],{"categories":1767},[210],{"categories":1769},[210],{"categories":1771},[],{"categories":1773},[220],{"categories":1775},[156],{"categories":1777},[202],{"categories":1779},[156],{"categories":1781},[202],{"categories":1783},[202],{"categories":1785},[],{"categories":1787},[220],{"categories":1789},[],{"categories":1791},[210],{"categories":1793},[239],{"categories":1795},[156],{"categories":1797},[210],{"categories":1799},[156],{"categories":1801},[210],{"categories":1803},[156],{"categories":1805},[239],{"categories":1807},[277],{"categories":1809},[156],{"categories":1811},[213],{"categories":1813},[220],{"categories":1815},[239],{"categories":1817},[274],{"categories":1819},[],{"categories":1821},[],{"categories":1823},[156],{"categories":1825},[156],{"categories":1827},[239],{"categories":1829},[],{"categories":1831},[],{"categories":1833},[],{"categories":1835},[210],{"categories":1837},[156],{"categories":1839},[],{"categories":1841},[220],{"categories":1843},[220],{"categories":1845},[156],{"categories":1847},[277],{"categories":1849},[],{"categories":1851},[156],{"categories":1853},[156],{"categories":1855},[156],{"categories":1857},[277],{"categories":1859},[220],{"categories":1861},[],{"categories":1863},[],{"categories":1865},[210],{"categories":1867},[210],{"categories":1869},[220],{"categories":1871},[220],{"categories":1873},[210],{"categories":1875},[239],{"categories":1877},[239],{"categories":1879},[210],{"categories":1881},[210],{"categories":1883},[202],{"categories":1885},[156,331],{"categories":1887},[],{"categories":1889},[274],{"categories":1891},[220],{"categories":1893},[202],{"categories":1895},[156],{"categories":1897},[210],{"categories":1899},[274],{"categories":1901},[],{"categories":1903},[210],{"categories":1905},[156],{"categories":1907},[210],{"categories":1909},[210],{"categories":1911},[156],{"categories":1913},[300],{"categories":1915},[156],{"categories":1917},[220],{"categories":1919},[274],{"categories":1921},[156],{"categories":1923},[],{"categories":1925},[210],{"categories":1927},[274],{"categories":1929},[156],{"categories":1931},[156],{"categories":1933},[210],{"categories":1935},[210],{"categories":1937},[210],{"categories":1939},[210],{"categories":1941},[300],{"categories":1943},[277],{"categories":1945},[156],{"categories":1947},[210],{"categories":1949},[156],{"categories":1951},[],{"categories":1953},[300],{"categories":1955},[239],{"categories":1957},[220],{"categories":1959},[156],{"categories":1961},[210],{"categories":1963},[],{"categories":1965},[],{"categories":1967},[156],{"categories":1969},[210],{"categories":1971},[156],{"categories":1973},[210],{"categories":1975},[239],{"categories":1977},[220],{"categories":1979},[156],{"categories":1981},[210],{"categories":1983},[210],{"categories":1985},[],{"categories":1987},[156],{"categories":1989},[],{"categories":1991},[],{"categories":1993},[156],{"categories":1995},[156],{"categories":1997},[210],{"categories":1999},[220],{"categories":2001},[],{"categories":2003},[],{"categories":2005},[277],{"categories":2007},[156],{"categories":2009},[277],{"categories":2011},[239],{"categories":2013},[156],{"categories":2015},[156],{"categories":2017},[210],{"categories":2019},[210],{"categories":2021},[156],{"categories":2023},[210],{"categories":2025},[],{"categories":2027},[],{"categories":2029},[156],{"categories":2031},[331],{"categories":2033},[156],{"categories":2035},[],{"categories":2037},[],{"categories":2039},[274],{"categories":2041},[210],{"categories":2043},[202],{"categories":2045},[],{"categories":2047},[],{"categories":2049},[156],{"categories":2051},[],{"categories":2053},[],{"categories":2055},[220],{"categories":2057},[239],{"categories":2059},[300],{"categories":2061},[205],{"categories":2063},[156],{"categories":2065},[156],{"categories":2067},[205],{"categories":2069},[],{"categories":2071},[274],{"categories":2073},[156],{"categories":2075},[210],{"categories":2077},[205],{"categories":2079},[156],{"categories":2081},[156],{"categories":2083},[202],{"categories":2085},[156],{"categories":2087},[],{"categories":2089},[202],{"categories":2091},[156],{"categories":2093},[300],{"categories":2095},[210],{"categories":2097},[239],{"categories":2099},[156],{"categories":2101},[205],{"categories":2103},[156],{"categories":2105},[156],{"categories":2107},[156],{"categories":2109},[210],{"categories":2111},[],{"categories":2113},[156],{"categories":2115},[220],{"categories":2117},[202],{"categories":2119},[156],{"categories":2121},[156],{"categories":2123},[],{"categories":2125},[239],{"categories":2127},[156],{"categories":2129},[156],{"categories":2131},[],{"categories":2133},[205],{"categories":2135},[205],{"categories":2137},[156],{"categories":2139},[156],{"categories":2141},[213],{"categories":2143},[156],{"categories":2145},[156],{"categories":2147},[220],{"categories":2149},[220],{"categories":2151},[156],{"categories":2153},[],{"categories":2155},[220],{"categories":2157},[156],{"categories":2159},[],{"categories":2161},[],{"categories":2163},[156],{"categories":2165},[239],{"categories":2167},[],{"categories":2169},[331],{"categories":2171},[156],{"categories":2173},[156],{"categories":2175},[274],{"categories":2177},[],{"categories":2179},[156],{"categories":2181},[220],{"categories":2183},[156],{"categories":2185},[156],{"categories":2187},[156,331],{"categories":2189},[156],{"categories":2191},[156],{"categories":2193},[274],{"categories":2195},[210],{"categories":2197},[],{"categories":2199},[210],{"categories":2201},[210],{"categories":2203},[156],{"categories":2205},[156],{"categories":2207},[156],{"categories":2209},[277],{"categories":2211},[156],{"categories":2213},[202],{"categories":2215},[277],{"categories":2217},[202],{"categories":2219},[220],{"categories":2221},[274],{"categories":2223},[210],{"categories":2225},[156],{"categories":2227},[],{"categories":2229},[156],{"categories":2231},[239],{"categories":2233},[156],{"categories":2235},[210],{"categories":2237},[156],{"categories":2239},[156],{"categories":2241},[205],{"categories":2243},[],{"categories":2245},[331],{"categories":2247},[156],{"categories":2249},[274],{"categories":2251},[274],{"categories":2253},[220],{"categories":2255},[210],{"categories":2257},[156],{"categories":2259},[205],{"categories":2261},[239],{"categories":2263},[156],{"categories":2265},[274],{"categories":2267},[210],{"categories":2269},[156],{"categories":2271},[156],{"categories":2273},[],{"categories":2275},[156],{"categories":2277},[156],{"categories":2279},[156],{"categories":2281},[],{"categories":2283},[],{"categories":2285},[156],{"categories":2287},[156],{"categories":2289},[156],{"categories":2291},[156],{"categories":2293},[220],{"categories":2295},[156],{"categories":2297},[156],{"categories":2299},[210],{"categories":2301},[156],{"categories":2303},[156],{"categories":2305},[156],{"categories":2307},[156],{"categories":2309},[],{"categories":2311},[277],{"categories":2313},[156],{"categories":2315},[210],{"categories":2317},[156],{"categories":2319},[],{"categories":2321},[],{"categories":2323},[156],{"categories":2325},[156],{"categories":2327},[156],{"categories":2329},[239],{"categories":2331},[],{"categories":2333},[156],{"categories":2335},[274],{"categories":2337},[156],{"categories":2339},[331],{"categories":2341},[239],{"categories":2343},[220],{"categories":2345},[220],{"categories":2347},[220],{"categories":2349},[239],{"categories":2351},[239],{"categories":2353},[331],{"categories":2355},[],{"categories":2357},[239],{"categories":2359},[156],{"categories":2361},[202],{"categories":2363},[220],{"categories":2365},[156],{"categories":2367},[239],{"categories":2369},[],{"categories":2371},[156],{"categories":2373},[220],{"categories":2375},[277],{"categories":2377},[156],{"categories":2379},[239],{"categories":2381},[156],{"categories":2383},[220],{"categories":2385},[210],{"categories":2387},[239],{"categories":2389},[210],{"categories":2391},[331],{"categories":2393},[210],{"categories":2395},[156],{"categories":2397},[156],{"categories":2399},[220],{"categories":2401},[156],{"categories":2403},[],{"categories":2405},[205],{"categories":2407},[220],{"categories":2409},[],{"categories":2411},[],{"categories":2413},[156],{"categories":2415},[210],{"categories":2417},[156],{"categories":2419},[156],{"categories":2421},[156],{"categories":2423},[156],{"categories":2425},[156],{"categories":2427},[],{"categories":2429},[277],{"categories":2431},[277],{"categories":2433},[202],{"categories":2435},[210],{"categories":2437},[274],{"categories":2439},[],{"categories":2441},[156],{"categories":2443},[220],{"categories":2445},[156],{"categories":2447},[331],{"categories":2449},[331],{"categories":2451},[],{"categories":2453},[210],{"categories":2455},[239],{"categories":2457},[239],{"categories":2459},[156],{"categories":2461},[210],{"categories":2463},[],{"categories":2465},[274],{"categories":2467},[156],{"categories":2469},[156],{"categories":2471},[],{"categories":2473},[156],{"categories":2475},[],{"categories":2477},[220],{"categories":2479},[156],{"categories":2481},[220],{"categories":2483},[331],{"categories":2485},[156],{"categories":2487},[220],{"categories":2489},[205],{"categories":2491},[156],{"categories":2493},[],{"categories":2495},[210],{"categories":2497},[202],{"categories":2499},[202],{"categories":2501},[],{"categories":2503},[210],{"categories":2505},[156],{"categories":2507},[274],{"categories":2509},[156],{"categories":2511},[156],{"categories":2513},[220],{"categories":2515},[274],{"categories":2517},[156],{"categories":2519},[220],{"categories":2521},[213],{"categories":2523},[220],{"categories":2525},[210],{"categories":2527},[],{"categories":2529},[156],{"categories":2531},[156],{"categories":2533},[210],{"categories":2535},[156],{"categories":2537},[156],{"categories":2539},[],{"categories":2541},[210],{"categories":2543},[156],{"categories":2545},[210],{"categories":2547},[210],{"categories":2549},[220],{"categories":2551},[220],{"categories":2553},[],{"categories":2555},[220],{"categories":2557},[156],{"categories":2559},[156],{"categories":2561},[210],{"categories":2563},[205],{"categories":2565},[156],{"categories":2567},[],{"categories":2569},[156],{"categories":2571},[],{"categories":2573},[156],{"categories":2575},[156],{"categories":2577},[],{"categories":2579},[156],{"categories":2581},[156],{"categories":2583},[156],{"categories":2585},[300],{"categories":2587},[239],{"categories":2589},[156],{"categories":2591},[156],{"categories":2593},[202],{"categories":2595},[156],{"categories":2597},[156],{"categories":2599},[277],{"categories":2601},[156],{"categories":2603},[239],{"categories":2605},[210],{"categories":2607},[],{"categories":2609},[156],{"categories":2611},[274],{"categories":2613},[156],{"categories":2615},[300],{"categories":2617},[156],{"categories":2619},[210],{"categories":2621},[],{"categories":2623},[],{"categories":2625},[],{"categories":2627},[202],{"categories":2629},[239],{"categories":2631},[210],{"categories":2633},[156],{"categories":2635},[156],{"categories":2637},[156],{"categories":2639},[274],{"categories":2641},[210],{"categories":2643},[156],{"categories":2645},[],{"categories":2647},[210],{"categories":2649},[210],{"categories":2651},[],{"categories":2653},[156],{"categories":2655},[210],{"categories":2657},[156],{"categories":2659},[],{"categories":2661},[156],{"categories":2663},[156],{"categories":2665},[239],{"categories":2667},[274],{"categories":2669},[210],{"categories":2671},[274],{"categories":2673},[210],{"categories":2675},[205],{"categories":2677},[],{"categories":2679},[],{"categories":2681},[156],{"categories":2683},[156],{"categories":2685},[202],{"categories":2687},[210],{"categories":2689},[239],{"categories":2691},[],{"categories":2693},[274],{"categories":2695},[],{"categories":2697},[220],{"categories":2699},[220],{"categories":2701},[274],{"categories":2703},[220],{"categories":2705},[156],{"categories":2707},[],{"categories":2709},[156],{"categories":2711},[156],{"categories":2713},[],{"categories":2715},[300],{"categories":2717},[156],{"categories":2719},[331],{"categories":2721},[220],{"categories":2723},[],{"categories":2725},[210],{"categories":2727},[156],{"categories":2729},[202],{"categories":2731},[210],{"categories":2733},[210],{"categories":2735},[156],{"categories":2737},[156],{"categories":2739},[],{"categories":2741},[202],{"categories":2743},[156],{"categories":2745},[205],{"categories":2747},[220],{"categories":2749},[274],{"categories":2751},[],{"categories":2753},[],{"categories":2755},[],{"categories":2757},[210],{"categories":2759},[220],{"categories":2761},[274],{"categories":2763},[239],{"categories":2765},[156],{"categories":2767},[239],{"categories":2769},[210],{"categories":2771},[274],{"categories":2773},[156],{"categories":2775},[],{"categories":2777},[156],{"categories":2779},[210],{"categories":2781},[274],{"categories":2783},[239],{"categories":2785},[205],{"categories":2787},[220],{"categories":2789},[156],{"categories":2791},[239],{"categories":2793},[300],{"categories":2795},[],{"categories":2797},[],{"categories":2799},[277],{"categories":2801},[156],{"categories":2803},[210],{"categories":2805},[156,220],{"categories":2807},[239],{"categories":2809},[156],{"categories":2811},[156],{"categories":2813},[210],{"categories":2815},[156],{"categories":2817},[210],{"categories":2819},[156],{"categories":2821},[156],{"categories":2823},[],{"categories":2825},[220],{"categories":2827},[274],{"categories":2829},[156],{"categories":2831},[156],{"categories":2833},[277],{"categories":2835},[210],{"categories":2837},[300],{"categories":2839},[331],{"categories":2841},[],{"categories":2843},[156],{"categories":2845},[205],{"categories":2847},[210],{"categories":2849},[202],{"categories":2851},[210],{"categories":2853},[156],{"categories":2855},[210],{"categories":2857},[213],{"categories":2859},[220],{"categories":2861},[156],{"categories":2863},[156],{"categories":2865},[],{"categories":2867},[],{"categories":2869},[],{"categories":2871},[331],{"categories":2873},[156],{"categories":2875},[239],{"categories":2877},[156],{"categories":2879},[156],{"categories":2881},[156],{"categories":2883},[156],{"categories":2885},[],{"categories":2887},[277],{"categories":2889},[205],{"categories":2891},[210],{"categories":2893},[156],{"categories":2895},[],{"categories":2897},[156],{"categories":2899},[210],{"categories":2901},[156],{"categories":2903},[331],{"categories":2905},[],{"categories":2907},[274],{"categories":2909},[274],{"categories":2911},[],{"categories":2913},[220],{"categories":2915},[156],{"categories":2917},[274],{"categories":2919},[156],{"categories":2921},[205],{"categories":2923},[210],{"categories":2925},[156],{"categories":2927},[],{"categories":2929},[239],{"categories":2931},[156],{"categories":2933},[156],{"categories":2935},[274],{"categories":2937},[210],{"categories":2939},[239],{"categories":2941},[],{"categories":2943},[210],{"categories":2945},[210],{"categories":2947},[274],{"categories":2949},[156],{"categories":2951},[156],{"categories":2953},[156],{"categories":2955},[],{"categories":2957},[156],{"categories":2959},[156],{"categories":2961},[331],{"categories":2963},[239],{"categories":2965},[277],{"categories":2967},[277],{"categories":2969},[],{"categories":2971},[],{"categories":2973},[],{"categories":2975},[210],{"categories":2977},[210],{"categories":2979},[220],{"categories":2981},[156],{"categories":2983},[220],{"categories":2985},[156],{"categories":2987},[156],{"categories":2989},[156],{"categories":2991},[156],{"categories":2993},[210],{"categories":2995},[],{"categories":2997},[],{"categories":2999},[156],{"categories":3001},[],{"categories":3003},[156],{"categories":3005},[210],{"categories":3007},[274],{"categories":3009},[156],{"categories":3011},[156],{"categories":3013},[],{"categories":3015},[213],{"categories":3017},[156],{"categories":3019},[274],{"categories":3021},[156],{"categories":3023},[205],{"categories":3025},[156],{"categories":3027},[300],{"categories":3029},[210],{"categories":3031},[156],{"categories":3033},[156],{"categories":3035},[210],{"categories":3037},[156],{"categories":3039},[220],{"categories":3041},[156],{"categories":3043},[274],{"categories":3045},[],{"categories":3047},[239],{"categories":3049},[210],{"categories":3051},[156],{"categories":3053},[],{"categories":3055},[239],{"categories":3057},[210],{"categories":3059},[210],{"categories":3061},[156],{"categories":3063},[156],{"categories":3065},[210],{"categories":3067},[],{"categories":3069},[205],{"categories":3071},[210],{"categories":3073},[],{"categories":3075},[220],{"categories":3077},[156],{"categories":3079},[202],{"categories":3081},[239],{"categories":3083},[331],{"categories":3085},[210],{"categories":3087},[210],{"categories":3089},[156],{"categories":3091},[210],{"categories":3093},[202],{"categories":3095},[],{"categories":3097},[156],{"categories":3099},[156],{"categories":3101},[],{"categories":3103},[],{"categories":3105},[274],{"categories":3107},[156,205],{"categories":3109},[210],{"categories":3111},[156],{"categories":3113},[],{"categories":3115},[202],{"categories":3117},[277],{"categories":3119},[205],{"categories":3121},[156],{"categories":3123},[220],{"categories":3125},[156],{"categories":3127},[210],{"categories":3129},[156],{"categories":3131},[156],{"categories":3133},[156],{"categories":3135},[239],{"categories":3137},[210],{"categories":3139},[156],{"categories":3141},[],{"categories":3143},[],{"categories":3145},[210],{"categories":3147},[156],{"categories":3149},[331],{"categories":3151},[],{"categories":3153},[156],{"categories":3155},[210],{"categories":3157},[210],{"categories":3159},[],{"categories":3161},[210],{"categories":3163},[156],{"categories":3165},[300],{"categories":3167},[156],{"categories":3169},[277],{"categories":3171},[210],{"categories":3173},[156],{"categories":3175},[156],{"categories":3177},[331],{"categories":3179},[],{"categories":3181},[156],{"categories":3183},[300],{"categories":3185},[274],{"categories":3187},[156],{"categories":3189},[156],{"categories":3191},[],{"categories":3193},[300],{"categories":3195},[239],{"categories":3197},[156],{"categories":3199},[156],{"categories":3201},[202],{"categories":3203},[156],{"categories":3205},[],{"categories":3207},[],{"categories":3209},[274],{"categories":3211},[156],{"categories":3213},[277],{"categories":3215},[300],{"categories":3217},[210],{"categories":3219},[300],{"categories":3221},[239],{"categories":3223},[],{"categories":3225},[156],{"categories":3227},[],{"categories":3229},[156],{"categories":3231},[156],{"categories":3233},[156],{"categories":3235},[210],{"categories":3237},[156],{"categories":3239},[156],{"categories":3241},[156],{"categories":3243},[],{"categories":3245},[156,220],{"categories":3247},[239],{"categories":3249},[210],{"categories":3251},[220],{"categories":3253},[210],{"categories":3255},[220],{"categories":3257},[156],{"categories":3259},[202],{"categories":3261},[],{"categories":3263},[],{"categories":3265},[210],{"categories":3267},[156],{"categories":3269},[220],{"categories":3271},[202],{"categories":3273},[220],{"categories":3275},[220],{"categories":3277},[156],{"categories":3279},[300],{"categories":3281},[156],{"categories":3283},[220],{"categories":3285},[],{"categories":3287},[156],{"categories":3289},[274,156],{"categories":3291},[331],{"categories":3293},[202],{"categories":3295},[],{"categories":3297},[156],{"categories":3299},[156],{"categories":3301},[205],{"categories":3303},[205],{"categories":3305},[156],{"categories":3307},[156],{"categories":3309},[156],{"categories":3311},[220],{"categories":3313},[210],{"categories":3315},[156],{"categories":3317},[156],{"categories":3319},[239],{"categories":3321},[300],{"categories":3323},[274],{"categories":3325},[156],{"categories":3327},[156],{"categories":3329},[156],{"categories":3331},[156],{"categories":3333},[202],{"categories":3335},[156],{"categories":3337},[210],{"categories":3339},[210],{"categories":3341},[220],{"categories":3343},[239],{"categories":3345},[220],{"categories":3347},[],{"categories":3349},[],{"categories":3351},[277],{"categories":3353},[156],{"categories":3355},[220],{"categories":3357},[156],{"categories":3359},[274],{"categories":3361},[156],{"categories":3363},[156],{"categories":3365},[156],{"categories":3367},[277],{"categories":3369},[156],{"categories":3371},[156],{"categories":3373},[156],{"categories":3375},[210],{"categories":3377},[202],{"categories":3379},[210],{"categories":3381},[156,205],{"categories":3383},[],{"categories":3385},[274],{"categories":3387},[],{"categories":3389},[213],{"categories":3391},[156],{"categories":3393},[239],{"categories":3395},[202],{"categories":3397},[202],{"categories":3399},[210],{"categories":3401},[210],{"categories":3403},[210],{"categories":3405},[156],{"categories":3407},[156],{"categories":3409},[205],{"categories":3411},[220],{"categories":3413},[300],{"categories":3415},[156],{"categories":3417},[],{"categories":3419},[239],{"categories":3421},[156],{"categories":3423},[156],{"categories":3425},[156],{"categories":3427},[156],{"categories":3429},[156],{"categories":3431},[220],{"categories":3433},[239],{"categories":3435},[220],{"categories":3437},[220],{"categories":3439},[156],{"categories":3441},[156],{"categories":3443},[156],{"categories":3445},[210],{"categories":3447},[239],{"categories":3449},[156],{"categories":3451},[156],{"categories":3453},[210],{"categories":3455},[156],{"categories":3457},[156],{"categories":3459},[156],{"categories":3461},[274],{"categories":3463},[156],{"categories":3465},[156],{"categories":3467},[156],{"categories":3469},[331],{"categories":3471},[156],{"categories":3473},[213],{"categories":3475},[156],{"categories":3477},[210],{"categories":3479},[156],{"categories":3481},[156],{"categories":3483},[239],{"categories":3485},[156],{"categories":3487},[210],{"categories":3489},[300],{"categories":3491},[156],{"categories":3493},[156],{"categories":3495},[205],{"categories":3497},[156],{"categories":3499},[156],{"categories":3501},[],{"categories":3503},[156],{"categories":3505},[220],{"categories":3507},[156],{"categories":3509},[],{"categories":3511},[],{"categories":3513},[156],{"categories":3515},[],{"categories":3517},[205],{"categories":3519},[156],{"categories":3521},[210],{"categories":3523},[239],{"categories":3525},[239],{"categories":3527},[239],{"categories":3529},[239],{"categories":3531},[],{"categories":3533},[202],{"categories":3535},[210],{"categories":3537},[239],{"categories":3539},[156],{"categories":3541},[213],{"categories":3543},[156],{"categories":3545},[202],{"categories":3547},[210],{"categories":3549},[156],{"categories":3551},[156,210],{"categories":3553},[210],{"categories":3555},[331],{"categories":3557},[239],{"categories":3559},[210],{"categories":3561},[239],{"categories":3563},[210],{"categories":3565},[156],{"categories":3567},[],{"categories":3569},[239],{"categories":3571},[300],{"categories":3573},[202],{"categories":3575},[156],{"categories":3577},[156],{"categories":3579},[],{"categories":3581},[220],{"categories":3583},[],{"categories":3585},[202],{"categories":3587},[210],{"categories":3589},[239],{"categories":3591},[156],{"categories":3593},[239],{"categories":3595},[202],{"categories":3597},[239],{"categories":3599},[239],{"categories":3601},[],{"categories":3603},[205],{"categories":3605},[210],{"categories":3607},[239],{"categories":3609},[239],{"categories":3611},[239],{"categories":3613},[239],{"categories":3615},[239],{"categories":3617},[239],{"categories":3619},[239],{"categories":3621},[239],{"categories":3623},[239],{"categories":3625},[239],{"categories":3627},[277],{"categories":3629},[202],{"categories":3631},[156],{"categories":3633},[156],{"categories":3635},[210],{"categories":3637},[210],{"categories":3639},[],{"categories":3641},[156,202],{"categories":3643},[],{"categories":3645},[210],{"categories":3647},[239],{"categories":3649},[210],{"categories":3651},[156],{"categories":3653},[156],{"categories":3655},[156],{"categories":3657},[156],{"categories":3659},[156],{"categories":3661},[210],{"categories":3663},[205],{"categories":3665},[210],{"categories":3667},[],{"categories":3669},[210],{"categories":3671},[274],{"categories":3673},[239],{"categories":3675},[156],{"categories":3677},[],{"categories":3679},[],{"categories":3681},[210],{"categories":3683},[274],{"categories":3685},[156],{"categories":3687},[],{"categories":3689},[156],{"categories":3691},[],{"categories":3693},[300],{"categories":3695},[156],{"categories":3697},[],{"categories":3699},[],{"categories":3701},[239],{"categories":3703},[202],{"categories":3705},[156],{"categories":3707},[205],{"categories":3709},[156],{"categories":3711},[156],{"categories":3713},[156],{"categories":3715},[205],{"categories":3717},[274],{"categories":3719},[],{"categories":3721},[156],{"categories":3723},[239],{"categories":3725},[],{"categories":3727},[156],{"categories":3729},[156],{"categories":3731},[274],{"categories":3733},[156],{"categories":3735},[300],{"categories":3737},[156],{"categories":3739},[331],{"categories":3741},[],{"categories":3743},[210],{"categories":3745},[300],{"categories":3747},[220],{"categories":3749},[],{"categories":3751},[156],{"categories":3753},[],{"categories":3755},[210],{"categories":3757},[274],{"categories":3759},[220],{"categories":3761},[],{"categories":3763},[205],{"categories":3765},[202],{"categories":3767},[277],{"categories":3769},[210],{"categories":3771},[274],{"categories":3773},[220],{"categories":3775},[],{"categories":3777},[],{"categories":3779},[156],{"categories":3781},[202],{"categories":3783},[156],{"categories":3785},[300],{"categories":3787},[],{"categories":3789},[210],{"categories":3791},[210],{"categories":3793},[210],{"categories":3795},[239],{"categories":3797},[220],{"categories":3799},[156],{"categories":3801},[210],{"categories":3803},[213],{"categories":3805},[156],{"categories":3807},[210],{"categories":3809},[156],{"categories":3811},[213],{"categories":3813},[300],{"categories":3815},[239],{"categories":3817},[],{"categories":3819},[300],{"categories":3821},[],{"categories":3823},[220],{"categories":3825},[210],{"categories":3827},[],{"categories":3829},[156],{"categories":3831},[156],{"categories":3833},[156],{"categories":3835},[156],{"categories":3837},[210],{"categories":3839},[205],{"categories":3841},[202],{"categories":3843},[156],{"categories":3845},[274],{"categories":3847},[220],{"categories":3849},[220],{"categories":3851},[156],{"categories":3853},[277],{"categories":3855},[210],{"categories":3857},[156],{"categories":3859},[210],{"categories":3861},[156],{"categories":3863},[205],{"categories":3865},[274],{"categories":3867},[220],{"categories":3869},[210],{"categories":3871},[156],{"categories":3873},[213],{"categories":3875},[156],{"categories":3877},[210],{"categories":3879},[156],{"categories":3881},[239],{"categories":3883},[],{"categories":3885},[202],{"categories":3887},[156],{"categories":3889},[156],{"categories":3891},[156],{"categories":3893},[220],{"categories":3895},[156],{"categories":3897},[220],{"categories":3899},[156],{"categories":3901},[210],{"categories":3903},[156],{"categories":3905},[156],{"categories":3907},[156],{"categories":3909},[156],{"categories":3911},[],{"categories":3913},[156],{"categories":3915},[274],{"categories":3917},[205],{"categories":3919},[239],{"categories":3921},[210],{"categories":3923},[156],{"categories":3925},[156],{"categories":3927},[274],{"categories":3929},[210],{"categories":3931},[156],{"categories":3933},[300],{"categories":3935},[156],{"categories":3937},[277],{"categories":3939},[156],{"categories":3941},[156],{"categories":3943},[239],{"categories":3945},[156],{"categories":3947},[156],{"categories":3949},[210],{"categories":3951},[331],{"categories":3953},[156],{"categories":3955},[210],{"categories":3957},[277],{"categories":3959},[],{"categories":3961},[210],{"categories":3963},[220],{"categories":3965},[156],{"categories":3967},[274],{"categories":3969},[156],{"categories":3971},[202],{"categories":3973},[220],{"categories":3975},[205],{"categories":3977},[220],{"categories":3979},[156],{"categories":3981},[],{"categories":3983},[210],{"categories":3985},[210],{"categories":3987},[156],{"categories":3989},[156],{"categories":3991},[277],{"categories":3993},[],{"categories":3995},[239],{"categories":3997},[],{"categories":3999},[239],{"categories":4001},[156],{"categories":4003},[156],{"categories":4005},[210],{"categories":4007},[210],{"categories":4009},[210],{"categories":4011},[],{"categories":4013},[239],{"categories":4015},[156],{"categories":4017},[],{"categories":4019},[156],{"categories":4021},[156],{"categories":4023},[],{"categories":4025},[274],{"categories":4027},[220],{"categories":4029},[210],{"categories":4031},[156],{"categories":4033},[156],{"categories":4035},[300],{"categories":4037},[156],{"categories":4039},[156],{"categories":4041},[202],{"categories":4043},[],{"categories":4045},[156],{"categories":4047},[156],{"categories":4049},[],{"categories":4051},[202],{"categories":4053},[239],{"categories":4055},[220],{"categories":4057},[156],{"categories":4059},[156],{"categories":4061},[156],{"categories":4063},[220],{"categories":4065},[239],{"categories":4067},[274],{"categories":4069},[156],{"categories":4071},[156],{"categories":4073},[156],{"categories":4075},[239],{"categories":4077},[274],{"categories":4079},[156],{"categories":4081},[239],{"categories":4083},[274],{"categories":4085},[156],{"categories":4087},[239],{"categories":4089},[210],{"categories":4091},[210],{"categories":4093},[210],{"categories":4095},[220],{"categories":4097},[239],{"categories":4099},[210],{"categories":4101},[210],{"categories":4103},[156],{"categories":4105},[220],{"categories":4107},[274],{"categories":4109},[156],{"categories":4111},[],{"categories":4113},[210],{"categories":4115},[],{"categories":4117},[],{"categories":4119},[],{"categories":4121},[210],{"categories":4123},[205],{"categories":4125},[210],{"categories":4127},[156],{"categories":4129},[210],{"categories":4131},[202],{"categories":4133},[210],{"categories":4135},[205],{"categories":4137},[300],{"categories":4139},[210],{"categories":4141},[],{"categories":4143},[210],{"categories":4145},[],{"categories":4147},[202],{"categories":4149},[210],{"categories":4151},[],{"categories":4153},[210],{"categories":4155},[156],{"categories":4157},[156],{"categories":4159},[239],{"categories":4161},[156],{"categories":4163},[156],{"categories":4165},[210],{"categories":4167},[156],{"categories":4169},[156],{"categories":4171},[239],{"categories":4173},[210],{"categories":4175},[220],{"categories":4177},[274],{"categories":4179},[202],{"categories":4181},[156],{"categories":4183},[],{"categories":4185},[210],{"categories":4187},[210],{"categories":4189},[274],{"categories":4191},[331],{"categories":4193},[239],{"categories":4195},[156],{"categories":4197},[274],{"categories":4199},[156],{"categories":4201},[202],{"categories":4203},[],{"categories":4205},[210],{"categories":4207},[156],{"categories":4209},[156],{"categories":4211},[210],{"categories":4213},[156],{"categories":4215},[274],{"categories":4217},[],{"categories":4219},[210],{"categories":4221},[213],{"categories":4223},[239],{"categories":4225},[210],{"categories":4227},[205],{"categories":4229},[],{"categories":4231},[156],{"categories":4233},[213],{"categories":4235},[156],{"categories":4237},[210],{"categories":4239},[239],{"categories":4241},[202],{"categories":4243},[331],{"categories":4245},[156],{"categories":4247},[156],{"categories":4249},[156],{"categories":4251},[239],{"categories":4253},[205],{"categories":4255},[156],{"categories":4257},[274],{"categories":4259},[239],{"categories":4261},[331],{"categories":4263},[156],{"categories":4265},[210],{"categories":4267},[],{"categories":4269},[],{"categories":4271},[156],{"categories":4273},[331],{"categories":4275},[277],{"categories":4277},[210],{"categories":4279},[210],{"categories":4281},[156],{"categories":4283},[239],{"categories":4285},[156],{"categories":4287},[202],{"categories":4289},[156],{"categories":4291},[274],{"categories":4293},[210],{"categories":4295},[210],{"categories":4297},[156],{"categories":4299},[156],{"categories":4301},[300],{"categories":4303},[156],{"categories":4305},[210],{"categories":4307},[],{"categories":4309},[156],{"categories":4311},[156],{"categories":4313},[156],{"categories":4315},[239],{"categories":4317},[202],{"categories":4319},[],{"categories":4321},[156],{"categories":4323},[156],{"categories":4325},[220],{"categories":4327},[220],{"categories":4329},[274],{"categories":4331},[156],{"categories":4333},[156,210],{"categories":4335},[300,205],{"categories":4337},[156],{"categories":4339},[156],{"categories":4341},[156],{"categories":4343},[],{"categories":4345},[210],{"categories":4347},[],{"categories":4349},[220],{"categories":4351},[156],{"categories":4353},[220],{"categories":4355},[],{"categories":4357},[210],{"categories":4359},[156],{"categories":4361},[239],{"categories":4363},[156],{"categories":4365},[],{"categories":4367},[210],{"categories":4369},[156],{"categories":4371},[],{"categories":4373},[274],{"categories":4375},[156],{"categories":4377},[210],{"categories":4379},[156],{"categories":4381},[156],{"categories":4383},[202],{"categories":4385},[210],{"categories":4387},[156],{"categories":4389},[],{"categories":4391},[331],{"categories":4393},[300],{"categories":4395},[205],{"categories":4397},[205],{"categories":4399},[156],{"categories":4401},[202],{"categories":4403},[202],{"categories":4405},[156],{"categories":4407},[210],{"categories":4409},[156],{"categories":4411},[156],{"categories":4413},[156],{"categories":4415},[220],{"categories":4417},[156],{"categories":4419},[202],{"categories":4421},[210],{"categories":4423},[156],{"categories":4425},[300],{"categories":4427},[156],{"categories":4429},[239],{"categories":4431},[156],{"categories":4433},[156],{"categories":4435},[210],{"categories":4437},[156],{"categories":4439},[],{"categories":4441},[220],{"categories":4443},[],{"categories":4445},[220],{"categories":4447},[210],{"categories":4449},[202],{"categories":4451},[],{"categories":4453},[277],{"categories":4455},[331],{"categories":4457},[156],{"categories":4459},[220],{"categories":4461},[156],{"categories":4463},[],{"categories":4465},[239],{"categories":4467},[210],{"categories":4469},[220],{"categories":4471},[274],{"categories":4473},[156],{"categories":4475},[210],{"categories":4477},[220],{"categories":4479},[210],{"categories":4481},[239],{"categories":4483},[156],{"categories":4485},[202],{"categories":4487},[239],{"categories":4489},[220],{"categories":4491},[156],{"categories":4493},[274],{"categories":4495},[205],{"categories":4497},[156],{"categories":4499},[156],{"categories":4501},[156],{"categories":4503},[156],{"categories":4505},[156],{"categories":4507},[210],{"categories":4509},[156],{"categories":4511},[210],{"categories":4513},[156],{"categories":4515},[156],{"categories":4517},[202],{"categories":4519},[156],{"categories":4521},[210],{"categories":4523},[210],{"categories":4525},[274],{"categories":4527},[210],{"categories":4529},[210],{"categories":4531},[202],{"categories":4533},[210],{"categories":4535},[274],{"categories":4537},[],{"categories":4539},[156],{"categories":4541},[277],{"categories":4543},[156],{"categories":4545},[156],{"categories":4547},[156],{"categories":4549},[220],{"categories":4551},[],{"categories":4553},[210],{"categories":4555},[300],{"categories":4557},[156],{"categories":4559},[239],{"categories":4561},[210],{"categories":4563},[156],{"categories":4565},[300],{"categories":4567},[210],{"categories":4569},[205],{"categories":4571},[205],{"categories":4573},[156],{"categories":4575},[156],{"categories":4577},[156],{"categories":4579},[202],{"categories":4581},[],{"categories":4583},[156],{"categories":4585},[210],{"categories":4587},[210],{"categories":4589},[156],{"categories":4591},[156],{"categories":4593},[156],{"categories":4595},[220],{"categories":4597},[],{"categories":4599},[202],{"categories":4601},[156],{"categories":4603},[156],{"categories":4605},[210],{"categories":4607},[210],{"categories":4609},[],{"categories":4611},[220],{"categories":4613},[220],{"categories":4615},[156],{"categories":4617},[300],{"categories":4619},[274],{"categories":4621},[],{"categories":4623},[156],{"categories":4625},[210],{"categories":4627},[202],{"categories":4629},[156],{"categories":4631},[220],{"categories":4633},[202],{"categories":4635},[239],{"categories":4637},[277],{"categories":4639},[239],{"categories":4641},[210],{"categories":4643},[],{"categories":4645},[239],{"categories":4647},[210],{"categories":4649},[274],{"categories":4651},[277],{"categories":4653},[156],{"categories":4655},[],{"categories":4657},[210],{"categories":4659},[239],{"categories":4661},[220],{"categories":4663},[156],{"categories":4665},[156],{"categories":4667},[205],{"categories":4669},[156],{"categories":4671},[202],{"categories":4673},[331],{"categories":4675},[202],{"categories":4677},[],{"categories":4679},[],{"categories":4681},[210],{"categories":4683},[239],{"categories":4685},[],{"categories":4687},[210],{"categories":4689},[210],{"categories":4691},[210],{"categories":4693},[],{"categories":4695},[156],{"categories":4697},[],{"categories":4699},[239],{"categories":4701},[202],{"categories":4703},[274],{"categories":4705},[156],{"categories":4707},[239],{"categories":4709},[156],{"categories":4711},[239],{"categories":4713},[],{"categories":4715},[239],{"categories":4717},[202],{"categories":4719},[210],{"categories":4721},[156],{"categories":4723},[],{"categories":4725},[220],{"categories":4727},[210],{"categories":4729},[213],{"categories":4731},[210],{"categories":4733},[202],{"categories":4735},[],{"categories":4737},[],{"categories":4739},[],{"categories":4741},[274],{"categories":4743},[210],{"categories":4745},[156],{"categories":4747},[156],{"categories":4749},[],{"categories":4751},[],{"categories":4753},[],{"categories":4755},[274],{"categories":4757},[156],{"categories":4759},[],{"categories":4761},[210],{"categories":4763},[156],{"categories":4765},[202],{"categories":4767},[],{"categories":4769},[],{"categories":4771},[274],{"categories":4773},[156],{"categories":4775},[239],{"categories":4777},[],{"categories":4779},[300],{"categories":4781},[239],{"categories":4783},[300],{"categories":4785},[277],{"categories":4787},[156],{"categories":4789},[156],{"categories":4791},[],{"categories":4793},[],{"categories":4795},[210],{"categories":4797},[],{"categories":4799},[156],{"categories":4801},[156],{"categories":4803},[156],{"categories":4805},[],{"categories":4807},[210],{"categories":4809},[156],{"categories":4811},[156],{"categories":4813},[],{"categories":4815},[210],{"categories":4817},[156],{"categories":4819},[239],{"categories":4821},[156],{"categories":4823},[300],{"categories":4825},[205],{"categories":4827},[156],{"categories":4829},[156],{"categories":4831},[210],{"categories":4833},[277],{"categories":4835},[210],{"categories":4837},[210],{"categories":4839},[],{"categories":4841},[],{"categories":4843},[156],{"categories":4845},[],{"categories":4847},[239],{"categories":4849},[205],{"categories":4851},[],{"categories":4853},[],{"categories":4855},[274],{"categories":4857},[202],{"categories":4859},[],{"categories":4861},[205],{"categories":4863},[300],{"categories":4865},[156],{"categories":4867},[220],{"categories":4869},[202],{"categories":4871},[277],{"categories":4873},[205],{"categories":4875},[220],{"categories":4877},[220],{"categories":4879},[],{"categories":4881},[156],{"categories":4883},[],{"categories":4885},[210],{"categories":4887},[202],{"categories":4889},[274],{"categories":4891},[156],{"categories":4893},[202],{"categories":4895},[210],{"categories":4897},[331],{"categories":4899},[156],{"categories":4901},[156],{"categories":4903},[156],{"categories":4905},[202],{"categories":4907},[277],{"categories":4909},[210],{"categories":4911},[],{"categories":4913},[156],{"categories":4915},[220],{"categories":4917},[239],{"categories":4919},[220],{"categories":4921},[156],{"categories":4923},[213],{"categories":4925},[],{"categories":4927},[274],{"categories":4929},[239],{"categories":4931},[202],{"categories":4933},[210],{"categories":4935},[156],{"categories":4937},[156],{"categories":4939},[210],{"categories":4941},[156],{"categories":4943},[156],{"categories":4945},[205],{"categories":4947},[210],{"categories":4949},[210,331],{"categories":4951},[210],{"categories":4953},[220],{"categories":4955},[156],{"categories":4957},[156],{"categories":4959},[277],{"categories":4961},[210],{"categories":4963},[300],{"categories":4965},[210],{"categories":4967},[205],{"categories":4969},[],{"categories":4971},[210],{"categories":4973},[156],{"categories":4975},[205],{"categories":4977},[],{"categories":4979},[],{"categories":4981},[220],{"categories":4983},[156],{"categories":4985},[210],{"categories":4987},[277],{"categories":4989},[300],{"categories":4991},[156],{"categories":4993},[156],{"categories":4995},[210],{"categories":4997},[],{"categories":4999},[210],{"categories":5001},[239],{"categories":5003},[210],{"categories":5005},[],{"categories":5007},[239],{"categories":5009},[220],{"categories":5011},[202],{"categories":5013},[220],{"categories":5015},[156],{"categories":5017},[210],{"categories":5019},[156],{"categories":5021},[156],{"categories":5023},[300],{"categories":5025},[220],{"categories":5027},[],{"categories":5029},[239],{"categories":5031},[156],{"categories":5033},[],{"categories":5035},[210],{"categories":5037},[156],{"categories":5039},[156],{"categories":5041},[156],{"categories":5043},[210],{"categories":5045},[156],{"categories":5047},[156],{"categories":5049},[213],{"categories":5051},[210],{"categories":5053},[156],{"categories":5055},[156],{"categories":5057},[156],{"categories":5059},[156],{"categories":5061},[156],{"categories":5063},[205],{"categories":5065},[],{"categories":5067},[213],{"categories":5069},[239],{"categories":5071},[210],{"categories":5073},[156],{"categories":5075},[220],{"categories":5077},[],{"categories":5079},[220],{"categories":5081},[220],{"categories":5083},[210],{"categories":5085},[220],{"categories":5087},[156],{"categories":5089},[156],{"categories":5091},[220],{"categories":5093},[156],{"categories":5095},[210],{"categories":5097},[239],{"categories":5099},[156],{"categories":5101},[156],{"categories":5103},[156],{"categories":5105},[205],{"categories":5107},[156],{"categories":5109},[210],{"categories":5111},[274],{"categories":5113},[],{"categories":5115},[156],{"categories":5117},[277],{"categories":5119},[210],{"categories":5121},[156],{"categories":5123},[],{"categories":5125},[156],{"categories":5127},[156],{"categories":5129},[239],{"categories":5131},[156],{"categories":5133},[156],{"categories":5135},[210],{"categories":5137},[300],{"categories":5139},[],{"categories":5141},[],{"categories":5143},[220],{"categories":5145},[239],{"categories":5147},[220],{"categories":5149},[239],{"categories":5151},[156],{"categories":5153},[300],{"categories":5155},[156],{"categories":5157},[202],{"categories":5159},[210],{"categories":5161},[156],{"categories":5163},[210],{"categories":5165},[210],{"categories":5167},[156],{"categories":5169},[205],{"categories":5171},[],{"categories":5173},[277],{"categories":5175},[156],{"categories":5177},[],{"categories":5179},[239],{"categories":5181},[156],{"categories":5183},[277],{"categories":5185},[156],{"categories":5187},[220],{"categories":5189},[220],{"categories":5191},[220],{"categories":5193},[210],{"categories":5195},[210],{"categories":5197},[210],{"categories":5199},[156],{"categories":5201},[274],{"categories":5203},[277],{"categories":5205},[277],{"categories":5207},[],{"categories":5209},[239],{"categories":5211},[156],{"categories":5213},[156],{"categories":5215},[220],{"categories":5217},[],{"categories":5219},[239],{"categories":5221},[239],{"categories":5223},[239],{"categories":5225},[],{"categories":5227},[210],{"categories":5229},[156],{"categories":5231},[],{"categories":5233},[202],{"categories":5235},[205],{"categories":5237},[],{"categories":5239},[156],{"categories":5241},[156],{"categories":5243},[],{"categories":5245},[220],{"categories":5247},[],{"categories":5249},[],{"categories":5251},[],{"categories":5253},[],{"categories":5255},[156],{"categories":5257},[239],{"categories":5259},[],{"categories":5261},[],{"categories":5263},[156],{"categories":5265},[156],{"categories":5267},[156],{"categories":5269},[277],{"categories":5271},[156],{"categories":5273},[277],{"categories":5275},[],{"categories":5277},[277],{"categories":5279},[277],{"categories":5281},[331],{"categories":5283},[210],{"categories":5285},[220],{"categories":5287},[],{"categories":5289},[],{"categories":5291},[277],{"categories":5293},[220],{"categories":5295},[220],{"categories":5297},[220],{"categories":5299},[],{"categories":5301},[202],{"categories":5303},[220],{"categories":5305},[220],{"categories":5307},[202],{"categories":5309},[220],{"categories":5311},[205],{"categories":5313},[220],{"categories":5315},[220],{"categories":5317},[220],{"categories":5319},[277],{"categories":5321},[239],{"categories":5323},[239],{"categories":5325},[156],{"categories":5327},[220],{"categories":5329},[277],{"categories":5331},[331],{"categories":5333},[277],{"categories":5335},[277],{"categories":5337},[277],{"categories":5339},[],{"categories":5341},[205],{"categories":5343},[],{"categories":5345},[331],{"categories":5347},[220],{"categories":5349},[220],{"categories":5351},[220],{"categories":5353},[210],{"categories":5355},[239,205],{"categories":5357},[277],{"categories":5359},[],{"categories":5361},[],{"categories":5363},[277],{"categories":5365},[],{"categories":5367},[277],{"categories":5369},[239],{"categories":5371},[210],{"categories":5373},[],{"categories":5375},[220],{"categories":5377},[156],{"categories":5379},[274],{"categories":5381},[],{"categories":5383},[156],{"categories":5385},[],{"categories":5387},[239],{"categories":5389},[202],{"categories":5391},[277],{"categories":5393},[],{"categories":5395},[220],{"categories":5397},[239],[5399,5490,5565,5629],{"id":5400,"title":5401,"ai":5402,"body":5407,"categories":5460,"created_at":157,"date_modified":157,"description":146,"extension":158,"faq":157,"featured":159,"kicker_label":157,"meta":5461,"navigation":178,"path":5475,"published_at":5476,"question":157,"scraped_at":5477,"seo":5478,"sitemap":5479,"source_id":5480,"source_name":5481,"source_type":186,"source_url":5482,"stem":5483,"tags":5484,"thumbnail_url":5485,"tldr":5486,"tweet":5487,"unknown_tags":5488,"__hash__":5489},"summaries\u002Fsummaries\u002Fce97a42b4b12418c-focus-on-outcomes-not-ai-tooling-over-optimization-summary.md","Focus on Outcomes, Not AI Tooling Over-Optimization",{"provider":7,"model":8,"input_tokens":5403,"output_tokens":5404,"processing_time_ms":5405,"cost_usd":5406},6450,772,4362,0.0027705,{"type":14,"value":5408,"toc":5454},[5409,5413,5416,5420,5423,5427,5430,5434],[17,5410,5412],{"id":5411},"shift-from-tooling-to-outcomes","Shift from Tooling to Outcomes",[22,5414,5415],{},"Modern AI development often leads to \"setup paralysis,\" where developers spend more time configuring IDEs, testing models, and managing complex harnesses than actually building. The key to productivity is prioritizing the end product over the development environment. By treating AI tools as agents that handle research, design, and scaffolding, developers can significantly shrink the time between an initial idea and a functional prototype. This iterative approach allows for rapid failure—abandoning a bad branch in 20 minutes rather than four days—which accelerates learning and keeps momentum high.",[17,5417,5419],{"id":5418},"overcoming-technical-barriers-with-agents","Overcoming Technical Barriers with Agents",[22,5421,5422],{},"Agentic workflows allow developers to work outside their traditional comfort zones by delegating complex tasks to specialized tools. For example, connecting an agentic IDE (like Google Antigravity) to a design-to-code tool (like Stitch) allows backend-focused developers to generate frontends without needing to manually handle CSS or layout constraints. Similarly, these tools act as personalized tutors, allowing developers to experiment with new languages (like Go or Python) or frameworks (like Angular or Flutter) by building functional apps rather than following static tutorials. This \"reverse-engineering\" approach—where you build first and dissect the code later—is a more effective way to learn than traditional boot camps.",[17,5424,5426],{"id":5425},"leveraging-trusted-knowledge","Leveraging Trusted Knowledge",[22,5428,5429],{},"One of the biggest hurdles in AI-assisted coding is the \"knowledge cutoff\" problem, where models lack context on the latest framework updates or cloud features. Using tools integrated with a Developer Knowledge API ensures that AI agents pull from current, authoritative documentation (e.g., Cloud Run, Firebase, or language-specific docs) rather than relying on stale training data or generic web searches. This creates a reliable \"smart partner\" that can answer specific implementation questions accurately, removing the need to manually navigate multiple documentation sets.",[17,5431,5433],{"id":5432},"recommended-starting-path","Recommended Starting Path",[95,5435,5436,5442,5448],{},[51,5437,5438,5441],{},[54,5439,5440],{},"For Web Apps:"," Start in Google AI Studio to move quickly from intent to implementation, such as adding authentication or database connections.",[51,5443,5444,5447],{},[54,5445,5446],{},"For System Building:"," Move to an IDE-based agentic tool once you need to manage larger project files and multi-step workflows.",[51,5449,5450,5453],{},[54,5451,5452],{},"The Golden Rule:"," Do not over-optimize. Avoid the trap of trying every model and tool before building anything. Start with one tool, get a \"win\" to build motivation, and expand your setup only as your project needs grow.",{"title":146,"searchDepth":147,"depth":147,"links":5455},[5456,5457,5458,5459],{"id":5411,"depth":147,"text":5412},{"id":5418,"depth":147,"text":5419},{"id":5425,"depth":147,"text":5426},{"id":5432,"depth":147,"text":5433},[156],{"content_references":5462,"triage":5472},[5463,5466,5469],{"type":163,"title":5464,"url":5465,"context":166},"Google AI Studio","https:\u002F\u002Faistudio.google.com\u002F",{"type":163,"title":5467,"url":5468,"context":166},"Developer Knowledge API","https:\u002F\u002Fgoo.gle\u002F4dDuyT9",{"type":163,"title":5470,"url":5471,"context":166},"Google Antigravity","https:\u002F\u002Fgoo.gle\u002F4wCS1MX",{"relevance":174,"novelty":175,"quality":175,"actionability":175,"composite":5473,"reasoning":5474},4.35,"Category: Product Strategy. The article emphasizes the importance of focusing on outcomes rather than getting bogged down by tooling, which directly addresses a pain point for developers who struggle with setup paralysis. It provides actionable insights on using agentic AI tools to streamline development processes, making it relevant and practical for the target audience.","\u002Fsummaries\u002Fce97a42b4b12418c-focus-on-outcomes-not-ai-tooling-over-optimization-summary","2026-05-19 16:00:27","2026-05-19 19:00:23",{"title":5401,"description":146},{"loc":5475},"ce97a42b4b12418c","Google Cloud Tech","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=nupw_OHAL9I","summaries\u002Fce97a42b4b12418c-focus-on-outcomes-not-ai-tooling-over-optimization-summary",[190,192,193,191],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002Fnupw_OHAL9I\u002Fhqdefault.jpg","Stop obsessing over IDE configurations and model selection. Use agentic AI tools to bypass framework intimidation and language barriers, focusing on shipping functional outcomes rather than perfecting your development environment.","This is a casual conversation between two Google Cloud developers about using agentic AI tools to bypass framework intimidation and speed up prototyping. They discuss using [Google AI Studio](https:\u002F\u002Faistudio.google.com\u002F) for quick implementation and [Google Antigravity](https:\u002F\u002Fgoo.gle\u002F4wCS1MX) for managing backend-to-frontend workflows, emphasizing that developers should prioritize shipping outcomes over perfecting their local dev environment.",[],"XsheF2s9b9TJfYR8C_-QL4VlCAhw_zbduQ_GPdKa8Uw",{"id":5491,"title":5492,"ai":5493,"body":5498,"categories":5544,"created_at":157,"date_modified":157,"description":146,"extension":158,"faq":157,"featured":159,"kicker_label":157,"meta":5545,"navigation":178,"path":5551,"published_at":5552,"question":157,"scraped_at":5553,"seo":5554,"sitemap":5555,"source_id":5556,"source_name":5557,"source_type":5558,"source_url":5559,"stem":5560,"tags":5561,"thumbnail_url":157,"tldr":5562,"tweet":157,"unknown_tags":5563,"__hash__":5564},"summaries\u002Fsummaries\u002F4827ffdb994607e9-from-code-writer-to-ai-director-summary.md","From Code Writer to AI Director",{"provider":7,"model":8,"input_tokens":5494,"output_tokens":5495,"processing_time_ms":5496,"cost_usd":5497},3987,413,2932,0.00161625,{"type":14,"value":5499,"toc":5540},[5500,5504,5507,5511,5514,5517,5537],[17,5501,5503],{"id":5502},"the-commoditization-of-syntax","The Commoditization of Syntax",[22,5505,5506],{},"For years, developer value was tied to technical execution: writing functions, managing databases, and ensuring API performance. AI has fundamentally disrupted this model by performing these tasks near-instantaneously. When the mechanical act of writing code is no longer a bottleneck, the traditional 'rockstar' developer who focuses solely on speed and syntax faces obsolescence. The ability to write code is becoming a baseline requirement rather than a primary differentiator.",[17,5508,5510],{"id":5509},"transitioning-to-the-role-of-ai-director","Transitioning to the Role of AI Director",[22,5512,5513],{},"To remain relevant, developers must shift their identity from 'Code Writers' to 'AI Directors.' This transition mirrors the evolution from a construction worker—who focuses on the immediate task of hammering a nail—to an architect, who focuses on the structural integrity and purpose of the entire building.",[22,5515,5516],{},"As an AI Director, your primary responsibilities shift toward:",[95,5518,5519,5525,5531],{},[51,5520,5521,5524],{},[54,5522,5523],{},"System Architecture:"," Defining how components interact and ensuring the system is scalable and maintainable.",[51,5526,5527,5530],{},[54,5528,5529],{},"Strategic Intent:"," Focusing on the 'why' behind features rather than the 'how' of implementation.",[51,5532,5533,5536],{},[54,5534,5535],{},"Orchestration:"," Using AI as a high-speed tool to execute tasks, while you provide the oversight, logic, and design decisions that AI cannot yet reliably handle on its own.",[22,5538,5539],{},"By embracing this shift, developers move away from competing with AI on speed and instead leverage AI to amplify their ability to build complex, high-value products.",{"title":146,"searchDepth":147,"depth":147,"links":5541},[5542,5543],{"id":5502,"depth":147,"text":5503},{"id":5509,"depth":147,"text":5510},[220],{"content_references":5546,"triage":5547},[],{"relevance":175,"novelty":5548,"quality":175,"actionability":5548,"composite":5549,"reasoning":5550},3,3.6,"Category: Product Strategy. The article discusses the evolving role of developers in the context of AI, addressing a specific audience pain point about the need for strategic oversight rather than just coding skills. It provides insights into how developers can transition to a more strategic role, but lacks detailed actionable steps for implementation.","\u002Fsummaries\u002F4827ffdb994607e9-from-code-writer-to-ai-director-summary","2026-05-18 14:36:54","2026-05-18 15:00:37",{"title":5492,"description":146},{"loc":5551},"4827ffdb994607e9","Level Up Coding","article","https:\u002F\u002Flevelup.gitconnected.com\u002Fwhy-being-a-coder-isnt-enough-anymore-f7bf18d3a258?source=rss----5517fd7b58a6---4","summaries\u002F4827ffdb994607e9-from-code-writer-to-ai-director-summary",[190,191,193],"As AI commoditizes syntax and function writing, developers must pivot from manual coding to architectural oversight, acting as directors who define the 'why' and 'how' of complex systems.",[],"JfCkXIGNIqiPTBA8hhvhxohvQI6ek-xKcb_1QZxWsXY",{"id":5566,"title":5567,"ai":5568,"body":5574,"categories":5605,"created_at":157,"date_modified":157,"description":146,"extension":158,"faq":157,"featured":159,"kicker_label":157,"meta":5606,"navigation":178,"path":5617,"published_at":5618,"question":157,"scraped_at":5619,"seo":5620,"sitemap":5621,"source_id":5622,"source_name":5613,"source_type":5558,"source_url":5623,"stem":5624,"tags":5625,"thumbnail_url":157,"tldr":5626,"tweet":157,"unknown_tags":5627,"__hash__":5628},"summaries\u002Fsummaries\u002Fca4513bbfe1df576-vs-code-terminal-upgrades-enable-seamless-agent-te-summary.md","VS Code Terminal Upgrades Enable Seamless Agent-Terminal Interaction",{"provider":7,"model":5569,"input_tokens":5570,"output_tokens":5571,"processing_time_ms":5572,"cost_usd":5573},"x-ai\u002Fgrok-4.1-fast",4658,1486,14527,0.00165195,{"type":14,"value":5575,"toc":5600},[5576,5580,5583,5587,5590,5594,5597],[17,5577,5579],{"id":5578},"automatic-prompt-detection-and-input-handling-in-background-terminals","Automatic Prompt Detection and Input Handling in Background Terminals",[22,5581,5582],{},"Agents now identify when hidden terminals pause for input—like a PowerShell read-host prompt asking for a name—and automatically supply responses (e.g., \"James Montemagno\") pulled from context. This reads back expected outputs (\"Hello, James Montemagno\") without exposing the terminal, keeping workflows uninterrupted. For long-running or background commands, agents gain full awareness via progress messages and notifications, eliminating blind execution.",[17,5584,5586],{"id":5585},"foreground-terminal-support-with-user-takeover","Foreground Terminal Support with User Takeover",[22,5588,5589],{},"When using your active (foreground) terminal, agents prompt for permission to run commands and detect if you intervene—one-click into the terminal pauses the agent, which waits for your input (e.g., typing the name manually). Once you submit, the agent auto-detects the update, continues reading outputs, and proceeds. A new \"focus terminal\" option lets you effortlessly seize control for sensitive commands, blending agent automation with hands-on needs.",[17,5591,5593],{"id":5592},"scaling-to-multi-prompt-interactive-tools","Scaling to Multi-Prompt Interactive Tools",[22,5595,5596],{},"Complex tools like npm init trigger detection of multiple sequential prompts (e.g., 9 questions: package name, version, description, entry point). Agents collect all answers upfront—user can accept defaults or customize (e.g., \"Tiny Tool Town\", \"tiniest tool town ever\")—then inject them into the terminal in real-time. Expose the terminal mid-process to watch inputs flow, making installers and REPLs feel native rather than clunky.",[22,5598,5599],{},"These features—smarter detection, foreground integration, and takeover controls—ship in the latest VS Code, transforming agent sessions from brittle to production-ready by respecting terminal realities.",{"title":146,"searchDepth":147,"depth":147,"links":5601},[5602,5603,5604],{"id":5578,"depth":147,"text":5579},{"id":5585,"depth":147,"text":5586},{"id":5592,"depth":147,"text":5593},[202],{"content_references":5607,"triage":5615},[5608,5612],{"type":5609,"title":5610,"url":5611,"context":169},"other","VS Code Release Notes","https:\u002F\u002Faka.ms\u002FVSCode\u002F116",{"type":163,"title":5613,"url":5614,"context":169},"Visual Studio Code","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fvscode",{"relevance":174,"novelty":175,"quality":175,"actionability":175,"composite":5473,"reasoning":5616},"Category: AI Automation. The article discusses new features in VS Code that enhance agent interaction with terminals, addressing practical needs for developers integrating AI tools into their workflows. It provides specific examples of how these upgrades improve user experience and streamline processes, making it actionable for developers looking to implement these features.","\u002Fsummaries\u002Fca4513bbfe1df576-vs-code-terminal-upgrades-enable-seamless-agent-te-summary","2026-04-16 19:00:00","2026-04-19 01:19:28",{"title":5567,"description":146},{"loc":5617},"53f012626201917f","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=0Eq8m63Z5J0","summaries\u002Fca4513bbfe1df576-vs-code-terminal-upgrades-enable-seamless-agent-te-summary",[192,190,191],"New VS Code terminal tools let agents detect prompts in hidden\u002Fforeground terminals, auto-fill inputs or pause for user takeover, handling REPLs, installers, and multi-step commands like npm init without workflow breaks.",[],"FaJLxMiU1oUOaPPCspyXBSukPl4CxN_0rGLhT2hVAdA",{"id":5630,"title":5631,"ai":5632,"body":5637,"categories":5743,"created_at":157,"date_modified":157,"description":146,"extension":158,"faq":157,"featured":159,"kicker_label":157,"meta":5744,"navigation":178,"path":5753,"published_at":5754,"question":157,"scraped_at":5755,"seo":5756,"sitemap":5757,"source_id":5758,"source_name":5759,"source_type":186,"source_url":5760,"stem":5761,"tags":5762,"thumbnail_url":5764,"tldr":5765,"tweet":5766,"unknown_tags":5767,"__hash__":5768},"summaries\u002Fsummaries\u002F9fde51867a96f170-solving-the-amnesia-problem-in-ai-coding-agents-summary.md","Solving the 'Amnesia' Problem in AI Coding Agents",{"provider":7,"model":8,"input_tokens":5633,"output_tokens":5634,"processing_time_ms":5635,"cost_usd":5636},7328,876,5130,0.003146,{"type":14,"value":5638,"toc":5735},[5639,5643,5654,5668,5672,5679,5684,5687,5701,5705,5708,5728,5732],[17,5640,5642],{"id":5641},"the-fundamental-limitations-of-current-ai-agents","The Fundamental Limitations of Current AI Agents",[22,5644,5645,5646,5649,5650,5653],{},"Modern coding agents suffer from two primary constraints that prevent them from performing at a high level: ",[54,5647,5648],{},"spatial blindness"," and ",[54,5651,5652],{},"temporal amnesia",".",[95,5655,5656,5662],{},[51,5657,5658,5661],{},[54,5659,5660],{},"Spatial Blindness (Repo-Bound):"," Agents are typically restricted to a single repository. In a modern organization, code is distributed across hundreds or thousands of repositories. Because an agent cannot see the full dependency graph or how different modules interact, it cannot validate downstream changes, enforce cross-repo standards, or understand the system architecture. This forces the human developer to act as the \"glue,\" manually explaining the same intent to every affected repository.",[51,5663,5664,5667],{},[54,5665,5666],{},"Temporal Amnesia:"," Agents lack episodic memory. Every session starts with a blank slate, meaning the human must re-explain the context, the original intent, and previous issues every time they interact with the agent. This results in significant token waste and massive developer overhead, as the human becomes the sole repository of institutional knowledge.",[17,5669,5671],{"id":5670},"the-polygraph-meta-harness","The Polygraph Meta-Harness",[22,5673,5674,5675,5678],{},"Victor Savkin introduces ",[54,5676,5677],{},"Polygraph",", an agent-agnostic meta-harness designed to lift these constraints by treating the entire organization's codebase—including owned and open-source repositories—as a single, navigable entity.",[5680,5681,5683],"h3",{"id":5682},"unified-dependency-graph","Unified Dependency Graph",[22,5685,5686],{},"Instead of forcing the agent to work within a single repo, Polygraph analyzes metadata across thousands of repositories to build a unified dependency graph. This allows the agent to:",[95,5688,5689,5695],{},[51,5690,5691,5694],{},[54,5692,5693],{},"Understand Relationships:"," It knows how projects consume and produce packages, enabling it to make informed changes that propagate correctly across the system.",[51,5696,5697,5700],{},[54,5698,5699],{},"Contextual Awareness:"," When a user asks a high-level question, the agent can identify the most relevant repositories based on the graph, rather than requiring the user to manually select them.",[5680,5702,5704],{"id":5703},"shared-episodic-memory","Shared Episodic Memory",[22,5706,5707],{},"Polygraph captures the entire history of a session—intent, repositories involved, pull requests, CI results, and agent traces—and stores them in a way that is accessible across the organization. This creates a \"hive mind\" effect:",[95,5709,5710,5716,5722],{},[51,5711,5712,5715],{},[54,5713,5714],{},"Session Resumption:"," A developer can send a session to a coworker, who can then reconstruct the exact state (including dependencies and agent history) on their own machine, regardless of which agent (e.g., Claude, Codestral) they prefer to use.",[51,5717,5718,5721],{},[54,5719,5720],{},"Cross-Developer Knowledge:"," Because sessions are captured and indexed, an agent can reference previous work done by other engineers. This ensures consistency, as agents can replicate successful patterns or approaches used in past sessions.",[51,5723,5724,5727],{},[54,5725,5726],{},"Automated Debugging:"," When a production bug occurs, an agent can look up the relevant historical session, download the necessary context, and propose a fix without the human needing to provide a detailed explanation of the original change.",[17,5729,5731],{"id":5730},"impact-on-developer-workflow","Impact on Developer Workflow",[22,5733,5734],{},"By removing the repo boundary and the memory limit, the development experience shifts from \"explaining the same thing seven times\" to a single, coherent interaction. The agent acts as an expert that understands the entire system, can coordinate multi-repo pull requests, and learns from the collective history of the entire engineering team.",{"title":146,"searchDepth":147,"depth":147,"links":5736},[5737,5738,5742],{"id":5641,"depth":147,"text":5642},{"id":5670,"depth":147,"text":5671,"children":5739},[5740,5741],{"id":5682,"depth":5548,"text":5683},{"id":5703,"depth":5548,"text":5704},{"id":5730,"depth":147,"text":5731},[156],{"content_references":5745,"triage":5751},[5746,5749],{"type":163,"title":5747,"url":5748,"context":169},"Nx","https:\u002F\u002Fnx.dev\u002F",{"type":163,"title":5677,"url":5750,"context":166},"https:\u002F\u002Ftrypolygraph.com\u002F",{"relevance":174,"novelty":175,"quality":175,"actionability":175,"composite":5473,"reasoning":5752},"Category: AI & LLMs. The article addresses a core issue in AI coding agents, specifically their limitations in handling multiple repositories and lacking episodic memory, which is a significant pain point for developers. It introduces a practical solution, Polygraph, that enhances agent capabilities, making it actionable for developers looking to improve their AI integration.","\u002Fsummaries\u002F9fde51867a96f170-solving-the-amnesia-problem-in-ai-coding-agents-summary","2026-06-26 01:15:06","2026-06-26 12:56:18",{"title":5631,"description":146},{"loc":5753},"9fde51867a96f170","AI Engineer","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=jVjt-2g8NMY","summaries\u002F9fde51867a96f170-solving-the-amnesia-problem-in-ai-coding-agents-summary",[190,192,191,5763],"software-engineering","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FjVjt-2g8NMY\u002Fhqdefault.jpg","Current AI coding agents are limited by 'repo-bound' vision and lack of episodic memory. Polygraph solves this by creating a meta-harness that provides agents with a unified dependency graph and shared session state across repositories.","Victor Savkin explains why current coding agents struggle with multi-repo workflows due to \"repo-bound\" visibility and a lack of long-term memory. He introduces [Polygraph](https:\u002F\u002Fgithub.com\u002Fvsavkin), a meta-harness designed to stitch multiple repositories into a unified dependency graph, allowing agents to coordinate changes and maintain context across an entire organization.",[5763],"pOBhutexh7NaARmfj677_O9nUJeTiVMsjUSLhwZnGDo"]