[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-83f30593b7576293-polly-d-arcy-ic-to-vp-via-dogfooding-spikes-and-ai-summary":3,"summaries-facets-categories":216,"summary-related-83f30593b7576293-polly-d-arcy-ic-to-vp-via-dogfooding-spikes-and-ai-summary":3801},{"id":4,"title":5,"ai":6,"body":13,"categories":175,"created_at":177,"date_modified":177,"description":167,"extension":178,"faq":177,"featured":179,"kicker_label":177,"meta":180,"navigation":198,"path":199,"published_at":200,"question":177,"scraped_at":201,"seo":202,"sitemap":203,"source_id":204,"source_name":205,"source_type":206,"source_url":207,"stem":208,"tags":209,"thumbnail_url":177,"tldr":213,"tweet":177,"unknown_tags":214,"__hash__":215},"summaries\u002Fsummaries\u002F83f30593b7576293-polly-d-arcy-ic-to-vp-via-dogfooding-spikes-and-ai-summary.md","Polly D’Arcy: IC to VP via Dogfooding, Spikes, and AI",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8604,2593,19857,0.0024908,{"type":14,"value":15,"toc":166},"minimark",[16,21,25,28,36,40,43,46,49,53,56,85,92,95,99,102,105,109,112,115,120,146,149],[17,18,20],"h2",{"id":19},"betting-on-potential-accelerates-leadership-growth","Betting on Potential Accelerates Leadership Growth",[22,23,24],"p",{},"Polly D’Arcy joined Wealthsimple in 2019 as an individual contributor (IC) on a five-person centralized design team serving a 250-500 person company. Within years, she advanced to managing three people, then leading the entire design team, and eventually VP of Design. This trajectory stemmed from her co-founder boss Brett recognizing her potential and offering stretch opportunities despite her inexperience. \"When you see potential in people on your team, you need to give them opportunities and support them,\" Polly reflects, noting that such bets succeed 50% of the time but build stronger teams.",[22,26,27],{},"Her sports background—hockey in Canada—shaped her team-oriented mindset. Early challenges included a janky product riddled with bugs, prompting a cultural overhaul. A pivotal mantra, \"smooth waters don't make great sailors,\" framed difficulties as growth opportunities. Polly instilled this in her team, emphasizing that challenges forge resilience. Imposter syndrome persists: \"I have imposter syndrome every day still and I think that means that I am constantly challenged and growing.\" She views it as anxiety from unknowns, countered by a day-by-day, adaptive approach at Wealthsimple.",[22,29,30,31,35],{},"Strong peer relationships with product and engineering leaders were crucial. Initially siloed, Polly realized her \"first team\" included VP of Engineering John, with whom she butts heads but collaborates closely. \"I literally cannot be successful without ",[32,33,34],"span",{},"them","... we need to be attached at the hip.\"",[17,37,39],{"id":38},"dogfooding-builds-obsession-and-quality","Dogfooding Builds Obsession and Quality",[22,41,42],{},"Wealthsimple's product needed users to trust it with money, yet early versions felt untrustworthy. Polly mandated dogfooding: everyone building or selling must use the app daily with their own money. \"If you're not going to use it, why would anybody else?\" Designers opened accounts, deposited funds, tested features, and flooded Slack with feedback on bugs and friction—far more visceral than staging tests.",[22,44,45],{},"This became company-wide culture. New hires get Polly's onboarding tour emphasizing daily use. It elevated craft, as daily users notice paper cuts eroding trust. Competitive edges emerge in teams using their own tools, like design\u002Fdev products. A fun outcome: the home screen's 3D fidget spinner coin, beloved on Reddit, adds levity amid market checks—proving humans craft joyful moments machines can't.",[22,47,48],{},"Dogfooding aligned feedback but revealed misalignment on priorities, leading to a shared quality definition.",[17,50,52],{"id":51},"layered-quality-framework-prioritizes-foundations","Layered Quality Framework Prioritizes Foundations",[22,54,55],{},"To unify 40 designers aiming for a \"one-hand\" app feel, Polly adapted Maslow's hierarchy into a visual triangle:",[57,58,59,67,73,79],"ul",{},[60,61,62,66],"li",{},[63,64,65],"strong",{},"Functionality",": Does it work? Bias to build testable prototypes over pixel debates in Figma—\"archaic\" amid AI tools like Claude interns.",[60,68,69,72],{},[63,70,71],{},"Reliability",": Critical for fintech; customers must trust money handling.",[60,74,75,78],{},[63,76,77],{},"Performance",": Fast, frictionless, no lags\u002Fcrashes.",[60,80,81,84],{},[63,82,83],{},"Experience",": Polish only after foundations; details like joy (fidget spinner) follow.",[22,86,87,88,91],{},"This framework guides scoping: \"We need to make it really reliable... before ",[32,89,90],{},"implementation details",".\" It fosters trade-off talks, preventing siloed arguments. Trust ties to care: janky UI signals poor money management, draining the \"trust battery.\"",[22,93,94],{},"Designers belong to both product teams (ownership) and a central design team (collaboration, sharing). This dual structure combats \"shipping the org chart.\"",[17,96,98],{"id":97},"ai-amplifies-spikes-reshapes-teams","AI Amplifies Spikes, Reshapes Teams",[22,100,101],{},"AI tools like Claude help designers \"lean into their spike\"—unique strengths no one else brings. Polly hires for spikes, not uniformity: \"Every single person... has got to bring something special.\" Baseball analogy: Recruit pitchers or hitters (specialists), not switch-hitters (rare principal designers). Match spikes to teams—technical flows vs. growth experiments.",[22,103,104],{},"AI scales explorations (e.g., 20 concepts overnight via Paper's canvas), freeing humans for creativity, customer connection, and joy. It changes composition: spikes matter more as rote tasks automate. Ads highlight Paper (AI concepts to HTML\u002FCSS) and Framer (Wireframer for ideas, Workshop for components).",[17,106,108],{"id":107},"hiring-specialists-and-nailing-presentations","Hiring Specialists and Nailing Presentations",[22,110,111],{},"Polly prefers specialists over generalists for diverse spikes, avoiding \"a team of all the same people.\" Go-to interview question evaluates spikes implicitly. Hiring signals: energy from potential, relationship-building.",[22,113,114],{},"Portfolio tips: Tailor to role\u002Fteam; show process, trade-offs, outcomes. Remote culture thrives via dogfooding sessions, Slack feedback, shared language.",[22,116,117],{},[63,118,119],{},"Key Takeaways",[57,121,122,125,128,131,134,137,140,143],{},[60,123,124],{},"Bet on team potential with stretch opportunities, accepting 50% failure rate for growth.",[60,126,127],{},"Mandate dogfooding with own money to uncover real pain and build obsession.",[60,129,130],{},"Use a quality hierarchy (functionality → reliability → performance → experience) for alignment.",[60,132,133],{},"Hire for unique \"spikes\"; match to teams to maximize impact.",[60,135,136],{},"Embrace AI to amplify spikes, not replace human creativity like fidget spinners.",[60,138,139],{},"Build dual belonging: product team ownership + central design collaboration.",[60,141,142],{},"Frame imposter syndrome as growth signal; tackle challenges day-by-day.",[60,144,145],{},"Prioritize peer relationships with eng\u002Fproduct for blind-spot feedback.",[22,147,148],{},"Notable quotes:",[57,150,151,154,157,160,163],{},[60,152,153],{},"\"Smooth waters don't make great sailors.\" – Polly on embracing challenges for leadership growth.",[60,155,156],{},"\"If you... do not want to use it with your own money, it's not good enough.\" – On dogfooding's necessity.",[60,158,159],{},"\"I have imposter syndrome every day still... that means that I am constantly challenged and growing.\" – Reframing self-doubt.",[60,161,162],{},"\"Every single person that we're recruiting... has got to bring something special that's going to help all of us level up.\" – On hiring spikes.",[60,164,165],{},"\"We want our customers to feel like the care... is the same... we put into managing their money.\" – Linking craft to trust.",{"title":167,"searchDepth":168,"depth":168,"links":169},"",2,[170,171,172,173,174],{"id":19,"depth":168,"text":20},{"id":38,"depth":168,"text":39},{"id":51,"depth":168,"text":52},{"id":97,"depth":168,"text":98},{"id":107,"depth":168,"text":108},[176],"Design & Frontend",null,"md",false,{"content_references":181,"triage":193},[182,187,190],{"type":183,"title":184,"url":185,"context":186},"tool","Paper","https:\u002F\u002Fdive.club\u002Fpaper","recommended",{"type":183,"title":188,"url":189,"context":186},"Framer","https:\u002F\u002Fdive.club\u002Fframer",{"type":183,"title":191,"context":192},"Claude","mentioned",{"relevance":194,"novelty":195,"quality":194,"actionability":195,"composite":196,"reasoning":197},4,3,3.6,"Category: Product Strategy. The article discusses practical strategies for leadership growth and team dynamics in a design context, addressing pain points related to product strategy and team collaboration. It provides insights into dogfooding and team culture, which are actionable but lack specific frameworks or tools for implementation.",true,"\u002Fsummaries\u002F83f30593b7576293-polly-d-arcy-ic-to-vp-via-dogfooding-spikes-and-ai-summary","2026-04-28 13:03:23","2026-05-03 16:48:47",{"title":5,"description":167},{"loc":199},"c1192ff3f72fad7b","Dive Club","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=vdYBohOQYm0","summaries\u002F83f30593b7576293-polly-d-arcy-ic-to-vp-via-dogfooding-spikes-and-ai-summary",[210,211,212],"ui-ux","product-strategy","ai-tools","Polly D’Arcy rose from IC to VP of Design at Wealthsimple by enforcing dogfooding, defining quality layers, hiring specialists with unique 'spikes,' and using AI to amplify craft—proving leadership bets on potential pay off.",[],"HOHs9904fxHvKhQ6TLd6k3yHcnofXYmnwfu-yeqynKI",[217,220,223,226,229,232,234,236,238,240,242,244,247,249,251,253,255,257,259,261,263,265,267,270,272,274,277,279,281,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799],{"categories":218},[219],"Developer Productivity",{"categories":221},[222],"Business & SaaS",{"categories":224},[225],"AI & LLMs",{"categories":227},[228],"AI Automation",{"categories":230},[231],"Product Strategy",{"categories":233},[225],{"categories":235},[219],{"categories":237},[222],{"categories":239},[],{"categories":241},[225],{"categories":243},[],{"categories":245},[246],"AI News & Trends",{"categories":248},[228],{"categories":250},[246],{"categories":252},[228],{"categories":254},[228],{"categories":256},[225],{"categories":258},[225],{"categories":260},[246],{"categories":262},[225],{"categories":264},[],{"categories":266},[176],{"categories":268},[269],"Data Science & Visualization",{"categories":271},[246],{"categories":273},[],{"categories":275},[276],"Software Engineering",{"categories":278},[225],{"categories":280},[228],{"categories":282},[283],"Marketing & Growth",{"categories":285},[225],{"categories":287},[228],{"categories":289},[],{"categories":291},[],{"categories":293},[176],{"categories":295},[228],{"categories":297},[219],{"categories":299},[176],{"categories":301},[225],{"categories":303},[228],{"categories":305},[246],{"categories":307},[],{"categories":309},[],{"categories":311},[228],{"categories":313},[276],{"categories":315},[],{"categories":317},[222],{"categories":319},[],{"categories":321},[],{"categories":323},[228],{"categories":325},[228],{"categories":327},[225],{"categories":329},[],{"categories":331},[276],{"categories":333},[],{"categories":335},[],{"categories":337},[],{"categories":339},[225],{"categories":341},[283],{"categories":343},[176],{"categories":345},[176],{"categories":347},[225],{"categories":349},[228],{"categories":351},[225],{"categories":353},[225],{"categories":355},[228],{"categories":357},[228],{"categories":359},[269],{"categories":361},[246],{"categories":363},[228],{"categories":365},[283],{"categories":367},[228],{"categories":369},[231],{"categories":371},[],{"categories":373},[228],{"categories":375},[],{"categories":377},[228],{"categories":379},[276],{"categories":381},[176],{"categories":383},[225],{"categories":385},[],{"categories":387},[],{"categories":389},[228],{"categories":391},[],{"categories":393},[225],{"categories":395},[],{"categories":397},[219],{"categories":399},[276],{"categories":401},[222],{"categories":403},[246],{"categories":405},[225],{"categories":407},[],{"categories":409},[225],{"categories":411},[],{"categories":413},[276],{"categories":415},[269],{"categories":417},[],{"categories":419},[225],{"categories":421},[176],{"categories":423},[],{"categories":425},[176],{"categories":427},[228],{"categories":429},[],{"categories":431},[228],{"categories":433},[246],{"categories":435},[222],{"categories":437},[225],{"categories":439},[],{"categories":441},[228],{"categories":443},[225],{"categories":445},[231],{"categories":447},[],{"categories":449},[225],{"categories":451},[228],{"categories":453},[228],{"categories":455},[],{"categories":457},[269],{"categories":459},[225],{"categories":461},[],{"categories":463},[219],{"categories":465},[222],{"categories":467},[225],{"categories":469},[228],{"categories":471},[276],{"categories":473},[225],{"categories":475},[],{"categories":477},[],{"categories":479},[225],{"categories":481},[],{"categories":483},[176],{"categories":485},[],{"categories":487},[225],{"categories":489},[],{"categories":491},[228],{"categories":493},[225],{"categories":495},[176],{"categories":497},[],{"categories":499},[225],{"categories":501},[225],{"categories":503},[222],{"categories":505},[228],{"categories":507},[225],{"categories":509},[176],{"categories":511},[228],{"categories":513},[],{"categories":515},[],{"categories":517},[246],{"categories":519},[],{"categories":521},[225],{"categories":523},[222,283],{"categories":525},[],{"categories":527},[225],{"categories":529},[],{"categories":531},[],{"categories":533},[225],{"categories":535},[],{"categories":537},[225],{"categories":539},[540],"DevOps & Cloud",{"categories":542},[],{"categories":544},[246],{"categories":546},[176],{"categories":548},[],{"categories":550},[246],{"categories":552},[246],{"categories":554},[225],{"categories":556},[283],{"categories":558},[],{"categories":560},[222],{"categories":562},[],{"categories":564},[225,540],{"categories":566},[225],{"categories":568},[225],{"categories":570},[228],{"categories":572},[225,276],{"categories":574},[269],{"categories":576},[225],{"categories":578},[283],{"categories":580},[228],{"categories":582},[228],{"categories":584},[],{"categories":586},[228],{"categories":588},[225,222],{"categories":590},[],{"categories":592},[176],{"categories":594},[176],{"categories":596},[],{"categories":598},[],{"categories":600},[246],{"categories":602},[],{"categories":604},[219],{"categories":606},[276],{"categories":608},[225],{"categories":610},[176],{"categories":612},[228],{"categories":614},[276],{"categories":616},[246],{"categories":618},[176],{"categories":620},[],{"categories":622},[225],{"categories":624},[225],{"categories":626},[225],{"categories":628},[246],{"categories":630},[219],{"categories":632},[225],{"categories":634},[228],{"categories":636},[540],{"categories":638},[176],{"categories":640},[228],{"categories":642},[],{"categories":644},[],{"categories":646},[176],{"categories":648},[246],{"categories":650},[269],{"categories":652},[],{"categories":654},[225],{"categories":656},[225],{"categories":658},[222],{"categories":660},[225],{"categories":662},[225],{"categories":664},[246],{"categories":666},[],{"categories":668},[228],{"categories":670},[276],{"categories":672},[],{"categories":674},[225],{"categories":676},[225],{"categories":678},[228],{"categories":680},[],{"categories":682},[],{"categories":684},[225],{"categories":686},[],{"categories":688},[222],{"categories":690},[228],{"categories":692},[],{"categories":694},[219],{"categories":696},[225],{"categories":698},[222],{"categories":700},[246],{"categories":702},[],{"categories":704},[],{"categories":706},[],{"categories":708},[246],{"categories":710},[246],{"categories":712},[],{"categories":714},[],{"categories":716},[222],{"categories":718},[],{"categories":720},[],{"categories":722},[219],{"categories":724},[],{"categories":726},[283],{"categories":728},[228],{"categories":730},[222],{"categories":732},[228],{"categories":734},[276],{"categories":736},[],{"categories":738},[231],{"categories":740},[176],{"categories":742},[276],{"categories":744},[225],{"categories":746},[228],{"categories":748},[222],{"categories":750},[225],{"categories":752},[],{"categories":754},[],{"categories":756},[276],{"categories":758},[269],{"categories":760},[231],{"categories":762},[228],{"categories":764},[225],{"categories":766},[],{"categories":768},[540],{"categories":770},[],{"categories":772},[228],{"categories":774},[],{"categories":776},[],{"categories":778},[225],{"categories":780},[176],{"categories":782},[283],{"categories":784},[228],{"categories":786},[],{"categories":788},[219],{"categories":790},[],{"categories":792},[246],{"categories":794},[225,540],{"categories":796},[246],{"categories":798},[225],{"categories":800},[222],{"categories":802},[225],{"categories":804},[],{"categories":806},[222],{"categories":808},[],{"categories":810},[276],{"categories":812},[176],{"categories":814},[246],{"categories":816},[269],{"categories":818},[219],{"categories":820},[225],{"categories":822},[276],{"categories":824},[],{"categories":826},[],{"categories":828},[231],{"categories":830},[],{"categories":832},[225],{"categories":834},[],{"categories":836},[176],{"categories":838},[176],{"categories":840},[176],{"categories":842},[],{"categories":844},[],{"categories":846},[246],{"categories":848},[228],{"categories":850},[225],{"categories":852},[225],{"categories":854},[225],{"categories":856},[222],{"categories":858},[225],{"categories":860},[],{"categories":862},[276],{"categories":864},[276],{"categories":866},[222],{"categories":868},[],{"categories":870},[225],{"categories":872},[225],{"categories":874},[222],{"categories":876},[246],{"categories":878},[283],{"categories":880},[228],{"categories":882},[],{"categories":884},[176],{"categories":886},[],{"categories":888},[225],{"categories":890},[],{"categories":892},[222],{"categories":894},[228],{"categories":896},[],{"categories":898},[540],{"categories":900},[269],{"categories":902},[276],{"categories":904},[283],{"categories":906},[276],{"categories":908},[228],{"categories":910},[],{"categories":912},[],{"categories":914},[228],{"categories":916},[219],{"categories":918},[228],{"categories":920},[231],{"categories":922},[222],{"categories":924},[],{"categories":926},[225],{"categories":928},[231],{"categories":930},[225],{"categories":932},[225],{"categories":934},[283],{"categories":936},[176],{"categories":938},[228],{"categories":940},[],{"categories":942},[],{"categories":944},[540],{"categories":946},[276],{"categories":948},[],{"categories":950},[228],{"categories":952},[225],{"categories":954},[176,225],{"categories":956},[219],{"categories":958},[],{"categories":960},[225],{"categories":962},[219],{"categories":964},[176],{"categories":966},[228],{"categories":968},[276],{"categories":970},[],{"categories":972},[225],{"categories":974},[],{"categories":976},[219],{"categories":978},[],{"categories":980},[228],{"categories":982},[231],{"categories":984},[225],{"categories":986},[225],{"categories":988},[176],{"categories":990},[228],{"categories":992},[540],{"categories":994},[176],{"categories":996},[228],{"categories":998},[225],{"categories":1000},[225],{"categories":1002},[225],{"categories":1004},[246],{"categories":1006},[],{"categories":1008},[231],{"categories":1010},[228],{"categories":1012},[176],{"categories":1014},[228],{"categories":1016},[276],{"categories":1018},[176],{"categories":1020},[228],{"categories":1022},[246],{"categories":1024},[],{"categories":1026},[225],{"categories":1028},[176],{"categories":1030},[225],{"categories":1032},[219],{"categories":1034},[246],{"categories":1036},[225],{"categories":1038},[283],{"categories":1040},[225],{"categories":1042},[225],{"categories":1044},[228],{"categories":1046},[228],{"categories":1048},[225],{"categories":1050},[228],{"categories":1052},[176],{"categories":1054},[225],{"categories":1056},[],{"categories":1058},[],{"categories":1060},[276],{"categories":1062},[],{"categories":1064},[219],{"categories":1066},[540],{"categories":1068},[],{"categories":1070},[219],{"categories":1072},[222],{"categories":1074},[283],{"categories":1076},[],{"categories":1078},[222],{"categories":1080},[],{"categories":1082},[],{"categories":1084},[],{"categories":1086},[],{"categories":1088},[],{"categories":1090},[225],{"categories":1092},[228],{"categories":1094},[540],{"categories":1096},[219],{"categories":1098},[225],{"categories":1100},[276],{"categories":1102},[231],{"categories":1104},[225],{"categories":1106},[283],{"categories":1108},[225],{"categories":1110},[225],{"categories":1112},[225],{"categories":1114},[225,219],{"categories":1116},[276],{"categories":1118},[276],{"categories":1120},[176],{"categories":1122},[225],{"categories":1124},[],{"categories":1126},[],{"categories":1128},[],{"categories":1130},[276],{"categories":1132},[269],{"categories":1134},[246],{"categories":1136},[176],{"categories":1138},[],{"categories":1140},[225],{"categories":1142},[225],{"categories":1144},[],{"categories":1146},[],{"categories":1148},[228],{"categories":1150},[225],{"categories":1152},[222],{"categories":1154},[],{"categories":1156},[219],{"categories":1158},[225],{"categories":1160},[219],{"categories":1162},[225],{"categories":1164},[276],{"categories":1166},[283],{"categories":1168},[225,176],{"categories":1170},[246],{"categories":1172},[176],{"categories":1174},[],{"categories":1176},[540],{"categories":1178},[176],{"categories":1180},[228],{"categories":1182},[],{"categories":1184},[],{"categories":1186},[],{"categories":1188},[],{"categories":1190},[276],{"categories":1192},[228],{"categories":1194},[228],{"categories":1196},[540],{"categories":1198},[225],{"categories":1200},[225],{"categories":1202},[225],{"categories":1204},[],{"categories":1206},[176],{"categories":1208},[],{"categories":1210},[],{"categories":1212},[228],{"categories":1214},[],{"categories":1216},[],{"categories":1218},[283],{"categories":1220},[283],{"categories":1222},[228],{"categories":1224},[],{"categories":1226},[225],{"categories":1228},[225],{"categories":1230},[276],{"categories":1232},[176],{"categories":1234},[176],{"categories":1236},[228],{"categories":1238},[219],{"categories":1240},[225],{"categories":1242},[176],{"categories":1244},[176],{"categories":1246},[228],{"categories":1248},[228],{"categories":1250},[225],{"categories":1252},[],{"categories":1254},[],{"categories":1256},[225],{"categories":1258},[228],{"categories":1260},[246],{"categories":1262},[276],{"categories":1264},[219],{"categories":1266},[225],{"categories":1268},[],{"categories":1270},[228],{"categories":1272},[228],{"categories":1274},[],{"categories":1276},[219],{"categories":1278},[225],{"categories":1280},[219],{"categories":1282},[219],{"categories":1284},[],{"categories":1286},[],{"categories":1288},[228],{"categories":1290},[228],{"categories":1292},[225],{"categories":1294},[225],{"categories":1296},[246],{"categories":1298},[269],{"categories":1300},[231],{"categories":1302},[246],{"categories":1304},[176],{"categories":1306},[],{"categories":1308},[246],{"categories":1310},[],{"categories":1312},[],{"categories":1314},[],{"categories":1316},[],{"categories":1318},[276],{"categories":1320},[269],{"categories":1322},[],{"categories":1324},[225],{"categories":1326},[225],{"categories":1328},[269],{"categories":1330},[276],{"categories":1332},[],{"categories":1334},[],{"categories":1336},[228],{"categories":1338},[246],{"categories":1340},[246],{"categories":1342},[228],{"categories":1344},[219],{"categories":1346},[225,540],{"categories":1348},[],{"categories":1350},[176],{"categories":1352},[219],{"categories":1354},[228],{"categories":1356},[176],{"categories":1358},[],{"categories":1360},[228],{"categories":1362},[228],{"categories":1364},[225],{"categories":1366},[283],{"categories":1368},[276],{"categories":1370},[176],{"categories":1372},[],{"categories":1374},[228],{"categories":1376},[225],{"categories":1378},[228],{"categories":1380},[228],{"categories":1382},[228],{"categories":1384},[283],{"categories":1386},[228],{"categories":1388},[225],{"categories":1390},[],{"categories":1392},[283],{"categories":1394},[246],{"categories":1396},[228],{"categories":1398},[],{"categories":1400},[],{"categories":1402},[225],{"categories":1404},[228],{"categories":1406},[246],{"categories":1408},[228],{"categories":1410},[],{"categories":1412},[],{"categories":1414},[],{"categories":1416},[228],{"categories":1418},[],{"categories":1420},[],{"categories":1422},[269],{"categories":1424},[225],{"categories":1426},[269],{"categories":1428},[246],{"categories":1430},[225],{"categories":1432},[225],{"categories":1434},[228],{"categories":1436},[225],{"categories":1438},[],{"categories":1440},[],{"categories":1442},[540],{"categories":1444},[],{"categories":1446},[],{"categories":1448},[219],{"categories":1450},[],{"categories":1452},[],{"categories":1454},[],{"categories":1456},[],{"categories":1458},[276],{"categories":1460},[246],{"categories":1462},[283],{"categories":1464},[222],{"categories":1466},[225],{"categories":1468},[225],{"categories":1470},[222],{"categories":1472},[],{"categories":1474},[176],{"categories":1476},[228],{"categories":1478},[222],{"categories":1480},[225],{"categories":1482},[225],{"categories":1484},[219],{"categories":1486},[],{"categories":1488},[219],{"categories":1490},[225],{"categories":1492},[283],{"categories":1494},[228],{"categories":1496},[246],{"categories":1498},[222],{"categories":1500},[225],{"categories":1502},[228],{"categories":1504},[],{"categories":1506},[225],{"categories":1508},[219],{"categories":1510},[225],{"categories":1512},[],{"categories":1514},[246],{"categories":1516},[225],{"categories":1518},[],{"categories":1520},[222],{"categories":1522},[225],{"categories":1524},[],{"categories":1526},[],{"categories":1528},[],{"categories":1530},[225],{"categories":1532},[],{"categories":1534},[540],{"categories":1536},[225],{"categories":1538},[],{"categories":1540},[225],{"categories":1542},[225],{"categories":1544},[225],{"categories":1546},[225,540],{"categories":1548},[225],{"categories":1550},[225],{"categories":1552},[176],{"categories":1554},[228],{"categories":1556},[],{"categories":1558},[228],{"categories":1560},[225],{"categories":1562},[225],{"categories":1564},[225],{"categories":1566},[219],{"categories":1568},[219],{"categories":1570},[276],{"categories":1572},[176],{"categories":1574},[228],{"categories":1576},[],{"categories":1578},[225],{"categories":1580},[246],{"categories":1582},[225],{"categories":1584},[222],{"categories":1586},[],{"categories":1588},[540],{"categories":1590},[176],{"categories":1592},[176],{"categories":1594},[228],{"categories":1596},[246],{"categories":1598},[228],{"categories":1600},[225],{"categories":1602},[],{"categories":1604},[225],{"categories":1606},[],{"categories":1608},[],{"categories":1610},[225],{"categories":1612},[225],{"categories":1614},[225],{"categories":1616},[228],{"categories":1618},[225],{"categories":1620},[],{"categories":1622},[269],{"categories":1624},[228],{"categories":1626},[],{"categories":1628},[],{"categories":1630},[225],{"categories":1632},[246],{"categories":1634},[],{"categories":1636},[176],{"categories":1638},[540],{"categories":1640},[246],{"categories":1642},[276],{"categories":1644},[276],{"categories":1646},[246],{"categories":1648},[246],{"categories":1650},[540],{"categories":1652},[],{"categories":1654},[246],{"categories":1656},[225],{"categories":1658},[219],{"categories":1660},[246],{"categories":1662},[],{"categories":1664},[269],{"categories":1666},[246],{"categories":1668},[276],{"categories":1670},[246],{"categories":1672},[540],{"categories":1674},[225],{"categories":1676},[225],{"categories":1678},[],{"categories":1680},[222],{"categories":1682},[],{"categories":1684},[],{"categories":1686},[225],{"categories":1688},[225],{"categories":1690},[225],{"categories":1692},[225],{"categories":1694},[],{"categories":1696},[269],{"categories":1698},[219],{"categories":1700},[],{"categories":1702},[225],{"categories":1704},[225],{"categories":1706},[540],{"categories":1708},[540],{"categories":1710},[],{"categories":1712},[228],{"categories":1714},[246],{"categories":1716},[246],{"categories":1718},[225],{"categories":1720},[228],{"categories":1722},[],{"categories":1724},[176],{"categories":1726},[225],{"categories":1728},[225],{"categories":1730},[],{"categories":1732},[],{"categories":1734},[540],{"categories":1736},[225],{"categories":1738},[276],{"categories":1740},[222],{"categories":1742},[225],{"categories":1744},[],{"categories":1746},[228],{"categories":1748},[219],{"categories":1750},[219],{"categories":1752},[],{"categories":1754},[225],{"categories":1756},[176],{"categories":1758},[228],{"categories":1760},[],{"categories":1762},[225],{"categories":1764},[225],{"categories":1766},[228],{"categories":1768},[],{"categories":1770},[228],{"categories":1772},[276],{"categories":1774},[],{"categories":1776},[225],{"categories":1778},[],{"categories":1780},[225],{"categories":1782},[],{"categories":1784},[225],{"categories":1786},[225],{"categories":1788},[],{"categories":1790},[225],{"categories":1792},[246],{"categories":1794},[225],{"categories":1796},[225],{"categories":1798},[219],{"categories":1800},[225],{"categories":1802},[246],{"categories":1804},[228],{"categories":1806},[],{"categories":1808},[225],{"categories":1810},[283],{"categories":1812},[],{"categories":1814},[],{"categories":1816},[],{"categories":1818},[219],{"categories":1820},[246],{"categories":1822},[228],{"categories":1824},[225],{"categories":1826},[176],{"categories":1828},[228],{"categories":1830},[],{"categories":1832},[228],{"categories":1834},[],{"categories":1836},[225],{"categories":1838},[228],{"categories":1840},[225],{"categories":1842},[],{"categories":1844},[225],{"categories":1846},[225],{"categories":1848},[246],{"categories":1850},[176],{"categories":1852},[228],{"categories":1854},[176],{"categories":1856},[222],{"categories":1858},[],{"categories":1860},[],{"categories":1862},[225],{"categories":1864},[219],{"categories":1866},[246],{"categories":1868},[],{"categories":1870},[],{"categories":1872},[276],{"categories":1874},[176],{"categories":1876},[],{"categories":1878},[225],{"categories":1880},[],{"categories":1882},[283],{"categories":1884},[225],{"categories":1886},[540],{"categories":1888},[276],{"categories":1890},[],{"categories":1892},[228],{"categories":1894},[225],{"categories":1896},[228],{"categories":1898},[228],{"categories":1900},[225],{"categories":1902},[],{"categories":1904},[219],{"categories":1906},[225],{"categories":1908},[222],{"categories":1910},[276],{"categories":1912},[176],{"categories":1914},[],{"categories":1916},[],{"categories":1918},[],{"categories":1920},[228],{"categories":1922},[176],{"categories":1924},[246],{"categories":1926},[225],{"categories":1928},[246],{"categories":1930},[176],{"categories":1932},[],{"categories":1934},[176],{"categories":1936},[246],{"categories":1938},[222],{"categories":1940},[225],{"categories":1942},[246],{"categories":1944},[283],{"categories":1946},[],{"categories":1948},[],{"categories":1950},[269],{"categories":1952},[225,276],{"categories":1954},[246],{"categories":1956},[225],{"categories":1958},[228],{"categories":1960},[228],{"categories":1962},[225],{"categories":1964},[],{"categories":1966},[276],{"categories":1968},[225],{"categories":1970},[269],{"categories":1972},[228],{"categories":1974},[283],{"categories":1976},[540],{"categories":1978},[],{"categories":1980},[219],{"categories":1982},[228],{"categories":1984},[228],{"categories":1986},[276],{"categories":1988},[225],{"categories":1990},[225],{"categories":1992},[],{"categories":1994},[],{"categories":1996},[],{"categories":1998},[540],{"categories":2000},[246],{"categories":2002},[225],{"categories":2004},[225],{"categories":2006},[225],{"categories":2008},[],{"categories":2010},[269],{"categories":2012},[222],{"categories":2014},[],{"categories":2016},[228],{"categories":2018},[540],{"categories":2020},[],{"categories":2022},[176],{"categories":2024},[176],{"categories":2026},[],{"categories":2028},[276],{"categories":2030},[176],{"categories":2032},[225],{"categories":2034},[],{"categories":2036},[246],{"categories":2038},[225],{"categories":2040},[176],{"categories":2042},[228],{"categories":2044},[246],{"categories":2046},[],{"categories":2048},[228],{"categories":2050},[176],{"categories":2052},[225],{"categories":2054},[],{"categories":2056},[225],{"categories":2058},[225],{"categories":2060},[540],{"categories":2062},[246],{"categories":2064},[269],{"categories":2066},[269],{"categories":2068},[],{"categories":2070},[],{"categories":2072},[],{"categories":2074},[228],{"categories":2076},[276],{"categories":2078},[276],{"categories":2080},[],{"categories":2082},[],{"categories":2084},[225],{"categories":2086},[],{"categories":2088},[228],{"categories":2090},[225],{"categories":2092},[],{"categories":2094},[225],{"categories":2096},[222],{"categories":2098},[225],{"categories":2100},[283],{"categories":2102},[228],{"categories":2104},[225],{"categories":2106},[276],{"categories":2108},[246],{"categories":2110},[228],{"categories":2112},[],{"categories":2114},[246],{"categories":2116},[228],{"categories":2118},[228],{"categories":2120},[],{"categories":2122},[222],{"categories":2124},[228],{"categories":2126},[],{"categories":2128},[225],{"categories":2130},[219],{"categories":2132},[246],{"categories":2134},[540],{"categories":2136},[228],{"categories":2138},[228],{"categories":2140},[219],{"categories":2142},[225],{"categories":2144},[],{"categories":2146},[],{"categories":2148},[176],{"categories":2150},[225,222],{"categories":2152},[],{"categories":2154},[219],{"categories":2156},[269],{"categories":2158},[225],{"categories":2160},[276],{"categories":2162},[225],{"categories":2164},[228],{"categories":2166},[225],{"categories":2168},[225],{"categories":2170},[246],{"categories":2172},[228],{"categories":2174},[],{"categories":2176},[],{"categories":2178},[228],{"categories":2180},[225],{"categories":2182},[540],{"categories":2184},[],{"categories":2186},[225],{"categories":2188},[228],{"categories":2190},[],{"categories":2192},[225],{"categories":2194},[283],{"categories":2196},[269],{"categories":2198},[228],{"categories":2200},[225],{"categories":2202},[540],{"categories":2204},[],{"categories":2206},[225],{"categories":2208},[283],{"categories":2210},[176],{"categories":2212},[225],{"categories":2214},[],{"categories":2216},[283],{"categories":2218},[246],{"categories":2220},[225],{"categories":2222},[225],{"categories":2224},[219],{"categories":2226},[],{"categories":2228},[],{"categories":2230},[176],{"categories":2232},[225],{"categories":2234},[269],{"categories":2236},[283],{"categories":2238},[283],{"categories":2240},[246],{"categories":2242},[],{"categories":2244},[],{"categories":2246},[225],{"categories":2248},[],{"categories":2250},[225,276],{"categories":2252},[246],{"categories":2254},[228],{"categories":2256},[276],{"categories":2258},[225],{"categories":2260},[219],{"categories":2262},[],{"categories":2264},[],{"categories":2266},[219],{"categories":2268},[283],{"categories":2270},[225],{"categories":2272},[],{"categories":2274},[176,225],{"categories":2276},[540],{"categories":2278},[219],{"categories":2280},[],{"categories":2282},[222],{"categories":2284},[222],{"categories":2286},[225],{"categories":2288},[276],{"categories":2290},[228],{"categories":2292},[246],{"categories":2294},[283],{"categories":2296},[176],{"categories":2298},[225],{"categories":2300},[225],{"categories":2302},[225],{"categories":2304},[219],{"categories":2306},[225],{"categories":2308},[228],{"categories":2310},[246],{"categories":2312},[],{"categories":2314},[],{"categories":2316},[269],{"categories":2318},[276],{"categories":2320},[225],{"categories":2322},[176],{"categories":2324},[269],{"categories":2326},[225],{"categories":2328},[225],{"categories":2330},[228],{"categories":2332},[228],{"categories":2334},[225,222],{"categories":2336},[],{"categories":2338},[176],{"categories":2340},[],{"categories":2342},[225],{"categories":2344},[246],{"categories":2346},[219],{"categories":2348},[219],{"categories":2350},[228],{"categories":2352},[225],{"categories":2354},[222],{"categories":2356},[276],{"categories":2358},[283],{"categories":2360},[],{"categories":2362},[246],{"categories":2364},[225],{"categories":2366},[225],{"categories":2368},[246],{"categories":2370},[276],{"categories":2372},[225],{"categories":2374},[228],{"categories":2376},[246],{"categories":2378},[225],{"categories":2380},[176],{"categories":2382},[225],{"categories":2384},[225],{"categories":2386},[540],{"categories":2388},[231],{"categories":2390},[228],{"categories":2392},[225],{"categories":2394},[246],{"categories":2396},[228],{"categories":2398},[283],{"categories":2400},[225],{"categories":2402},[],{"categories":2404},[225],{"categories":2406},[],{"categories":2408},[],{"categories":2410},[],{"categories":2412},[222],{"categories":2414},[225],{"categories":2416},[228],{"categories":2418},[246],{"categories":2420},[246],{"categories":2422},[246],{"categories":2424},[246],{"categories":2426},[],{"categories":2428},[219],{"categories":2430},[228],{"categories":2432},[246],{"categories":2434},[219],{"categories":2436},[228],{"categories":2438},[225],{"categories":2440},[225,228],{"categories":2442},[228],{"categories":2444},[540],{"categories":2446},[246],{"categories":2448},[246],{"categories":2450},[228],{"categories":2452},[225],{"categories":2454},[],{"categories":2456},[246],{"categories":2458},[283],{"categories":2460},[219],{"categories":2462},[225],{"categories":2464},[225],{"categories":2466},[],{"categories":2468},[276],{"categories":2470},[],{"categories":2472},[219],{"categories":2474},[228],{"categories":2476},[246],{"categories":2478},[225],{"categories":2480},[246],{"categories":2482},[219],{"categories":2484},[246],{"categories":2486},[246],{"categories":2488},[],{"categories":2490},[222],{"categories":2492},[228],{"categories":2494},[246],{"categories":2496},[246],{"categories":2498},[246],{"categories":2500},[246],{"categories":2502},[246],{"categories":2504},[246],{"categories":2506},[246],{"categories":2508},[246],{"categories":2510},[246],{"categories":2512},[246],{"categories":2514},[269],{"categories":2516},[219],{"categories":2518},[225],{"categories":2520},[225],{"categories":2522},[],{"categories":2524},[225,219],{"categories":2526},[],{"categories":2528},[228],{"categories":2530},[246],{"categories":2532},[228],{"categories":2534},[225],{"categories":2536},[225],{"categories":2538},[225],{"categories":2540},[225],{"categories":2542},[225],{"categories":2544},[228],{"categories":2546},[222],{"categories":2548},[176],{"categories":2550},[246],{"categories":2552},[225],{"categories":2554},[],{"categories":2556},[],{"categories":2558},[228],{"categories":2560},[176],{"categories":2562},[225],{"categories":2564},[],{"categories":2566},[],{"categories":2568},[283],{"categories":2570},[225],{"categories":2572},[],{"categories":2574},[],{"categories":2576},[219],{"categories":2578},[222],{"categories":2580},[225],{"categories":2582},[222],{"categories":2584},[176],{"categories":2586},[],{"categories":2588},[246],{"categories":2590},[],{"categories":2592},[176],{"categories":2594},[225],{"categories":2596},[283],{"categories":2598},[],{"categories":2600},[283],{"categories":2602},[],{"categories":2604},[],{"categories":2606},[228],{"categories":2608},[],{"categories":2610},[222],{"categories":2612},[219],{"categories":2614},[176],{"categories":2616},[276],{"categories":2618},[],{"categories":2620},[],{"categories":2622},[225],{"categories":2624},[219],{"categories":2626},[283],{"categories":2628},[],{"categories":2630},[228],{"categories":2632},[228],{"categories":2634},[246],{"categories":2636},[225],{"categories":2638},[228],{"categories":2640},[225],{"categories":2642},[228],{"categories":2644},[225],{"categories":2646},[231],{"categories":2648},[246],{"categories":2650},[],{"categories":2652},[283],{"categories":2654},[276],{"categories":2656},[228],{"categories":2658},[],{"categories":2660},[225],{"categories":2662},[228],{"categories":2664},[222],{"categories":2666},[219],{"categories":2668},[225],{"categories":2670},[176],{"categories":2672},[276],{"categories":2674},[276],{"categories":2676},[225],{"categories":2678},[269],{"categories":2680},[225],{"categories":2682},[228],{"categories":2684},[222],{"categories":2686},[228],{"categories":2688},[225],{"categories":2690},[225],{"categories":2692},[228],{"categories":2694},[246],{"categories":2696},[],{"categories":2698},[219],{"categories":2700},[225],{"categories":2702},[228],{"categories":2704},[225],{"categories":2706},[225],{"categories":2708},[],{"categories":2710},[176],{"categories":2712},[222],{"categories":2714},[246],{"categories":2716},[225],{"categories":2718},[225],{"categories":2720},[176],{"categories":2722},[283],{"categories":2724},[269],{"categories":2726},[225],{"categories":2728},[246],{"categories":2730},[225],{"categories":2732},[228],{"categories":2734},[540],{"categories":2736},[225],{"categories":2738},[228],{"categories":2740},[269],{"categories":2742},[],{"categories":2744},[228],{"categories":2746},[276],{"categories":2748},[176],{"categories":2750},[225],{"categories":2752},[219],{"categories":2754},[222],{"categories":2756},[276],{"categories":2758},[],{"categories":2760},[228],{"categories":2762},[225],{"categories":2764},[],{"categories":2766},[246],{"categories":2768},[],{"categories":2770},[246],{"categories":2772},[225],{"categories":2774},[228],{"categories":2776},[228],{"categories":2778},[228],{"categories":2780},[],{"categories":2782},[],{"categories":2784},[225],{"categories":2786},[225],{"categories":2788},[],{"categories":2790},[176],{"categories":2792},[228],{"categories":2794},[283],{"categories":2796},[219],{"categories":2798},[],{"categories":2800},[],{"categories":2802},[246],{"categories":2804},[276],{"categories":2806},[225],{"categories":2808},[225],{"categories":2810},[225],{"categories":2812},[276],{"categories":2814},[246],{"categories":2816},[176],{"categories":2818},[225],{"categories":2820},[225],{"categories":2822},[225],{"categories":2824},[246],{"categories":2826},[225],{"categories":2828},[246],{"categories":2830},[228],{"categories":2832},[228],{"categories":2834},[276],{"categories":2836},[228],{"categories":2838},[225],{"categories":2840},[276],{"categories":2842},[176],{"categories":2844},[],{"categories":2846},[228],{"categories":2848},[],{"categories":2850},[],{"categories":2852},[],{"categories":2854},[222],{"categories":2856},[225],{"categories":2858},[228],{"categories":2860},[219],{"categories":2862},[228],{"categories":2864},[283],{"categories":2866},[],{"categories":2868},[228],{"categories":2870},[],{"categories":2872},[219],{"categories":2874},[228],{"categories":2876},[],{"categories":2878},[228],{"categories":2880},[225],{"categories":2882},[246],{"categories":2884},[225],{"categories":2886},[228],{"categories":2888},[246],{"categories":2890},[228],{"categories":2892},[276],{"categories":2894},[176],{"categories":2896},[219],{"categories":2898},[],{"categories":2900},[228],{"categories":2902},[176],{"categories":2904},[540],{"categories":2906},[246],{"categories":2908},[225],{"categories":2910},[176],{"categories":2912},[219],{"categories":2914},[],{"categories":2916},[228],{"categories":2918},[228],{"categories":2920},[225],{"categories":2922},[],{"categories":2924},[228],{"categories":2926},[231],{"categories":2928},[246],{"categories":2930},[228],{"categories":2932},[222],{"categories":2934},[],{"categories":2936},[225],{"categories":2938},[231],{"categories":2940},[225],{"categories":2942},[228],{"categories":2944},[246],{"categories":2946},[219],{"categories":2948},[540],{"categories":2950},[225],{"categories":2952},[225],{"categories":2954},[225],{"categories":2956},[246],{"categories":2958},[222],{"categories":2960},[225],{"categories":2962},[176],{"categories":2964},[246],{"categories":2966},[540],{"categories":2968},[225],{"categories":2970},[],{"categories":2972},[],{"categories":2974},[540],{"categories":2976},[269],{"categories":2978},[228],{"categories":2980},[228],{"categories":2982},[246],{"categories":2984},[225],{"categories":2986},[219],{"categories":2988},[176],{"categories":2990},[228],{"categories":2992},[225],{"categories":2994},[283],{"categories":2996},[225],{"categories":2998},[228],{"categories":3000},[],{"categories":3002},[225],{"categories":3004},[225],{"categories":3006},[246],{"categories":3008},[219],{"categories":3010},[],{"categories":3012},[225],{"categories":3014},[225],{"categories":3016},[276],{"categories":3018},[176],{"categories":3020},[225,228],{"categories":3022},[283,222],{"categories":3024},[225],{"categories":3026},[],{"categories":3028},[228],{"categories":3030},[],{"categories":3032},[276],{"categories":3034},[225],{"categories":3036},[246],{"categories":3038},[],{"categories":3040},[228],{"categories":3042},[],{"categories":3044},[176],{"categories":3046},[228],{"categories":3048},[219],{"categories":3050},[228],{"categories":3052},[225],{"categories":3054},[540],{"categories":3056},[283],{"categories":3058},[222],{"categories":3060},[222],{"categories":3062},[219],{"categories":3064},[219],{"categories":3066},[225],{"categories":3068},[228],{"categories":3070},[225],{"categories":3072},[225],{"categories":3074},[219],{"categories":3076},[225],{"categories":3078},[283],{"categories":3080},[246],{"categories":3082},[225],{"categories":3084},[228],{"categories":3086},[225],{"categories":3088},[],{"categories":3090},[276],{"categories":3092},[],{"categories":3094},[228],{"categories":3096},[219],{"categories":3098},[],{"categories":3100},[540],{"categories":3102},[225],{"categories":3104},[],{"categories":3106},[246],{"categories":3108},[228],{"categories":3110},[276],{"categories":3112},[225],{"categories":3114},[228],{"categories":3116},[276],{"categories":3118},[228],{"categories":3120},[246],{"categories":3122},[219],{"categories":3124},[246],{"categories":3126},[276],{"categories":3128},[225],{"categories":3130},[176],{"categories":3132},[225],{"categories":3134},[225],{"categories":3136},[225],{"categories":3138},[225],{"categories":3140},[228],{"categories":3142},[225],{"categories":3144},[228],{"categories":3146},[225],{"categories":3148},[219],{"categories":3150},[225],{"categories":3152},[228],{"categories":3154},[176],{"categories":3156},[219],{"categories":3158},[228],{"categories":3160},[176],{"categories":3162},[],{"categories":3164},[225],{"categories":3166},[225],{"categories":3168},[276],{"categories":3170},[],{"categories":3172},[228],{"categories":3174},[283],{"categories":3176},[225],{"categories":3178},[246],{"categories":3180},[283],{"categories":3182},[228],{"categories":3184},[222],{"categories":3186},[222],{"categories":3188},[225],{"categories":3190},[219],{"categories":3192},[],{"categories":3194},[225],{"categories":3196},[],{"categories":3198},[219],{"categories":3200},[225],{"categories":3202},[228],{"categories":3204},[228],{"categories":3206},[],{"categories":3208},[276],{"categories":3210},[276],{"categories":3212},[283],{"categories":3214},[176],{"categories":3216},[],{"categories":3218},[225],{"categories":3220},[219],{"categories":3222},[225],{"categories":3224},[276],{"categories":3226},[219],{"categories":3228},[246],{"categories":3230},[246],{"categories":3232},[],{"categories":3234},[246],{"categories":3236},[228],{"categories":3238},[176],{"categories":3240},[269],{"categories":3242},[225],{"categories":3244},[],{"categories":3246},[246],{"categories":3248},[276],{"categories":3250},[222],{"categories":3252},[225],{"categories":3254},[219],{"categories":3256},[540],{"categories":3258},[219],{"categories":3260},[],{"categories":3262},[],{"categories":3264},[246],{"categories":3266},[],{"categories":3268},[228],{"categories":3270},[228],{"categories":3272},[228],{"categories":3274},[],{"categories":3276},[225],{"categories":3278},[],{"categories":3280},[246],{"categories":3282},[219],{"categories":3284},[176],{"categories":3286},[225],{"categories":3288},[246],{"categories":3290},[246],{"categories":3292},[],{"categories":3294},[246],{"categories":3296},[219],{"categories":3298},[225],{"categories":3300},[],{"categories":3302},[228],{"categories":3304},[228],{"categories":3306},[219],{"categories":3308},[],{"categories":3310},[],{"categories":3312},[],{"categories":3314},[176],{"categories":3316},[228],{"categories":3318},[225],{"categories":3320},[],{"categories":3322},[],{"categories":3324},[],{"categories":3326},[176],{"categories":3328},[],{"categories":3330},[219],{"categories":3332},[],{"categories":3334},[],{"categories":3336},[176],{"categories":3338},[225],{"categories":3340},[246],{"categories":3342},[],{"categories":3344},[283],{"categories":3346},[246],{"categories":3348},[283],{"categories":3350},[225],{"categories":3352},[],{"categories":3354},[],{"categories":3356},[228],{"categories":3358},[],{"categories":3360},[],{"categories":3362},[228],{"categories":3364},[225],{"categories":3366},[],{"categories":3368},[228],{"categories":3370},[246],{"categories":3372},[283],{"categories":3374},[269],{"categories":3376},[228],{"categories":3378},[228],{"categories":3380},[],{"categories":3382},[],{"categories":3384},[],{"categories":3386},[246],{"categories":3388},[],{"categories":3390},[],{"categories":3392},[176],{"categories":3394},[219],{"categories":3396},[],{"categories":3398},[222],{"categories":3400},[283],{"categories":3402},[225],{"categories":3404},[276],{"categories":3406},[219],{"categories":3408},[269],{"categories":3410},[222],{"categories":3412},[276],{"categories":3414},[],{"categories":3416},[],{"categories":3418},[228],{"categories":3420},[219],{"categories":3422},[176],{"categories":3424},[219],{"categories":3426},[228],{"categories":3428},[540],{"categories":3430},[228],{"categories":3432},[],{"categories":3434},[225],{"categories":3436},[246],{"categories":3438},[276],{"categories":3440},[],{"categories":3442},[176],{"categories":3444},[246],{"categories":3446},[219],{"categories":3448},[228],{"categories":3450},[225],{"categories":3452},[222],{"categories":3454},[228,540],{"categories":3456},[228],{"categories":3458},[276],{"categories":3460},[225],{"categories":3462},[269],{"categories":3464},[283],{"categories":3466},[228],{"categories":3468},[],{"categories":3470},[228],{"categories":3472},[225],{"categories":3474},[222],{"categories":3476},[],{"categories":3478},[],{"categories":3480},[225],{"categories":3482},[269],{"categories":3484},[225],{"categories":3486},[],{"categories":3488},[246],{"categories":3490},[],{"categories":3492},[246],{"categories":3494},[276],{"categories":3496},[228],{"categories":3498},[225],{"categories":3500},[283],{"categories":3502},[276],{"categories":3504},[],{"categories":3506},[246],{"categories":3508},[225],{"categories":3510},[],{"categories":3512},[225],{"categories":3514},[228],{"categories":3516},[225],{"categories":3518},[228],{"categories":3520},[225],{"categories":3522},[225],{"categories":3524},[225],{"categories":3526},[225],{"categories":3528},[222],{"categories":3530},[],{"categories":3532},[231],{"categories":3534},[246],{"categories":3536},[225],{"categories":3538},[],{"categories":3540},[276],{"categories":3542},[225],{"categories":3544},[225],{"categories":3546},[228],{"categories":3548},[246],{"categories":3550},[225],{"categories":3552},[225],{"categories":3554},[222],{"categories":3556},[228],{"categories":3558},[176],{"categories":3560},[],{"categories":3562},[269],{"categories":3564},[225],{"categories":3566},[],{"categories":3568},[246],{"categories":3570},[283],{"categories":3572},[],{"categories":3574},[],{"categories":3576},[246],{"categories":3578},[246],{"categories":3580},[283],{"categories":3582},[219],{"categories":3584},[228],{"categories":3586},[228],{"categories":3588},[225],{"categories":3590},[222],{"categories":3592},[],{"categories":3594},[],{"categories":3596},[246],{"categories":3598},[269],{"categories":3600},[276],{"categories":3602},[228],{"categories":3604},[176],{"categories":3606},[269],{"categories":3608},[269],{"categories":3610},[],{"categories":3612},[246],{"categories":3614},[225],{"categories":3616},[225],{"categories":3618},[276],{"categories":3620},[],{"categories":3622},[246],{"categories":3624},[246],{"categories":3626},[246],{"categories":3628},[],{"categories":3630},[228],{"categories":3632},[225],{"categories":3634},[],{"categories":3636},[219],{"categories":3638},[222],{"categories":3640},[],{"categories":3642},[225],{"categories":3644},[225],{"categories":3646},[],{"categories":3648},[276],{"categories":3650},[],{"categories":3652},[],{"categories":3654},[],{"categories":3656},[],{"categories":3658},[225],{"categories":3660},[246],{"categories":3662},[],{"categories":3664},[],{"categories":3666},[225],{"categories":3668},[225],{"categories":3670},[225],{"categories":3672},[269],{"categories":3674},[225],{"categories":3676},[269],{"categories":3678},[],{"categories":3680},[269],{"categories":3682},[269],{"categories":3684},[540],{"categories":3686},[228],{"categories":3688},[276],{"categories":3690},[],{"categories":3692},[],{"categories":3694},[269],{"categories":3696},[276],{"categories":3698},[276],{"categories":3700},[276],{"categories":3702},[],{"categories":3704},[219],{"categories":3706},[276],{"categories":3708},[276],{"categories":3710},[219],{"categories":3712},[276],{"categories":3714},[222],{"categories":3716},[276],{"categories":3718},[276],{"categories":3720},[276],{"categories":3722},[269],{"categories":3724},[246],{"categories":3726},[246],{"categories":3728},[225],{"categories":3730},[276],{"categories":3732},[269],{"categories":3734},[540],{"categories":3736},[269],{"categories":3738},[269],{"categories":3740},[269],{"categories":3742},[],{"categories":3744},[222],{"categories":3746},[],{"categories":3748},[540],{"categories":3750},[276],{"categories":3752},[276],{"categories":3754},[276],{"categories":3756},[228],{"categories":3758},[246,222],{"categories":3760},[269],{"categories":3762},[],{"categories":3764},[],{"categories":3766},[269],{"categories":3768},[],{"categories":3770},[269],{"categories":3772},[246],{"categories":3774},[228],{"categories":3776},[],{"categories":3778},[276],{"categories":3780},[225],{"categories":3782},[176],{"categories":3784},[],{"categories":3786},[225],{"categories":3788},[],{"categories":3790},[246],{"categories":3792},[219],{"categories":3794},[269],{"categories":3796},[],{"categories":3798},[276],{"categories":3800},[246],[3802,3878,4028,4157],{"id":3803,"title":3804,"ai":3805,"body":3810,"categories":3847,"created_at":177,"date_modified":177,"description":167,"extension":178,"faq":177,"featured":179,"kicker_label":177,"meta":3848,"navigation":198,"path":3865,"published_at":3866,"question":177,"scraped_at":3866,"seo":3867,"sitemap":3868,"source_id":3869,"source_name":3870,"source_type":206,"source_url":3871,"stem":3872,"tags":3873,"thumbnail_url":177,"tldr":3875,"tweet":177,"unknown_tags":3876,"__hash__":3877},"summaries\u002Fsummaries\u002F127b534740cf87c5-ai-mockups-free-teams-for-system-level-design-summary.md","AI Mockups Free Teams for System-Level Design",{"provider":7,"model":8,"input_tokens":3806,"output_tokens":3807,"processing_time_ms":3808,"cost_usd":3809},4221,1302,17359,0.0014727,{"type":14,"value":3811,"toc":3842},[3812,3816,3819,3822,3826,3829,3832,3836,3839],[17,3813,3815],{"id":3814},"democratizing-mockups-accelerates-coherency-challenges","Democratizing Mockups Accelerates Coherency Challenges",[22,3817,3818],{},"AI tools let backend engineers, product managers, and frontend developers produce UI mockups or even working builds rapidly—often in minutes. This exposes the real difficulty: ensuring a product's features interact coherently, with consistent data structures and relationships that align with user mental models. Instead of designers owning mockups, teams now converge on shared understanding of the underlying system, making products work for people rather than forcing users to adapt.",[22,3820,3821],{},"In practice, multiple AI-generated mockups from diverse roles spark essential questions like \"How do these features interrelate?\" and \"What data supports this UI across the product?\" This alignment across backend, frontend, PM, and design roles prevents fragmented implementations and builds clarity that single-mockup reviews rarely achieve.",[17,3823,3825],{"id":3824},"multiple-perspectives-drive-deeper-conversations","Multiple Perspectives Drive Deeper Conversations",[22,3827,3828],{},"When team members arrive with their own mockups, discussions bypass superficial preferences (\"Do you like this layout?\") and target foundational elements: system objects, data interrelations, and optimal user representations. A real meeting example showed three disciplines presenting AI-assisted concepts, leading to consensus on data needs and product-wide integration—far more valuable than critiquing one designer's pixels.",[22,3830,3831],{},"This approach counters individual biases in mental models, as visualized in concept diagrams where varied interpretations of features highlight gaps. Result: teams page on purpose-driven layouts that stem from the application's core intent, not arbitrary visuals.",[17,3833,3835],{"id":3834},"educational-analogy-baselines-unlock-advanced-analysis","Educational Analogy: Baselines Unlock Advanced Analysis",[22,3837,3838],{},"A business school shifted from banning AI to embracing it after students used it to complete case study analyses in minutes. Previously, classes wasted an hour establishing basics; now, within 10 minutes, everyone shares a baseline, freeing 80-90% of time for expanding into deeper topics like strategic implications.",[22,3840,3841],{},"Apply this to design: AI mockups provide universal baselines, skipping idea-pitching to tackle meaty issues like system coherence—issues previously sidelined by mockup production time. Layouts matter, but only when derived from purposeful system representations.",{"title":167,"searchDepth":168,"depth":168,"links":3843},[3844,3845,3846],{"id":3814,"depth":168,"text":3815},{"id":3824,"depth":168,"text":3825},{"id":3834,"depth":168,"text":3835},[176],{"group":3849,"content_references":3850,"triage":3861},"luke-wroblewski",[3851,3855],{"type":3852,"title":3853,"url":3854,"context":192},"event","Design Futures Assembly","https:\u002F\u002Flukew.com\u002Fff\u002Fentry.asp?2151",{"type":3856,"title":3857,"author":3858,"publisher":3859,"url":3860,"context":192},"book","Mobile First","Luke Wroblewski","A Book Apart","https:\u002F\u002Fabookapart.com\u002Fproducts\u002Fmobile-first",{"relevance":3862,"novelty":194,"quality":194,"actionability":194,"composite":3863,"reasoning":3864},5,4.35,"Category: Design & Frontend. The article discusses how AI tools can democratize the mockup process, allowing various team members to contribute and focus on system-level design rather than just pixel-perfect layouts. This directly addresses the pain points of the Design Technologist persona by emphasizing collaboration and coherent product design.","\u002Fsummaries\u002F127b534740cf87c5-ai-mockups-free-teams-for-system-level-design-summary","2026-05-12 15:01:36",{"title":3804,"description":167},{"loc":3865},"127b534740cf87c5","LukeW — Functioning Form","https:\u002F\u002Fwww.lukew.com\u002Fff\u002Fentry.asp?2152","summaries\u002F127b534740cf87c5-ai-mockups-free-teams-for-system-level-design-summary",[212,210,211,3874],"design-frontend","AI enables anyone to generate mockups in minutes, shifting focus from pixel layouts to crucial discussions on data structures, feature relationships, and user mental models for product coherency.",[3874],"KR4wPxF4KQH3DA4oQdH9JmSkQwV5SiWWy3FdJyAejk8",{"id":3879,"title":3880,"ai":3881,"body":3886,"categories":3998,"created_at":177,"date_modified":177,"description":167,"extension":178,"faq":177,"featured":179,"kicker_label":177,"meta":3999,"navigation":198,"path":4012,"published_at":4013,"question":177,"scraped_at":4014,"seo":4015,"sitemap":4016,"source_id":4017,"source_name":205,"source_type":4018,"source_url":4019,"stem":4020,"tags":4021,"thumbnail_url":4023,"tldr":4024,"tweet":4025,"unknown_tags":4026,"__hash__":4027},"summaries\u002Fsummaries\u002Fd37360e0f3a849cb-shopify-shop-s-big-design-bets-vision-ai-craft-summary.md","Shopify Shop's Big Design Bets: Vision, AI, Craft",{"provider":7,"model":8,"input_tokens":3882,"output_tokens":3883,"processing_time_ms":3884,"cost_usd":3885},8203,2441,37662,0.0028386,{"type":14,"value":3887,"toc":3991},[3888,3892,3895,3898,3901,3905,3908,3911,3914,3918,3921,3924,3927,3931,3934,3937,3940,3943,3946,3949,3952,3959,3962,3965],[17,3889,3891],{"id":3890},"bold-bets-on-window-shopping-over-dense-feeds","Bold Bets on Window Shopping Over Dense Feeds",[22,3893,3894],{},"Katarina Batina describes the Shop app as a 'love child' of internal projects Arrive (package tracking to cut merchant support tickets) and Shopify Pay (seamless checkout). The vision, driven by Shopify CTO Toby Lutke, positions Shop as a merchant-first shopping destination where buyers browse for entertainment, not just transactions. This led to the 'super feed,' iterated from static cards to a highly personalized, content-driven experience.",[22,3896,3897],{},"Initial prototypes faced pushback from product managers and data scientists for low information density—contradicting e-commerce best practices like maximizing products per view. 'Initial discussions around some of the prototypes that we had created were making a lot of product managers and data scientists a little nervous saying like wow this really thwarts what we understand best practices to look like,' Batina recalls. Yet Shopify built and shipped, refining with strong recommendations algorithms. Recent unlocks include AI-generated videos for dynamic cards and merchant posts syndicating Instagram\u002FTikTok content with shoppable tags, making the feed feel alive like offline window shopping.",[22,3899,3900],{},"Rid notes Shop as the only app he browses without intent, crediting its addictive scroll. Batina credits the bet paying off, inspiring giants like Amazon and Target to adopt narrative cards—proof at scale that storytelling elevates commerce.",[17,3902,3904],{"id":3903},"prototyping-production-ready-worlds-with-ai","Prototyping Production-Ready Worlds with AI",[22,3906,3907],{},"A key enabler is empowering designers like Luke Dupont to prototype 'shop stores'—rich, native versions of merchants' online stores within Shop. This balances uniform buyer browsing with merchant expression, pulling real online store data (videos, SVGs, wordmarks) despite legacy structures.",[22,3909,3910],{},"Dupont's prototypes create entire worlds: grids of configurable storefronts fed by production data. Using a 'Pi harness' with Cursor (Cloud Code), safe data pulls, and internal Quick hosting for shareable links, designers bypass local silos. Batina highlights AI's role: 'His ability to develop the set of prototypes... has been truly remarkable... because of AI wholeheartedly.' Luke philosophizes with Claude, plans, then codes end-to-end—not just features, but holistic directions.",[22,3912,3913],{},"This setup lets designers challenge data limits, fostering a 'builders paradise.' Batina urges jumping crafts: 'Think about a place... where you feel like you're being blocked... there's nothing stopping me from... embedding myself in that craft.' John Rundle's 'undercart' (drawer under cart) emerged from 'shoplifting' sprints—2-4 week pencils-down craft marathons polishing every surface.",[17,3915,3917],{"id":3916},"balancing-metrics-risk-and-founder-led-delight","Balancing Metrics, Risk, and Founder-Led Delight",[22,3919,3920],{},"Batina stresses intimate business awareness to navigate tensions. Big changes reset baselines lower than incumbents, accepting initial dips for long-term gains. Toby's directive: 'Open up Shop and see something delightful'—rare CEO focus on quality over KPIs.",[22,3922,3923],{},"Cross-functional trust enables this: small teams align on rising craft bars during shoplifts or winter moonshots. Inspiration draws from physical retail like Skims, Tacovas, Outdoor Voices—recreating worlds in software. Batina admits trade-offs: 'I'm very much a have a cake and eat it too kind of gal... performant, beautiful, and... ship quickly.'",[22,3925,3926],{},"Example: Jess Ericson's growth team redesigned Shopify's signup—a 'hardened lifeline'—despite beauty-over-performance fears. Setting risk tolerance, it netted positive. Batina warns against local maxima: 'Not locally maximizing... not just totally locally stuck.' Metrics validate post-ship, like undercart's data-driven success.",[17,3928,3930],{"id":3929},"ais-shift-in-strategy-leadership-and-editing","AI's Shift in Strategy, Leadership, and Editing",[22,3932,3933],{},"AI accelerates prototyping but reshapes strategy. Batina notes product thinking evolves: great craft must yield product insight. In AI era, designers lead by editing—avoiding overcook: 'Don't get stuck building for production... Making sure you don't overcook the app.'",[22,3935,3936],{},"To excite stakeholders: Share prototypes early, reset expectations. Leadership means capitalizing on AI for speed while prioritizing editing for focus. 'The importance of editing' ensures bold ideas ship without bloat. Batina sees AI enabling broad strokes: 'We've been able to paint with very broad strokes against very bold ideas.'",[22,3938,3939],{},"Rid probes AI's product impact; Batina ties it to vision persistence amid hype.",[22,3941,3942],{},"\"You need to create the grounds to take some risk knowing that you're going to commit just as much iteration into the next thing as you did the incumbent product.\"",[22,3944,3945],{},"– Katarina Batina on resetting baselines for redesigns",[22,3947,3948],{},"\"Block off your calendar, go to your nearest shopping neighborhood... recreate the joy and excitement of those worlds in software.\"",[22,3950,3951],{},"– Katarina Batina on sourcing delight from physical retail",[22,3953,3954,3955,3958],{},"\"Toby ",[32,3956,3957],{},"Lutke",": 'Katarina, I want to open up Shop and see something delightful.' That's not how a lot of CEOs talk.\"",[22,3960,3961],{},"– Katarina Batina on founder directives",[17,3963,119],{"id":3964},"key-takeaways",[57,3966,3967,3970,3973,3976,3979,3982,3985,3988],{},[60,3968,3969],{},"Run 'shoplifting' sprints: 2-4 weeks of cross-functional craft focus to polish products horizontally, yielding gems like undercart.",[60,3971,3972],{},"Prototype with real data using AI tools like Claude + Cursor in safe harnesses (e.g., Pi, Quick hosting) to build shareable worlds, not isolated features.",[60,3974,3975],{},"Reset baselines for big bets: Accept short-term metric dips to beat incumbents, backed by iteration commitment.",[60,3977,3978],{},"Draw inspiration offline: Visit merchant stores (Skims, Tacovas) to infuse software with physical world's joy.",[60,3980,3981],{},"Prioritize editing in AI era: Avoid overcooking; ship bold visions by focusing ruthlessly.",[60,3983,3984],{},"Embed in other crafts: Designers, learn PM\u002Fdata skills to unblock yourself and form independent conclusions.",[60,3986,3987],{},"Build trust for delight: Align small teams with founder-led quality mandates over pure KPIs.",[60,3989,3990],{},"Use merchant content (posts, videos) + AI generation to make feeds dynamic and shoppable.",{"title":167,"searchDepth":168,"depth":168,"links":3992},[3993,3994,3995,3996,3997],{"id":3890,"depth":168,"text":3891},{"id":3903,"depth":168,"text":3904},{"id":3916,"depth":168,"text":3917},{"id":3929,"depth":168,"text":3930},{"id":3964,"depth":168,"text":119},[176],{"content_references":4000,"triage":4010},[4001,4002,4004,4007],{"type":183,"title":191,"context":192},{"type":183,"title":4003,"context":192},"Cursor",{"type":183,"title":4005,"url":4006,"context":192},"Jitter","https:\u002F\u002Fdive.club\u002Fjitter",{"type":183,"title":4008,"url":4009,"context":192},"Desen","https:\u002F\u002Fdive.club\u002Fdesen",{"relevance":194,"novelty":195,"quality":194,"actionability":195,"composite":196,"reasoning":4011},"Category: Design & Frontend. The article discusses innovative design strategies and AI integration in the Shopify Shop app, addressing the audience's interest in practical applications of design and AI tools. It provides insights into the prototyping process and the balance between user experience and merchant needs, which are relevant to product builders.","\u002Fsummaries\u002Fd37360e0f3a849cb-shopify-shop-s-big-design-bets-vision-ai-craft-summary","2026-05-12 11:57:52","2026-05-12 15:00:33",{"title":3880,"description":167},{"loc":4012},"d37360e0f3a849cb","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=0YjO7wShTkQ","summaries\u002Fd37360e0f3a849cb-shopify-shop-s-big-design-bets-vision-ai-craft-summary",[210,211,212,4022],"frontend","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F0YjO7wShTkQ\u002Fhqdefault.jpg","Katarina Batina explains how Shopify's Shop app thrives by prioritizing bold visions like low-density feeds and AI prototypes over strict metrics, fostering delight through cross-functional craft sprints.","Interview with Shopify Design Director [Katarina Batina](https:\u002F\u002Fx.com\u002Fkatarinabatina) on Shop app projects like the low-density super feed, cart redesign, and merchant stores, plus balancing metrics\u002Fvision, avoiding over-engineering, and AI's impact on strategy.",[],"_4q51LOOZ-U2iLYstrb9eUao03pOKI29PDUsVngwQNw",{"id":4029,"title":4030,"ai":4031,"body":4036,"categories":4141,"created_at":177,"date_modified":177,"description":4142,"extension":178,"faq":177,"featured":179,"kicker_label":177,"meta":4143,"navigation":198,"path":4144,"published_at":4145,"question":177,"scraped_at":4146,"seo":4147,"sitemap":4148,"source_id":4149,"source_name":205,"source_type":4018,"source_url":4150,"stem":4151,"tags":4152,"thumbnail_url":177,"tldr":4154,"tweet":177,"unknown_tags":4155,"__hash__":4156},"summaries\u002Fsummaries\u002F8046f6d6da63b2a3-openai-design-models-over-pixels-summary.md","OpenAI Design: Models Over Pixels",{"provider":7,"model":8,"input_tokens":4032,"output_tokens":4033,"processing_time_ms":4034,"cost_usd":4035},8648,1938,18921,0.00240775,{"type":14,"value":4037,"toc":4134},[4038,4042,4045,4048,4051,4055,4058,4061,4064,4068,4071,4074,4078,4081,4084,4087,4089,4115,4117],[17,4039,4041],{"id":4040},"research-led-design-shifts-focus-to-model-capabilities","Research-Led Design Shifts Focus to Model Capabilities",[22,4043,4044],{},"Ian Silber, OpenAI's Head of Product Design, describes joining from a gaming startup amid GPT-4's release, bringing a team of eight ex-Instagram colleagues. OpenAI's research-lab origins create a mission-driven environment where progress accelerates daily. \"From day one, it was just such a different place,\" Silber recalls from his first all-hands, highlighting demos of future model potential that underscore the pace.",[22,4046,4047],{},"Designers thrive by embedding with researchers, probing model strengths and failures. Silber emphasizes curiosity over technical depth: play with models, tweak behaviors via prompts, and productize capabilities. Rather than pixel-perfect mocks, teams explore token-level interventions. For onboarding, traditional tours yield to model-driven context injection. \"We're really like stripping back a lot of maybe what you might traditionally do and trying to say, well actually what let's think about like how we should give this context to the model,\" Silber says. Prototyping involves system prompts; tweaks yield outputs tested for friendliness and clarity, bypassing Figma for direct model interaction.",[22,4049,4050],{},"Host Rid presses on balancing chat simplicity with advanced features. Silber admits no formal principles yet—intuition guides. Chat evolves beyond text: writing tasks now render editable containers for direct manipulation. Users select text, delete, or prompt changes locally, blending model responses with UI. Data revealed tedious loops in editing; the fix targets specifics without full rewrites. \"We wanted to kind of lean into more direct manipulation,\" Silber notes, combining model logic (when to show containers) with ergonomic controls.",[17,4052,4054],{"id":4053},"dynamic-interface-library-builds-reusable-primitives","Dynamic Interface Library Builds Reusable Primitives",[22,4056,4057],{},"OpenAI invests in a \"dynamic interface library\" of composable blocks—beyond static components. Silber envisions models reasoning over these for task-specific UIs. Writing blocks exemplify: model detects use cases, outputs manipulable elements. Future expansions include math interactives, where designers prototyped step-by-step solvers after spotting archaic LaTeX outputs.",[22,4059,4060],{},"Systems thinkers excel by zooming out from isolated features. ChatGPT's fluid sessions—trip packing to email drafting—demand primitives like \"skills\" that encapsulate tasks. \"The best systems thinkers are thinking not just about their feature, but how does this feature like extend the system,\" Silber argues. Build once, reuse everywhere: primitives enhance model composability, human readability, and scalability.",[22,4062,4063],{},"Silber references past tools like Origami (by Mike Matas and Brandon Walkin) for inspiration, but AI accelerates. Cursor and Codex enable live prototypes; a designer observing poor math rendering built interactive versions via prompts, rallying the team to ship.",[17,4065,4067],{"id":4066},"bottoms-up-prototyping-powers-rapid-shipping","Bottoms-Up Prototyping Powers Rapid Shipping",[22,4069,4070],{},"Ideas ship via prototypes, not specs. Designers, PMs, engineers, or researchers spark with code—Codex generates model-integrated demos. \"It's become much easier to kind of build a working version of something,\" Silber says. Bottoms-up thrives: anyone prototypes, shares, iterates. Gaming startup scope creep taught discipline; OpenAI's generality invites experiments, but prototypes cut through.",[22,4072,4073],{},"From Friday game mechanics to Monday OpenAI launches, Silber's team adapted fast. AI tools evolved from Copilot autocomplete (\"stone age\" two years ago) to full workflows. Direct manipulation and math features stemmed from solo designer prototypes hardened collectively.",[17,4075,4077],{"id":4076},"evolving-design-practice-with-ai-tools","Evolving Design Practice with AI Tools",[22,4079,4080],{},"AI reshapes design: less pixels, more prompts. Silber's frontend stint pre-Codex involved manual coding; now, tools like Cursor output production-ready code. Rituals include model play, cross-team curiosity. Culture favors generalists thinking model-as-product.",[22,4082,4083],{},"Hiring seeks systems thinkers: curious explorers bridging research and users. No hardcore tech required, but comfort with flux. \"You don't have to be like technical to work here, but I think you have to be really curious,\" Silber advises.",[22,4085,4086],{},"OpenAI tracks \"capability gaps\"—model limits dictating interfaces. Writing containers bridge gaps in precision; primitives systematize. \"Things are changing underneath your feet all day long. And it's very exciting,\" Silber enthuses.",[17,4088,119],{"id":3964},[57,4090,4091,4094,4097,4100,4103,4106,4109,4112],{},[60,4092,4093],{},"Embed with models: Probe strengths, failures, and behaviors via prompts before UI.",[60,4095,4096],{},"Prototype in code: Use Codex\u002FCursor for live model demos, not Figma mocks.",[60,4098,4099],{},"Favor tokens over pixels: Solve via system prompts\u002Fcontext where possible.",[60,4101,4102],{},"Build primitives: Create reusable blocks (e.g., editable writing containers) for model composition.",[60,4104,4105],{},"Think systems: Extend features across fluid user sessions with skills-like abstractions.",[60,4107,4108],{},"Ship bottoms-up: Anyone prototypes; rally teams around clear value.",[60,4110,4111],{},"Balance chat purity: Direct manipulation for ergonomics, model for intelligence.",[60,4113,4114],{},"Hire curious systems thinkers: Prioritize model intuition over pixel skills.",[22,4116,148],{},[57,4118,4119,4122,4125,4128,4131],{},[60,4120,4121],{},"Ian Silber on pixel-less design: \"What can we do this without pixels? Can we do this with tokens?\"",[60,4123,4124],{},"Ian Silber on OpenAI's pace: \"We're running very closely with where all of these advancements are going... Things are changing underneath your feet all day long.\"",[60,4126,4127],{},"Ian Silber on systems thinking: \"If you think about how people use ChatGPT, it's very fluid... The best systems thinkers are thinking not just about their feature, but how does this feature extend the system.\"",[60,4129,4130],{},"Ian Silber on prototyping: \"A designer will have this idea and now with Codex... you can build real versions of this that aren't just clickable prototypes.\"",[60,4132,4133],{},"Ian Silber on model as product: \"So much of our work is figuring out what the models are good at and then trying to wrap that in a product that people can understand.\"",{"title":167,"searchDepth":168,"depth":168,"links":4135},[4136,4137,4138,4139,4140],{"id":4040,"depth":168,"text":4041},{"id":4053,"depth":168,"text":4054},{"id":4066,"depth":168,"text":4067},{"id":4076,"depth":168,"text":4077},{"id":3964,"depth":168,"text":119},[176],"If you're like me you gotta be curious... what's it like designing at OpenAI?\n\nSo I’m excited to share today’s episode with you :)\n\nIt’s a deep dive with OpenAI’s Head of Product Design, Ian Silber (https:\u002F\u002Fx.com\u002Fiansilber) .\n\nSome highlights:\n\n- The traits of the best systems thinkers at OpenAI\n- What makes the design culture at OpenAI unique\n- The vision for OpenAI's dynamic interface library\n- What it's like designing around chat as a primitive\n- What makes designing with AI as a material so unique\n- How tools like Codex are changing the practice of design\n- + a lot more\n\n- Mike Matas and Brandon Walkin (creators of Origami) https:\u002F\u002Fmikematas.com\u002F , https:\u002F\u002Fmedium.com\u002Fdesignatmeta\u002Fintroducing-origami-live-and-origami-2-0-a68116294e65\n- Cursor and Codex (AI coding tools) https:\u002F\u002Fcursor.com\u002F ,  (https:\u002F\u002Fchatgpt.com\u002Fcodex\u002F?c_id=23226110534&c_agid=188421385415&c_crid=800871103650&c_kwid=kwd-111182835&c_ims=&c_pms=9017288&c_nw=g&c_dvc=c&gad_campaignid=23226110534&gbraid=0AAAAA-I0E5dO-SVXduV4xJjtnqTNMNrAP)\n\nDive is where the best designers never stop learning 🤿\n\n🌐 dive.club\n🐦 twitter.com\u002Fjoindiveclub\n\nNow you can join advanced courses taught by the top designers to help you take a huge leap forward in your career 💪\n\nChapters\n0:00 Intro\n0:51 Ian's journey to OpenAI\n6:41 What made designing at OpenAI unique\n9:57 Designing outside of the pixels\n14:51 Traits of the best systems thinkers at OpenAI\n16:32 How to get your ideas shipped at OpenAI\n18:35 How AI tools shift the practice of design\n28:08 Design rituals at OpenAI \n33:25 OpenAI's dynamic interface library\n36:06 Understanding the capability gap \n41:13 The culture of design at OpenAI\n43:12 What Ian looks for in design candidates",{},"\u002Fsummaries\u002F8046f6d6da63b2a3-openai-design-models-over-pixels-summary","2026-04-08 13:01:26","2026-04-08 14:49:34",{"title":4030,"description":4142},{"loc":4144},"8046f6d6da63b2a3","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=oM1d9Tau27w","summaries\u002F8046f6d6da63b2a3-openai-design-models-over-pixels-summary",[4153,210,212,211],"design-systems","Ian Silber explains how OpenAI designers treat AI models as the core product, prototype with code over Figma, and build reusable primitives around chat interfaces.",[],"duGcDTxNPH3DoUiUp4q_3vrmPDP4XAFeSRAQ-0TRNwQ",{"id":4158,"title":4159,"ai":4160,"body":4165,"categories":4193,"created_at":177,"date_modified":177,"description":167,"extension":178,"faq":177,"featured":179,"kicker_label":177,"meta":4194,"navigation":198,"path":4208,"published_at":4209,"question":177,"scraped_at":4210,"seo":4211,"sitemap":4212,"source_id":4213,"source_name":4214,"source_type":206,"source_url":4215,"stem":4216,"tags":4217,"thumbnail_url":177,"tldr":4218,"tweet":177,"unknown_tags":4219,"__hash__":4220},"summaries\u002Fsummaries\u002F7dee94570799aa02-agile-demands-designing-small-value-delivering-sli-summary.md","Agile Demands Designing Small Value-Delivering Slices",{"provider":7,"model":8,"input_tokens":4161,"output_tokens":4162,"processing_time_ms":4163,"cost_usd":4164},6473,1717,19322,0.00213045,{"type":14,"value":4166,"toc":4188},[4167,4171,4174,4178,4181,4185],[17,4168,4170],{"id":4169},"shift-from-full-systems-to-standalone-value-slices","Shift from Full Systems to Standalone Value Slices",[22,4172,4173],{},"Designers instinctively zoom out to map entire ecosystems of interactions, ensuring cohesive long-term experiences. This prevents fragmentation but clashes with agile, where teams build and release one small piece per sprint. Instead of the full solution, deliver a self-contained slice that stands alone and provides real value now. This feels incomplete and risky compared to comprehensive designs, but it unlocks rapid iteration based on user feedback.",[17,4175,4177],{"id":4176},"avoid-horizontal-slicings-useless-layers","Avoid Horizontal Slicing's Useless Layers",[22,4179,4180],{},"Dividing work by technical layers—like building search algorithms before job listings—creates impressive backend without user-facing value. With no content to search, testing fails, and releases teach nothing. Laura Klein calls this horizontal slicing: it prioritizes infrastructure over complete user flows, yielding impractical prototypes.",[17,4182,4184],{"id":4183},"craft-smallest-useful-slice-for-quick-insights","Craft Smallest Useful Slice for Quick Insights",[22,4186,4187],{},"Ask: 'What’s the minimal version delivering real value?' For a job search feature, start with a simple listings page showing key details and a basic 'Apply' button (email link or CV upload form). Skip advanced filters, comparisons, or full applications initially. This lets users discover jobs and act, revealing surprises like unexpected details users want or filtering needs. Vertical slices test assumptions early, adapting the product faster than perfecting a grand vision.",{"title":167,"searchDepth":168,"depth":168,"links":4189},[4190,4191,4192],{"id":4169,"depth":168,"text":4170},{"id":4176,"depth":168,"text":4177},{"id":4183,"depth":168,"text":4184},[176],{"content_references":4195,"triage":4205},[4196,4202],{"type":4197,"title":4198,"author":4199,"url":4200,"context":4201},"other","Agile Methods for UX Design","Laura Klein","https:\u002F\u002Fixdf.org\u002Fcourses\u002Fagile-methods-for-ux-design?r=paivi-salminen","cited",{"type":4197,"title":4203,"author":4199,"url":4204,"context":192},"You Don’t Know What Perfect Is","https:\u002F\u002Fixdf.org\u002Fliterature\u002Farticle\u002Fyou-don-t-know-what-perfect-is?r=paivi-salminen",{"relevance":3862,"novelty":195,"quality":194,"actionability":194,"composite":4206,"reasoning":4207},4.15,"Category: Product Strategy. The article directly addresses the challenge of delivering minimal, standalone features in an agile environment, which is a key pain point for product-minded builders. It provides a concrete example of how to create a 'smallest useful slice' for a job search feature, making it actionable.","\u002Fsummaries\u002F7dee94570799aa02-agile-demands-designing-small-value-delivering-sli-summary","2026-05-07 04:46:27","2026-05-08 15:38:37",{"title":4159,"description":167},{"loc":4208},"7dee94570799aa02","UX Magazine","https:\u002F\u002Fuxmag.com\u002Farticles\u002Fdesigning-small-is-harder-than-designing-big","summaries\u002F7dee94570799aa02-agile-demands-designing-small-value-delivering-sli-summary",[210,211],"Designers trained for holistic systems struggle in agile to create minimal, standalone features that deliver immediate user value and enable fast learning loops.",[],"FUdpnqY3cFa6F1uGr3CH4GartXv7DPluNAWYOdhVvBo"]