[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-8ed05de2a3b6e639-harness-engineering-stack-rules-skills-agents-for-summary":3,"summaries-facets-categories":243,"summary-related-8ed05de2a3b6e639-harness-engineering-stack-rules-skills-agents-for-summary":7148},{"id":4,"title":5,"ai":6,"body":13,"categories":208,"created_at":209,"date_modified":209,"description":192,"extension":210,"faq":209,"featured":211,"kicker_label":209,"meta":212,"navigation":224,"path":225,"published_at":226,"question":209,"scraped_at":227,"seo":228,"sitemap":229,"source_id":230,"source_name":231,"source_type":232,"source_url":233,"stem":234,"tags":235,"thumbnail_url":209,"tldr":240,"tweet":209,"unknown_tags":241,"__hash__":242},"summaries\u002Fsummaries\u002F8ed05de2a3b6e639-harness-engineering-stack-rules-skills-agents-for-summary.md","Harness Engineering: Stack Rules, Skills & Agents for Reliable AI Dev",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8722,2341,38827,0.00289225,{"type":14,"value":15,"toc":191},"minimark",[16,21,25,28,34,38,43,46,49,53,61,64,69,73,76,79,83,86,89,94,98,101,104,108,111,114,119,123,126,129,132,135,138,143,147,150,153,157],[17,18,20],"h2",{"id":19},"harness-engineering-solves-ais-reliability-gap-in-real-projects","Harness Engineering Solves AI's Reliability Gap in Real Projects",[22,23,24],"p",{},"AI models excel at one-off code but fail in projects due to forgetfulness, bias, and improvisation. Harness Engineering transforms them into a disciplined system by constraining behavior, standardizing processes, dividing labor, and enforcing verification. The author uses a minimal Go CLI for crypto snapshots (github.com\u002FRyoKusnadi\u002Fcrypto-snapshot-cli) to show implementation, starting from scratch. This isn't hype—it's a maturity model from Level 0 (experiments) to Level 4 (autonomous self-healing), where most teams hit Level 2: AI as a 'reliable junior partner' via feedback loops like tests and CI.",[22,26,27],{},"Key problem: Single prompts treat AI as 'smart autocomplete,' leading to chaos in production. Solution: A stacked framework ensuring stable, correct outputs across the dev lifecycle. Tradeoffs include upfront setup time but massive gains in predictability; rules are 'soft' (AI forgets), so scripts provide 'hard gates.' Early attempts with just rules failed due to AI's 'lazy bypass'; adding scripts fixed it.",[29,30,31],"blockquote",{},[22,32,33],{},"'How to make AI consistently, reliably, and predictably deliver the exact results you want within your project.' (Author defines the core problem Harness solves, emphasizing verifiability over intelligence.)",[17,35,37],{"id":36},"core-components-form-a-stacked-system","Core Components Form a Stacked System",[39,40,42],"h3",{"id":41},"rules-as-soft-constraints-and-team-policies","Rules as Soft Constraints and Team Policies",[22,44,45],{},"Rules are foundational 'engineering guidelines'—non-negotiable conventions like post-modification checklists: compile, test, validate before claiming 'done.' They prevent basic mistakes but fail via forgetfulness, irrelevance claims, or laziness. Not specs or scripts; they're like onboarding a dev: 'what's allowed\u002Foff-limits.' In the Go project, rules enforce no 'I'm done' without checks.",[22,47,48],{},"Tradeoff: Rules set baselines cheaply but need enforcement; alone, they're inadequate for complex tasks.",[39,50,52],{"id":51},"skills-as-standardized-playbooks","Skills as Standardized Playbooks",[22,54,55,56,60],{},"Skills turn vague instructions (e.g., 'compile') into exact SOPs. For Go: ",[57,58,59],"code",{},"go mod tidy",", build tags, CGO flags, linker metadata, structured logs, error\u002Fwarning distinction. AI executes playbooks, not improvises—crucial for repeatability. Author prioritized skills early: compilation, testing, validation.",[22,62,63],{},"Why? Improvisation guarantees breakage in real envs. Skills standardize high-frequency ops, bridging rules to execution.",[29,65,66],{},[22,67,68],{},"'A Skill tells the AI: “Don’t improvise on this... Just follow these exact steps.”' (Explains why skills prevent derivation errors, using compilation as example.)",[39,70,72],{"id":71},"sub-agents-for-role-separation","Sub-Agents for Role Separation",[22,74,75],{},"Single agents self-review, biasing toward progress over quality. Sub-Agents divide labor: requirements specialist, architect, gatekeeper, developer, QA, PM. Each handles one phase, outputs structured docs for handoff. Maps to real teams; prevents context collapse and self-bias.",[22,77,78],{},"In practice: Isolation keeps focus; e.g., developer gets only design, not full history.",[39,80,82],{"id":81},"workflows-as-relay-race-protocols","Workflows as Relay Race Protocols",[22,84,85],{},"Workflows orchestrate agents via explicit rules: stage status, handoff outputs, rejection conditions, rollbacks. Three layers: human-readable (philosophy), system-enforced (gates), role-specific (inputs\u002Foutputs). Context discipline: gradual rule loading, minimal per stage to avoid overload.",[22,87,88],{},"Without: Vague scopes, flawed designs pushed forward, unclear status. With: Auditable advances\u002Frejects. Analogy: Relay rules > fast runners alone.",[29,90,91],{},[22,92,93],{},"'Without a Workflow, the engineering floor typically devolves into this: Requirements are vague... Everyone is “working,” but nobody can answer: “What’s the actual status?”' (Highlights chaos without protocols, stressing verifiable state.)",[39,95,97],{"id":96},"scripts-as-hard-verification-gates","Scripts as Hard Verification Gates",[22,99,100],{},"Scripts are 'most important': Master Gatekeeper runs checks like no hardcodes\u002Fsecrets, structured logging (zap\u002Fslog), golangci-lint zero warnings, race tests, coverage baselines, no accidental commits of generated files. AI can't bluff; pass or fail objectively.",[22,102,103],{},"Shift: Mature harnesses rely more on scripts than prompts. In Go project: Verifies go.mod sync, build tags, os.Exit bans.",[39,105,107],{"id":106},"mcp-for-external-integration","MCP for External Integration",[22,109,110],{},"MCP (Model Context Protocol) bridges repo to ecosystems: CI triggers, logs, signing, artifacts, releases. Exposes as tools\u002Fresources under policy control. Nice-to-have now, essential for delivery loops.",[22,112,113],{},"Full stack: SPEC (goals), Rules, Skills, Sub-Agents, Workflow, Scripts, Dev-Map (structure awareness), Task Board (progress), MCP.",[29,115,116],{},[22,117,118],{},"'Scripts are saying: “Your claim that you’re done means nothing. You don’t pass my checkpoint until the system proves it.”' (Emphasizes scripts' role in objective truth over AI claims.)",[17,120,122],{"id":121},"implementation-order-and-lessons-from-go-cli","Implementation Order and Lessons from Go CLI",[22,124,125],{},"Start with SPEC: Defines crypto-snapshot-cli (minimal but with breakage-prone seams: deps, builds, tests). Not enterprise-only; ideal for solos\u002FMVPs.",[22,127,128],{},"Build order: Rules first (baseline), Skills (standardize), Sub-Agents\u002FWorkflow (scale complexity), Scripts (enforce), Dev-Map\u002FTask Board (context), MCP (extend).",[22,130,131],{},"Stumbles: Initial rules-only led to chaos; added scripts for gates. Single agent inadequate; sub-agents fixed bias. Workflow prevented devolution.",[22,133,134],{},"Results: AI as junior partner—trust via system, not eyes. Evolvable: Level 1 (solo\u002FMVP) to Level 2 (teams).",[22,136,137],{},"Dev-Map\u002FTask Board: Project structure\u002Fpatterns; history\u002Fprogress alignment.",[29,139,140],{},[22,141,142],{},"'Harness Engineering is like building a complete “Engineering Operations System” for AI.' (Analogy capturing the assembled value: mission to awareness.)",[17,144,146],{"id":145},"maturity-model-guides-progressive-adoption","Maturity Model Guides Progressive Adoption",[22,148,149],{},"Level 0: Throwaways.\nLevel 1: Constraints for MVPs.\nLevel 2: Feedback for production.\nLevel 3: Specialization for multi-service.\nLevel 4: Autonomy for platforms.",[22,151,152],{},"Sweet spot: Level 2. Progression fills gaps: e.g., rules insufficient → scripts.",[17,154,156],{"id":155},"key-takeaways","Key Takeaways",[158,159,160,164,167,170,173,176,179,182,185,188],"ul",{},[161,162,163],"li",{},"Start with Rules and Skills for quick wins; they're cheap and prevent 80% of basic errors.",[161,165,166],{},"Implement a Master Gatekeeper Script early—list 10-15 project-specific checks like lint, coverage, no secrets.",[161,168,169],{},"Use Sub-Agents for any task > trivial: requirements → architect → dev → QA handoffs via structured docs.",[161,171,172],{},"Define Workflows with explicit stages, handoffs, and rollbacks; use context discipline to avoid overload.",[161,174,175],{},"Prioritize scripts over prompts long-term; they provide the 'proof' AI lacks.",[161,177,178],{},"For Go\u002FPython\u002FTS projects, standardize skills for build\u002Ftest\u002Fdeploy (e.g., go mod tidy, race tests).",[161,180,181],{},"Build Dev-Map: Repo tree + patterns to onboard AI fast.",[161,183,184],{},"Evolve to MCP only after core loop; governs external access.",[161,186,187],{},"Test on minimal project first: Expose seams like deps, logging, platforms.",[161,189,190],{},"Measure maturity: Can AI reliably deliver full artifacts (code + tests + validation) without babysitting?",{"title":192,"searchDepth":193,"depth":193,"links":194},"",2,[195,196,205,206,207],{"id":19,"depth":193,"text":20},{"id":36,"depth":193,"text":37,"children":197},[198,200,201,202,203,204],{"id":41,"depth":199,"text":42},3,{"id":51,"depth":199,"text":52},{"id":71,"depth":199,"text":72},{"id":81,"depth":199,"text":82},{"id":96,"depth":199,"text":97},{"id":106,"depth":199,"text":107},{"id":121,"depth":193,"text":122},{"id":145,"depth":193,"text":146},{"id":155,"depth":193,"text":156},[],null,"md",false,{"content_references":213,"triage":219},[214],{"type":215,"title":216,"url":217,"context":218},"tool","crypto-snapshot-cli","https:\u002F\u002Fgithub.com\u002FRyoKusnadi\u002Fcrypto-snapshot-cli","mentioned",{"relevance":220,"novelty":221,"quality":221,"actionability":221,"composite":222,"reasoning":223},5,4,4.35,"Category: AI Automation. The article provides a detailed framework for implementing Harness Engineering, addressing the audience's pain point of AI reliability in production. It offers a concrete example of a Go CLI project to illustrate the concepts, making it actionable for developers looking to integrate AI more reliably into their workflows.",true,"\u002Fsummaries\u002F8ed05de2a3b6e639-harness-engineering-stack-rules-skills-agents-for-summary","2026-05-11 15:34:24","2026-05-13 12:00:46",{"title":5,"description":192},{"loc":225},"8ed05de2a3b6e639","Level Up Coding","article","https:\u002F\u002Flevelup.gitconnected.com\u002Fhow-to-implement-harness-engineering-fe70c558bb7f?source=rss----5517fd7b58a6---4","summaries\u002F8ed05de2a3b6e639-harness-engineering-stack-rules-skills-agents-for-summary",[236,237,238,239],"agents","prompt-engineering","software-engineering","dev-productivity","Harness Engineering builds reliable AI code generation by stacking Rules (guidelines), Skills (SOPs), Sub-Agents (roles), Workflows (handoffs), Scripts (gates), and MCP (external tools) into a verifiable system, demonstrated in a minimal Go CLI project.",[238,239],"Oc9dAQhI4Wv3FOqxf3K-KR-KmtfmP52z5raHHAIZThE",[244,247,250,252,255,257,260,263,265,267,269,271,274,276,278,280,282,285,287,289,291,293,296,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,348,350,352,354,356,358,360,362,364,366,368,370,372,374,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,418,420,422,424,426,428,430,432,434,436,438,440,442,444,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,512,514,516,518,520,522,524,526,528,530,532,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,568,570,572,574,576,578,580,582,584,586,588,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,650,652,654,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,696,698,700,702,704,706,708,710,712,714,716,718,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1008,1010,1012,1014,1016,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012,7014,7016,7018,7020,7022,7024,7026,7028,7030,7032,7034,7036,7038,7040,7042,7044,7046,7048,7050,7052,7054,7056,7058,7060,7062,7064,7066,7068,7070,7072,7074,7076,7078,7080,7082,7084,7086,7088,7090,7092,7094,7096,7098,7100,7102,7104,7106,7108,7110,7112,7114,7116,7118,7120,7122,7124,7126,7128,7130,7132,7134,7136,7138,7140,7142,7144,7146],{"categories":245},[246],"AI & LLMs",{"categories":248},[249],"Developer Productivity",{"categories":251},[246],{"categories":253},[254],"Business & SaaS",{"categories":256},[246],{"categories":258},[259],"AI Automation",{"categories":261},[262],"Product Strategy",{"categories":264},[259],{"categories":266},[246],{"categories":268},[249],{"categories":270},[259],{"categories":272},[273],"Software Engineering",{"categories":275},[246],{"categories":277},[254],{"categories":279},[],{"categories":281},[246],{"categories":283},[284],"Inference & Serving",{"categories":286},[246],{"categories":288},[246],{"categories":290},[259],{"categories":292},[],{"categories":294},[295],"AI News & Trends",{"categories":297},[298],"Data Science & Visualization",{"categories":300},[259],{"categories":302},[246],{"categories":304},[246],{"categories":306},[254],{"categories":308},[249],{"categories":310},[246],{"categories":312},[259],{"categories":314},[295],{"categories":316},[246],{"categories":318},[259],{"categories":320},[259],{"categories":322},[246],{"categories":324},[246],{"categories":326},[259],{"categories":328},[246],{"categories":330},[246],{"categories":332},[246],{"categories":334},[259],{"categories":336},[295],{"categories":338},[246],{"categories":340},[246],{"categories":342},[246],{"categories":344},[],{"categories":346},[347],"Design & Frontend",{"categories":349},[298],{"categories":351},[295],{"categories":353},[246],{"categories":355},[246],{"categories":357},[246],{"categories":359},[],{"categories":361},[246],{"categories":363},[246],{"categories":365},[259],{"categories":367},[273],{"categories":369},[246],{"categories":371},[259],{"categories":373},[246],{"categories":375},[376],"Marketing & Growth",{"categories":378},[347],{"categories":380},[246],{"categories":382},[259],{"categories":384},[246],{"categories":386},[246],{"categories":388},[273],{"categories":390},[246],{"categories":392},[],{"categories":394},[],{"categories":396},[347],{"categories":398},[246],{"categories":400},[259],{"categories":402},[249],{"categories":404},[273],{"categories":406},[259],{"categories":408},[347],{"categories":410},[262],{"categories":412},[246],{"categories":414},[273],{"categories":416},[417],"DevOps & Cloud",{"categories":419},[259],{"categories":421},[262],{"categories":423},[295],{"categories":425},[246],{"categories":427},[],{"categories":429},[246],{"categories":431},[246],{"categories":433},[],{"categories":435},[259],{"categories":437},[273],{"categories":439},[],{"categories":441},[273],{"categories":443},[246],{"categories":445},[446],"Governance & Standards",{"categories":448},[254],{"categories":450},[],{"categories":452},[],{"categories":454},[246],{"categories":456},[246],{"categories":458},[259],{"categories":460},[246],{"categories":462},[246],{"categories":464},[259],{"categories":466},[246],{"categories":468},[246],{"categories":470},[246],{"categories":472},[],{"categories":474},[273],{"categories":476},[],{"categories":478},[],{"categories":480},[246],{"categories":482},[273],{"categories":484},[],{"categories":486},[273],{"categories":488},[246],{"categories":490},[246],{"categories":492},[376],{"categories":494},[246],{"categories":496},[246],{"categories":498},[246],{"categories":500},[347],{"categories":502},[347],{"categories":504},[246],{"categories":506},[273],{"categories":508},[259],{"categories":510},[511],"GovTech & Public-Sector Adoption",{"categories":513},[273],{"categories":515},[246],{"categories":517},[246],{"categories":519},[246],{"categories":521},[259],{"categories":523},[259],{"categories":525},[298],{"categories":527},[246],{"categories":529},[295],{"categories":531},[259],{"categories":533},[534],"Legal AI Tools",{"categories":536},[246],{"categories":538},[259],{"categories":540},[246],{"categories":542},[376],{"categories":544},[259],{"categories":546},[262],{"categories":548},[246],{"categories":550},[273],{"categories":552},[511],{"categories":554},[],{"categories":556},[259],{"categories":558},[],{"categories":560},[254],{"categories":562},[259],{"categories":564},[259],{"categories":566},[567],"RAG & Retrieval",{"categories":569},[254],{"categories":571},[246],{"categories":573},[273],{"categories":575},[273],{"categories":577},[417],{"categories":579},[347],{"categories":581},[259],{"categories":583},[246],{"categories":585},[246],{"categories":587},[],{"categories":589},[590],"Agents & Orchestration",{"categories":592},[273],{"categories":594},[246],{"categories":596},[],{"categories":598},[259],{"categories":600},[254],{"categories":602},[],{"categories":604},[246],{"categories":606},[],{"categories":608},[246],{"categories":610},[249],{"categories":612},[273],{"categories":614},[254],{"categories":616},[246],{"categories":618},[259],{"categories":620},[246],{"categories":622},[295],{"categories":624},[246],{"categories":626},[],{"categories":628},[246],{"categories":630},[],{"categories":632},[246],{"categories":634},[273],{"categories":636},[246],{"categories":638},[259],{"categories":640},[298],{"categories":642},[],{"categories":644},[246],{"categories":646},[347],{"categories":648},[649],"Models & Frontier Labs",{"categories":651},[],{"categories":653},[347],{"categories":655},[656],"Regulation & Governance of AI",{"categories":658},[262],{"categories":660},[259],{"categories":662},[],{"categories":664},[246],{"categories":666},[246],{"categories":668},[259],{"categories":670},[259],{"categories":672},[295],{"categories":674},[246],{"categories":676},[254],{"categories":678},[246],{"categories":680},[259],{"categories":682},[],{"categories":684},[273],{"categories":686},[259],{"categories":688},[246],{"categories":690},[262],{"categories":692},[246],{"categories":694},[695],"AI Policy & Regulation",{"categories":697},[],{"categories":699},[246],{"categories":701},[259],{"categories":703},[262],{"categories":705},[259],{"categories":707},[246],{"categories":709},[246],{"categories":711},[246],{"categories":713},[259],{"categories":715},[],{"categories":717},[298],{"categories":719},[720],"Evals & Reliability",{"categories":722},[246],{"categories":724},[246],{"categories":726},[],{"categories":728},[249],{"categories":730},[511],{"categories":732},[695],{"categories":734},[246],{"categories":736},[254],{"categories":738},[246],{"categories":740},[259],{"categories":742},[246],{"categories":744},[259],{"categories":746},[590],{"categories":748},[246],{"categories":750},[273],{"categories":752},[246],{"categories":754},[],{"categories":756},[347],{"categories":758},[],{"categories":760},[246],{"categories":762},[511],{"categories":764},[246],{"categories":766},[246],{"categories":768},[246],{"categories":770},[],{"categories":772},[246],{"categories":774},[347],{"categories":776},[273],{"categories":778},[],{"categories":780},[246],{"categories":782},[],{"categories":784},[259],{"categories":786},[246],{"categories":788},[347],{"categories":790},[],{"categories":792},[246],{"categories":794},[246],{"categories":796},[298],{"categories":798},[259],{"categories":800},[246],{"categories":802},[254],{"categories":804},[259],{"categories":806},[246],{"categories":808},[246],{"categories":810},[273],{"categories":812},[347],{"categories":814},[246],{"categories":816},[259],{"categories":818},[],{"categories":820},[273],{"categories":822},[259],{"categories":824},[298],{"categories":826},[],{"categories":828},[246],{"categories":830},[295],{"categories":832},[246],{"categories":834},[],{"categories":836},[246],{"categories":838},[246],{"categories":840},[246],{"categories":842},[254,376],{"categories":844},[],{"categories":846},[273],{"categories":848},[246],{"categories":850},[246],{"categories":852},[259],{"categories":854},[246],{"categories":856},[],{"categories":858},[],{"categories":860},[246],{"categories":862},[347],{"categories":864},[246],{"categories":866},[],{"categories":868},[246],{"categories":870},[417],{"categories":872},[],{"categories":874},[259],{"categories":876},[295],{"categories":878},[246],{"categories":880},[246],{"categories":882},[347],{"categories":884},[],{"categories":886},[295],{"categories":888},[246],{"categories":890},[284],{"categories":892},[246],{"categories":894},[246],{"categories":896},[259],{"categories":898},[295],{"categories":900},[649],{"categories":902},[246],{"categories":904},[376],{"categories":906},[],{"categories":908},[259],{"categories":910},[254],{"categories":912},[273],{"categories":914},[246],{"categories":916},[259],{"categories":918},[],{"categories":920},[246,417],{"categories":922},[246],{"categories":924},[246],{"categories":926},[246],{"categories":928},[259],{"categories":930},[246,273],{"categories":932},[298],{"categories":934},[246],{"categories":936},[246],{"categories":938},[246],{"categories":940},[273],{"categories":942},[246],{"categories":944},[259],{"categories":946},[259],{"categories":948},[695],{"categories":950},[376],{"categories":952},[246],{"categories":954},[259],{"categories":956},[246],{"categories":958},[246],{"categories":960},[259],{"categories":962},[],{"categories":964},[259],{"categories":966},[246],{"categories":968},[246],{"categories":970},[259],{"categories":972},[246],{"categories":974},[246,254],{"categories":976},[246],{"categories":978},[254],{"categories":980},[],{"categories":982},[347],{"categories":984},[347],{"categories":986},[246],{"categories":988},[],{"categories":990},[],{"categories":992},[246],{"categories":994},[295],{"categories":996},[],{"categories":998},[249],{"categories":1000},[246],{"categories":1002},[273],{"categories":1004},[246],{"categories":1006},[1007],"Generative UI & Design-to-Code",{"categories":1009},[246],{"categories":1011},[246],{"categories":1013},[347],{"categories":1015},[246],{"categories":1017},[1018],"Algorithmic Accountability",{"categories":1020},[259],{"categories":1022},[273],{"categories":1024},[295],{"categories":1026},[347],{"categories":1028},[246],{"categories":1030},[],{"categories":1032},[262],{"categories":1034},[246],{"categories":1036},[246],{"categories":1038},[246],{"categories":1040},[246],{"categories":1042},[259],{"categories":1044},[1045],"MLOps & Infrastructure",{"categories":1047},[246],{"categories":1049},[246],{"categories":1051},[246],{"categories":1053},[246],{"categories":1055},[246],{"categories":1057},[273],{"categories":1059},[295],{"categories":1061},[246],{"categories":1063},[262],{"categories":1065},[249],{"categories":1067},[246],{"categories":1069},[259],{"categories":1071},[417],{"categories":1073},[246],{"categories":1075},[254],{"categories":1077},[246],{"categories":1079},[347],{"categories":1081},[246],{"categories":1083},[246],{"categories":1085},[259],{"categories":1087},[],{"categories":1089},[],{"categories":1091},[246],{"categories":1093},[284],{"categories":1095},[347],{"categories":1097},[295],{"categories":1099},[298],{"categories":1101},[],{"categories":1103},[246],{"categories":1105},[246],{"categories":1107},[254],{"categories":1109},[259],{"categories":1111},[246],{"categories":1113},[246],{"categories":1115},[246],{"categories":1117},[246],{"categories":1119},[295],{"categories":1121},[284],{"categories":1123},[246],{"categories":1125},[347],{"categories":1127},[246],{"categories":1129},[],{"categories":1131},[259],{"categories":1133},[273],{"categories":1135},[],{"categories":1137},[246],{"categories":1139},[246],{"categories":1141},[259],{"categories":1143},[273],{"categories":1145},[246],{"categories":1147},[298],{"categories":1149},[347],{"categories":1151},[],{"categories":1153},[246],{"categories":1155},[],{"categories":1157},[246],{"categories":1159},[],{"categories":1161},[246],{"categories":1163},[246],{"categories":1165},[262],{"categories":1167},[254],{"categories":1169},[259],{"categories":1171},[259],{"categories":1173},[],{"categories":1175},[246],{"categories":1177},[249],{"categories":1179},[246],{"categories":1181},[246],{"categories":1183},[254],{"categories":1185},[295],{"categories":1187},[249],{"categories":1189},[],{"categories":1191},[246],{"categories":1193},[],{"categories":1195},[246],{"categories":1197},[],{"categories":1199},[295],{"categories":1201},[295],{"categories":1203},[],{"categories":1205},[590],{"categories":1207},[246],{"categories":1209},[347],{"categories":1211},[273],{"categories":1213},[],{"categories":1215},[534],{"categories":1217},[259],{"categories":1219},[254],{"categories":1221},[],{"categories":1223},[],{"categories":1225},[249],{"categories":1227},[298],{"categories":1229},[],{"categories":1231},[376],{"categories":1233},[259],{"categories":1235},[254],{"categories":1237},[259],{"categories":1239},[246],{"categories":1241},[254],{"categories":1243},[246],{"categories":1245},[273],{"categories":1247},[],{"categories":1249},[284],{"categories":1251},[262],{"categories":1253},[246],{"categories":1255},[347],{"categories":1257},[273],{"categories":1259},[254],{"categories":1261},[246],{"categories":1263},[273],{"categories":1265},[246],{"categories":1267},[259],{"categories":1269},[254],{"categories":1271},[246],{"categories":1273},[246],{"categories":1275},[246],{"categories":1277},[246],{"categories":1279},[246],{"categories":1281},[],{"categories":1283},[],{"categories":1285},[273],{"categories":1287},[298],{"categories":1289},[262],{"categories":1291},[246],{"categories":1293},[259],{"categories":1295},[273],{"categories":1297},[273],{"categories":1299},[246],{"categories":1301},[],{"categories":1303},[295],{"categories":1305},[262],{"categories":1307},[262],{"categories":1309},[273],{"categories":1311},[246],{"categories":1313},[720],{"categories":1315},[417],{"categories":1317},[],{"categories":1319},[259],{"categories":1321},[246],{"categories":1323},[],{"categories":1325},[249],{"categories":1327},[],{"categories":1329},[246],{"categories":1331},[246],{"categories":1333},[246],{"categories":1335},[347],{"categories":1337},[376],{"categories":1339},[246],{"categories":1341},[273],{"categories":1343},[246],{"categories":1345},[259],{"categories":1347},[],{"categories":1349},[273],{"categories":1351},[246],{"categories":1353},[249],{"categories":1355},[],{"categories":1357},[254],{"categories":1359},[246],{"categories":1361},[246],{"categories":1363},[295],{"categories":1365},[246,417],{"categories":1367},[246],{"categories":1369},[1370],"Design Systems for AI",{"categories":1372},[246],{"categories":1374},[246],{"categories":1376},[295],{"categories":1378},[246],{"categories":1380},[246],{"categories":1382},[246],{"categories":1384},[254],{"categories":1386},[246],{"categories":1388},[246],{"categories":1390},[246],{"categories":1392},[],{"categories":1394},[246],{"categories":1396},[246],{"categories":1398},[254],{"categories":1400},[246],{"categories":1402},[],{"categories":1404},[259],{"categories":1406},[259],{"categories":1408},[273],{"categories":1410},[295],{"categories":1412},[273],{"categories":1414},[246],{"categories":1416},[347],{"categories":1418},[295],{"categories":1420},[298],{"categories":1422},[246],{"categories":1424},[246],{"categories":1426},[259],{"categories":1428},[249],{"categories":1430},[695],{"categories":1432},[246],{"categories":1434},[259],{"categories":1436},[246],{"categories":1438},[273],{"categories":1440},[273],{"categories":1442},[],{"categories":1444},[],{"categories":1446},[246],{"categories":1448},[259],{"categories":1450},[262],{"categories":1452},[],{"categories":1454},[254],{"categories":1456},[246],{"categories":1458},[],{"categories":1460},[347],{"categories":1462},[273],{"categories":1464},[259],{"categories":1466},[273],{"categories":1468},[347],{"categories":1470},[246],{"categories":1472},[246],{"categories":1474},[347],{"categories":1476},[],{"categories":1478},[],{"categories":1480},[295],{"categories":1482},[259],{"categories":1484},[259],{"categories":1486},[246],{"categories":1488},[246],{"categories":1490},[246],{"categories":1492},[246],{"categories":1494},[254],{"categories":1496},[246],{"categories":1498},[246],{"categories":1500},[],{"categories":1502},[273],{"categories":1504},[273],{"categories":1506},[246],{"categories":1508},[273],{"categories":1510},[254],{"categories":1512},[],{"categories":1514},[246],{"categories":1516},[246],{"categories":1518},[246],{"categories":1520},[246],{"categories":1522},[246],{"categories":1524},[259],{"categories":1526},[249],{"categories":1528},[254],{"categories":1530},[246],{"categories":1532},[259],{"categories":1534},[295],{"categories":1536},[259],{"categories":1538},[284],{"categories":1540},[376],{"categories":1542},[246],{"categories":1544},[259],{"categories":1546},[246],{"categories":1548},[246],{"categories":1550},[246],{"categories":1552},[],{"categories":1554},[347],{"categories":1556},[],{"categories":1558},[246],{"categories":1560},[246],{"categories":1562},[],{"categories":1564},[246],{"categories":1566},[273],{"categories":1568},[254],{"categories":1570},[1571],"Visual & Generative Media",{"categories":1573},[259],{"categories":1575},[],{"categories":1577},[246],{"categories":1579},[246],{"categories":1581},[273],{"categories":1583},[417],{"categories":1585},[246],{"categories":1587},[298],{"categories":1589},[695],{"categories":1591},[273],{"categories":1593},[376],{"categories":1595},[246],{"categories":1597},[347],{"categories":1599},[246],{"categories":1601},[246],{"categories":1603},[273],{"categories":1605},[259],{"categories":1607},[246],{"categories":1609},[],{"categories":1611},[],{"categories":1613},[259],{"categories":1615},[273],{"categories":1617},[249],{"categories":1619},[259],{"categories":1621},[649],{"categories":1623},[246],{"categories":1625},[262],{"categories":1627},[246],{"categories":1629},[254],{"categories":1631},[],{"categories":1633},[246],{"categories":1635},[262],{"categories":1637},[246],{"categories":1639},[246],{"categories":1641},[246],{"categories":1643},[262],{"categories":1645},[246],{"categories":1647},[246],{"categories":1649},[376],{"categories":1651},[246],{"categories":1653},[590],{"categories":1655},[246],{"categories":1657},[259],{"categories":1659},[246],{"categories":1661},[246],{"categories":1663},[246],{"categories":1665},[246],{"categories":1667},[347],{"categories":1669},[259],{"categories":1671},[],{"categories":1673},[259],{"categories":1675},[],{"categories":1677},[417],{"categories":1679},[273],{"categories":1681},[],{"categories":1683},[649],{"categories":1685},[246],{"categories":1687},[259],{"categories":1689},[259],{"categories":1691},[246],{"categories":1693},[347,246],{"categories":1695},[249],{"categories":1697},[246],{"categories":1699},[347],{"categories":1701},[],{"categories":1703},[246],{"categories":1705},[249],{"categories":1707},[246],{"categories":1709},[1710],"Medical Imaging & Radiology",{"categories":1712},[246],{"categories":1714},[246],{"categories":1716},[246],{"categories":1718},[347],{"categories":1720},[259],{"categories":1722},[273],{"categories":1724},[],{"categories":1726},[246],{"categories":1728},[246],{"categories":1730},[246],{"categories":1732},[],{"categories":1734},[],{"categories":1736},[246],{"categories":1738},[246],{"categories":1740},[590],{"categories":1742},[246],{"categories":1744},[249],{"categories":1746},[246],{"categories":1748},[246],{"categories":1750},[],{"categories":1752},[259],{"categories":1754},[246],{"categories":1756},[262],{"categories":1758},[273],{"categories":1760},[246],{"categories":1762},[259],{"categories":1764},[590],{"categories":1766},[246],{"categories":1768},[259],{"categories":1770},[246],{"categories":1772},[246],{"categories":1774},[246],{"categories":1776},[347],{"categories":1778},[259],{"categories":1780},[417],{"categories":1782},[347],{"categories":1784},[254],{"categories":1786},[259],{"categories":1788},[295],{"categories":1790},[246],{"categories":1792},[246],{"categories":1794},[262],{"categories":1796},[246],{"categories":1798},[246],{"categories":1800},[246],{"categories":1802},[246],{"categories":1804},[259],{"categories":1806},[246],{"categories":1808},[273],{"categories":1810},[273],{"categories":1812},[246],{"categories":1814},[262],{"categories":1816},[],{"categories":1818},[295],{"categories":1820},[],{"categories":1822},[262],{"categories":1824},[259],{"categories":1826},[246],{"categories":1828},[259],{"categories":1830},[1370],{"categories":1832},[1370],{"categories":1834},[347],{"categories":1836},[246],{"categories":1838},[246],{"categories":1840},[246],{"categories":1842},[259],{"categories":1844},[273],{"categories":1846},[347],{"categories":1848},[259],{"categories":1850},[295],{"categories":1852},[],{"categories":1854},[246],{"categories":1856},[],{"categories":1858},[246],{"categories":1860},[246],{"categories":1862},[246],{"categories":1864},[246],{"categories":1866},[259],{"categories":1868},[1869],"Contract Review & E-Discovery",{"categories":1871},[246],{"categories":1873},[347],{"categories":1875},[246],{"categories":1877},[249],{"categories":1879},[246],{"categories":1881},[295],{"categories":1883},[246],{"categories":1885},[246],{"categories":1887},[376],{"categories":1889},[273],{"categories":1891},[246],{"categories":1893},[246],{"categories":1895},[259],{"categories":1897},[259],{"categories":1899},[1018],{"categories":1901},[246],{"categories":1903},[246],{"categories":1905},[259],{"categories":1907},[259],{"categories":1909},[246],{"categories":1911},[246],{"categories":1913},[246],{"categories":1915},[259],{"categories":1917},[246],{"categories":1919},[246],{"categories":1921},[590],{"categories":1923},[567],{"categories":1925},[246],{"categories":1927},[259],{"categories":1929},[246],{"categories":1931},[1932],"Law-Firm Practice & Adoption",{"categories":1934},[246],{"categories":1936},[259],{"categories":1938},[347],{"categories":1940},[246],{"categories":1942},[246],{"categories":1944},[246],{"categories":1946},[],{"categories":1948},[],{"categories":1950},[273],{"categories":1952},[246],{"categories":1954},[],{"categories":1956},[259],{"categories":1958},[249],{"categories":1960},[417],{"categories":1962},[246],{"categories":1964},[],{"categories":1966},[249],{"categories":1968},[254],{"categories":1970},[246],{"categories":1972},[376],{"categories":1974},[],{"categories":1976},[254],{"categories":1978},[259],{"categories":1980},[254],{"categories":1982},[],{"categories":1984},[246],{"categories":1986},[262],{"categories":1988},[246],{"categories":1990},[273],{"categories":1992},[],{"categories":1994},[],{"categories":1996},[],{"categories":1998},[],{"categories":2000},[246],{"categories":2002},[262],{"categories":2004},[259],{"categories":2006},[417],{"categories":2008},[246],{"categories":2010},[249],{"categories":2012},[273],{"categories":2014},[246],{"categories":2016},[246],{"categories":2018},[273],{"categories":2020},[262],{"categories":2022},[246],{"categories":2024},[246],{"categories":2026},[246],{"categories":2028},[1045],{"categories":2030},[246],{"categories":2032},[273],{"categories":2034},[246],{"categories":2036},[376],{"categories":2038},[273],{"categories":2040},[254],{"categories":2042},[246],{"categories":2044},[246],{"categories":2046},[246],{"categories":2048},[347],{"categories":2050},[246],{"categories":2052},[246],{"categories":2054},[246],{"categories":2056},[246],{"categories":2058},[254],{"categories":2060},[259],{"categories":2062},[246,249],{"categories":2064},[590],{"categories":2066},[246],{"categories":2068},[246],{"categories":2070},[273],{"categories":2072},[273],{"categories":2074},[347],{"categories":2076},[259],{"categories":2078},[259],{"categories":2080},[273],{"categories":2082},[246],{"categories":2084},[246],{"categories":2086},[246],{"categories":2088},[],{"categories":2090},[],{"categories":2092},[246],{"categories":2094},[298],{"categories":2096},[246],{"categories":2098},[259],{"categories":2100},[],{"categories":2102},[246],{"categories":2104},[246],{"categories":2106},[273],{"categories":2108},[298],{"categories":2110},[295],{"categories":2112},[347],{"categories":2114},[246],{"categories":2116},[259],{"categories":2118},[246],{"categories":2120},[273],{"categories":2122},[],{"categories":2124},[259],{"categories":2126},[246],{"categories":2128},[246],{"categories":2130},[246],{"categories":2132},[246],{"categories":2134},[],{"categories":2136},[259],{"categories":2138},[246],{"categories":2140},[246],{"categories":2142},[246],{"categories":2144},[],{"categories":2146},[259],{"categories":2148},[246],{"categories":2150},[246],{"categories":2152},[254],{"categories":2154},[246],{"categories":2156},[246],{"categories":2158},[],{"categories":2160},[249],{"categories":2162},[246],{"categories":2164},[246],{"categories":2166},[246],{"categories":2168},[347],{"categories":2170},[246],{"categories":2172},[273],{"categories":2174},[246],{"categories":2176},[249],{"categories":2178},[246],{"categories":2180},[273],{"categories":2182},[376],{"categories":2184},[259],{"categories":2186},[259],{"categories":2188},[246],{"categories":2190},[246],{"categories":2192},[246,347],{"categories":2194},[246],{"categories":2196},[259],{"categories":2198},[295],{"categories":2200},[246],{"categories":2202},[295],{"categories":2204},[259],{"categories":2206},[347],{"categories":2208},[246],{"categories":2210},[],{"categories":2212},[273],{"categories":2214},[417],{"categories":2216},[347],{"categories":2218},[273],{"categories":2220},[246],{"categories":2222},[262],{"categories":2224},[246],{"categories":2226},[246],{"categories":2228},[259],{"categories":2230},[],{"categories":2232},[],{"categories":2234},[246],{"categories":2236},[],{"categories":2238},[],{"categories":2240},[262],{"categories":2242},[273],{"categories":2244},[246],{"categories":2246},[259],{"categories":2248},[259],{"categories":2250},[254],{"categories":2252},[259],{"categories":2254},[417],{"categories":2256},[246],{"categories":2258},[246],{"categories":2260},[246],{"categories":2262},[284],{"categories":2264},[246],{"categories":2266},[246],{"categories":2268},[246],{"categories":2270},[273],{"categories":2272},[259],{"categories":2274},[246],{"categories":2276},[246],{"categories":2278},[273],{"categories":2280},[534],{"categories":2282},[259],{"categories":2284},[1018],{"categories":2286},[],{"categories":2288},[347],{"categories":2290},[1932],{"categories":2292},[273],{"categories":2294},[],{"categories":2296},[],{"categories":2298},[246],{"categories":2300},[259],{"categories":2302},[],{"categories":2304},[],{"categories":2306},[246],{"categories":2308},[376],{"categories":2310},[246],{"categories":2312},[376],{"categories":2314},[259],{"categories":2316},[246],{"categories":2318},[246],{"categories":2320},[273],{"categories":2322},[262],{"categories":2324},[],{"categories":2326},[246],{"categories":2328},[246],{"categories":2330},[273],{"categories":2332},[1869],{"categories":2334},[347],{"categories":2336},[347],{"categories":2338},[246],{"categories":2340},[259],{"categories":2342},[249],{"categories":2344},[246],{"categories":2346},[246],{"categories":2348},[246],{"categories":2350},[246],{"categories":2352},[347],{"categories":2354},[347],{"categories":2356},[259],{"categories":2358},[259],{"categories":2360},[259],{"categories":2362},[246],{"categories":2364},[246],{"categories":2366},[],{"categories":2368},[246],{"categories":2370},[],{"categories":2372},[2373],"Interaction & Product Design",{"categories":2375},[246],{"categories":2377},[259],{"categories":2379},[273],{"categories":2381},[446],{"categories":2383},[295],{"categories":2385},[273],{"categories":2387},[246],{"categories":2389},[246],{"categories":2391},[246],{"categories":2393},[273],{"categories":2395},[246],{"categories":2397},[249],{"categories":2399},[259],{"categories":2401},[246],{"categories":2403},[],{"categories":2405},[259],{"categories":2407},[259],{"categories":2409},[259],{"categories":2411},[],{"categories":2413},[273],{"categories":2415},[246],{"categories":2417},[259],{"categories":2419},[249],{"categories":2421},[2373],{"categories":2423},[246],{"categories":2425},[249],{"categories":2427},[249],{"categories":2429},[],{"categories":2431},[259],{"categories":2433},[273],{"categories":2435},[],{"categories":2437},[259],{"categories":2439},[295],{"categories":2441},[246],{"categories":2443},[259],{"categories":2445},[246],{"categories":2447},[259],{"categories":2449},[259],{"categories":2451},[246],{"categories":2453},[246],{"categories":2455},[295],{"categories":2457},[298],{"categories":2459},[246],{"categories":2461},[262],{"categories":2463},[273],{"categories":2465},[2466],"Coding Agents & Dev Productivity",{"categories":2468},[295],{"categories":2470},[347],{"categories":2472},[246],{"categories":2474},[246],{"categories":2476},[],{"categories":2478},[246],{"categories":2480},[1018],{"categories":2482},[],{"categories":2484},[246],{"categories":2486},[246],{"categories":2488},[417],{"categories":2490},[246],{"categories":2492},[295],{"categories":2494},[],{"categories":2496},[],{"categories":2498},[246],{"categories":2500},[],{"categories":2502},[259],{"categories":2504},[246],{"categories":2506},[],{"categories":2508},[273],{"categories":2510},[273],{"categories":2512},[246],{"categories":2514},[298],{"categories":2516},[],{"categories":2518},[246],{"categories":2520},[246],{"categories":2522},[246],{"categories":2524},[298],{"categories":2526},[273],{"categories":2528},[259],{"categories":2530},[],{"categories":2532},[],{"categories":2534},[246],{"categories":2536},[246],{"categories":2538},[259],{"categories":2540},[259],{"categories":2542},[511],{"categories":2544},[273],{"categories":2546},[273],{"categories":2548},[259],{"categories":2550},[295],{"categories":2552},[295],{"categories":2554},[259],{"categories":2556},[259],{"categories":2558},[246],{"categories":2560},[249],{"categories":2562},[2373],{"categories":2564},[262],{"categories":2566},[246,417],{"categories":2568},[298],{"categories":2570},[],{"categories":2572},[347],{"categories":2574},[259],{"categories":2576},[273],{"categories":2578},[249],{"categories":2580},[246],{"categories":2582},[259],{"categories":2584},[2585],"The Designer's Role & Craft",{"categories":2587},[347],{"categories":2589},[],{"categories":2591},[259],{"categories":2593},[246],{"categories":2595},[259],{"categories":2597},[259],{"categories":2599},[246],{"categories":2601},[376],{"categories":2603},[246],{"categories":2605},[273],{"categories":2607},[246],{"categories":2609},[347],{"categories":2611},[246],{"categories":2613},[],{"categories":2615},[259],{"categories":2617},[347],{"categories":2619},[262],{"categories":2621},[246],{"categories":2623},[246],{"categories":2625},[246],{"categories":2627},[2628],"AI UX Patterns",{"categories":2630},[259],{"categories":2632},[259],{"categories":2634},[259],{"categories":2636},[259],{"categories":2638},[376],{"categories":2640},[298],{"categories":2642},[246],{"categories":2644},[259],{"categories":2646},[246],{"categories":2648},[1370],{"categories":2650},[],{"categories":2652},[376],{"categories":2654},[259],{"categories":2656},[295],{"categories":2658},[273],{"categories":2660},[246],{"categories":2662},[259],{"categories":2664},[],{"categories":2666},[],{"categories":2668},[246],{"categories":2670},[246],{"categories":2672},[259],{"categories":2674},[246],{"categories":2676},[259],{"categories":2678},[511],{"categories":2680},[347],{"categories":2682},[246],{"categories":2684},[295],{"categories":2686},[273],{"categories":2688},[246],{"categories":2690},[259],{"categories":2692},[259],{"categories":2694},[],{"categories":2696},[246],{"categories":2698},[],{"categories":2700},[246],{"categories":2702},[],{"categories":2704},[246],{"categories":2706},[246],{"categories":2708},[246],{"categories":2710},[259],{"categories":2712},[273],{"categories":2714},[],{"categories":2716},[],{"categories":2718},[298],{"categories":2720},[284],{"categories":2722},[246],{"categories":2724},[246],{"categories":2726},[246],{"categories":2728},[298],{"categories":2730},[246],{"categories":2732},[246],{"categories":2734},[295],{"categories":2736},[246],{"categories":2738},[246],{"categories":2740},[246],{"categories":2742},[259],{"categories":2744},[246],{"categories":2746},[259],{"categories":2748},[246],{"categories":2750},[246],{"categories":2752},[246],{"categories":2754},[259],{"categories":2756},[],{"categories":2758},[246],{"categories":2760},[],{"categories":2762},[246],{"categories":2764},[246],{"categories":2766},[417],{"categories":2768},[246],{"categories":2770},[],{"categories":2772},[],{"categories":2774},[347],{"categories":2776},[1045],{"categories":2778},[259],{"categories":2780},[249],{"categories":2782},[2585],{"categories":2784},[],{"categories":2786},[],{"categories":2788},[246],{"categories":2790},[],{"categories":2792},[],{"categories":2794},[273],{"categories":2796},[295],{"categories":2798},[376],{"categories":2800},[259],{"categories":2802},[254],{"categories":2804},[246],{"categories":2806},[246],{"categories":2808},[254],{"categories":2810},[],{"categories":2812},[347],{"categories":2814},[262],{"categories":2816},[246],{"categories":2818},[246],{"categories":2820},[259],{"categories":2822},[254],{"categories":2824},[246],{"categories":2826},[246],{"categories":2828},[249],{"categories":2830},[246],{"categories":2832},[246],{"categories":2834},[],{"categories":2836},[249],{"categories":2838},[246],{"categories":2840},[376],{"categories":2842},[259],{"categories":2844},[295],{"categories":2846},[246],{"categories":2848},[273],{"categories":2850},[246],{"categories":2852},[246],{"categories":2854},[254],{"categories":2856},[246],{"categories":2858},[246],{"categories":2860},[246],{"categories":2862},[259],{"categories":2864},[246],{"categories":2866},[],{"categories":2868},[246],{"categories":2870},[273],{"categories":2872},[249],{"categories":2874},[246],{"categories":2876},[246],{"categories":2878},[246],{"categories":2880},[],{"categories":2882},[246],{"categories":2884},[590],{"categories":2886},[259],{"categories":2888},[254],{"categories":2890},[295],{"categories":2892},[246],{"categories":2894},[246],{"categories":2896},[],{"categories":2898},[254],{"categories":2900},[254],{"categories":2902},[246],{"categories":2904},[246],{"categories":2906},[262],{"categories":2908},[246],{"categories":2910},[246],{"categories":2912},[246],{"categories":2914},[246],{"categories":2916},[273],{"categories":2918},[273],{"categories":2920},[246],{"categories":2922},[],{"categories":2924},[273],{"categories":2926},[246],{"categories":2928},[273],{"categories":2930},[259],{"categories":2932},[695],{"categories":2934},[],{"categories":2936},[],{"categories":2938},[246],{"categories":2940},[295],{"categories":2942},[],{"categories":2944},[417],{"categories":2946},[246],{"categories":2948},[246],{"categories":2950},[246],{"categories":2952},[347],{"categories":2954},[1007],{"categories":2956},[],{"categories":2958},[246],{"categories":2960},[246],{"categories":2962},[246],{"categories":2964},[273],{"categories":2966},[246],{"categories":2968},[246],{"categories":2970},[246,417],{"categories":2972},[246],{"categories":2974},[246],{"categories":2976},[347],{"categories":2978},[259],{"categories":2980},[],{"categories":2982},[259],{"categories":2984},[259],{"categories":2986},[246],{"categories":2988},[246],{"categories":2990},[246],{"categories":2992},[246],{"categories":2994},[298],{"categories":2996},[246],{"categories":2998},[2628],{"categories":3000},[249],{"categories":3002},[298],{"categories":3004},[249],{"categories":3006},[273],{"categories":3008},[347],{"categories":3010},[259],{"categories":3012},[246],{"categories":3014},[],{"categories":3016},[254],{"categories":3018},[246],{"categories":3020},[246],{"categories":3022},[295],{"categories":3024},[246],{"categories":3026},[246],{"categories":3028},[246],{"categories":3030},[259],{"categories":3032},[246],{"categories":3034},[246],{"categories":3036},[246],{"categories":3038},[254],{"categories":3040},[],{"categories":3042},[417],{"categories":3044},[246],{"categories":3046},[511],{"categories":3048},[347],{"categories":3050},[347],{"categories":3052},[273],{"categories":3054},[259],{"categories":3056},[246],{"categories":3058},[254],{"categories":3060},[295],{"categories":3062},[246],{"categories":3064},[246],{"categories":3066},[246],{"categories":3068},[347],{"categories":3070},[259],{"categories":3072},[259],{"categories":3074},[246],{"categories":3076},[246],{"categories":3078},[649],{"categories":3080},[259],{"categories":3082},[],{"categories":3084},[246],{"categories":3086},[246],{"categories":3088},[246],{"categories":3090},[],{"categories":3092},[],{"categories":3094},[246],{"categories":3096},[246],{"categories":3098},[259],{"categories":3100},[246],{"categories":3102},[246],{"categories":3104},[246],{"categories":3106},[273],{"categories":3108},[246],{"categories":3110},[246],{"categories":3112},[259],{"categories":3114},[246],{"categories":3116},[246],{"categories":3118},[246],{"categories":3120},[246],{"categories":3122},[246],{"categories":3124},[],{"categories":3126},[273],{"categories":3128},[298],{"categories":3130},[246],{"categories":3132},[259],{"categories":3134},[259],{"categories":3136},[246],{"categories":3138},[246],{"categories":3140},[],{"categories":3142},[],{"categories":3144},[246],{"categories":3146},[246],{"categories":3148},[246],{"categories":3150},[295],{"categories":3152},[298],{"categories":3154},[],{"categories":3156},[246],{"categories":3158},[347],{"categories":3160},[246],{"categories":3162},[417],{"categories":3164},[1932],{"categories":3166},[295],{"categories":3168},[273],{"categories":3170},[246],{"categories":3172},[273],{"categories":3174},[273],{"categories":3176},[246],{"categories":3178},[246],{"categories":3180},[273],{"categories":3182},[295],{"categories":3184},[295],{"categories":3186},[417],{"categories":3188},[259],{"categories":3190},[],{"categories":3192},[295],{"categories":3194},[246],{"categories":3196},[259],{"categories":3198},[249],{"categories":3200},[273],{"categories":3202},[246],{"categories":3204},[295],{"categories":3206},[],{"categories":3208},[246],{"categories":3210},[273],{"categories":3212},[273],{"categories":3214},[298],{"categories":3216},[246],{"categories":3218},[295],{"categories":3220},[246],{"categories":3222},[273],{"categories":3224},[259],{"categories":3226},[259],{"categories":3228},[295],{"categories":3230},[259],{"categories":3232},[417],{"categories":3234},[259],{"categories":3236},[246],{"categories":3238},[246],{"categories":3240},[246],{"categories":3242},[246],{"categories":3244},[273],{"categories":3246},[246],{"categories":3248},[],{"categories":3250},[259],{"categories":3252},[254],{"categories":3254},[273],{"categories":3256},[],{"categories":3258},[],{"categories":3260},[246],{"categories":3262},[259],{"categories":3264},[246],{"categories":3266},[246],{"categories":3268},[3269],"Frameworks & Tooling",{"categories":3271},[246],{"categories":3273},[246],{"categories":3275},[273],{"categories":3277},[246],{"categories":3279},[246],{"categories":3281},[],{"categories":3283},[298],{"categories":3285},[298],{"categories":3287},[249],{"categories":3289},[246],{"categories":3291},[259],{"categories":3293},[246],{"categories":3295},[347],{"categories":3297},[],{"categories":3299},[1932],{"categories":3301},[246],{"categories":3303},[273],{"categories":3305},[246],{"categories":3307},[417],{"categories":3309},[417],{"categories":3311},[],{"categories":3313},[259],{"categories":3315},[259],{"categories":3317},[246],{"categories":3319},[246],{"categories":3321},[295],{"categories":3323},[259],{"categories":3325},[295],{"categories":3327},[246],{"categories":3329},[259],{"categories":3331},[],{"categories":3333},[347],{"categories":3335},[246],{"categories":3337},[246],{"categories":3339},[],{"categories":3341},[246],{"categories":3343},[259],{"categories":3345},[246],{"categories":3347},[246],{"categories":3349},[246],{"categories":3351},[],{"categories":3353},[273],{"categories":3355},[246],{"categories":3357},[273],{"categories":3359},[417],{"categories":3361},[246],{"categories":3363},[246],{"categories":3365},[246],{"categories":3367},[273],{"categories":3369},[254],{"categories":3371},[246],{"categories":3373},[1932],{"categories":3375},[],{"categories":3377},[259],{"categories":3379},[249],{"categories":3381},[246],{"categories":3383},[249],{"categories":3385},[246],{"categories":3387},[],{"categories":3389},[259],{"categories":3391},[246],{"categories":3393},[246],{"categories":3395},[3396],"AI Design Tooling",{"categories":3398},[347],{"categories":3400},[246],{"categories":3402},[246],{"categories":3404},[273],{"categories":3406},[347],{"categories":3408},[246],{"categories":3410},[246],{"categories":3412},[273],{"categories":3414},[295],{"categories":3416},[262],{"categories":3418},[273],{"categories":3420},[246],{"categories":3422},[246],{"categories":3424},[246],{"categories":3426},[259],{"categories":3428},[246],{"categories":3430},[],{"categories":3432},[259],{"categories":3434},[246],{"categories":3436},[246],{"categories":3438},[259],{"categories":3440},[246],{"categories":3442},[246],{"categories":3444},[246],{"categories":3446},[259],{"categories":3448},[],{"categories":3450},[259],{"categories":3452},[3269],{"categories":3454},[246],{"categories":3456},[246],{"categories":3458},[259],{"categories":3460},[259],{"categories":3462},[273],{"categories":3464},[273],{"categories":3466},[246],{"categories":3468},[],{"categories":3470},[273],{"categories":3472},[246],{"categories":3474},[246],{"categories":3476},[259],{"categories":3478},[254],{"categories":3480},[246],{"categories":3482},[],{"categories":3484},[246],{"categories":3486},[246],{"categories":3488},[2373],{"categories":3490},[],{"categories":3492},[246],{"categories":3494},[246],{"categories":3496},[246],{"categories":3498},[246],{"categories":3500},[347],{"categories":3502},[246],{"categories":3504},[],{"categories":3506},[246],{"categories":3508},[246],{"categories":3510},[246],{"categories":3512},[246],{"categories":3514},[376],{"categories":3516},[295],{"categories":3518},[246],{"categories":3520},[246],{"categories":3522},[1932],{"categories":3524},[249],{"categories":3526},[246],{"categories":3528},[246],{"categories":3530},[298],{"categories":3532},[246],{"categories":3534},[246],{"categories":3536},[295],{"categories":3538},[259],{"categories":3540},[],{"categories":3542},[246],{"categories":3544},[246],{"categories":3546},[347],{"categories":3548},[246],{"categories":3550},[376],{"categories":3552},[259],{"categories":3554},[246],{"categories":3556},[259],{"categories":3558},[],{"categories":3560},[],{"categories":3562},[],{"categories":3564},[249],{"categories":3566},[295],{"categories":3568},[259],{"categories":3570},[246],{"categories":3572},[246],{"categories":3574},[246],{"categories":3576},[246],{"categories":3578},[534],{"categories":3580},[347],{"categories":3582},[259],{"categories":3584},[246],{"categories":3586},[],{"categories":3588},[259],{"categories":3590},[259],{"categories":3592},[],{"categories":3594},[246],{"categories":3596},[259],{"categories":3598},[246],{"categories":3600},[],{"categories":3602},[246],{"categories":3604},[246],{"categories":3606},[246],{"categories":3608},[295],{"categories":3610},[347],{"categories":3612},[259],{"categories":3614},[347],{"categories":3616},[259],{"categories":3618},[246],{"categories":3620},[254],{"categories":3622},[],{"categories":3624},[],{"categories":3626},[246],{"categories":3628},[246],{"categories":3630},[246],{"categories":3632},[249],{"categories":3634},[259],{"categories":3636},[295],{"categories":3638},[],{"categories":3640},[347],{"categories":3642},[],{"categories":3644},[273],{"categories":3646},[246],{"categories":3648},[273],{"categories":3650},[347],{"categories":3652},[273],{"categories":3654},[246],{"categories":3656},[],{"categories":3658},[246],{"categories":3660},[246],{"categories":3662},[],{"categories":3664},[246],{"categories":3666},[246],{"categories":3668},[376],{"categories":3670},[246],{"categories":3672},[246],{"categories":3674},[417],{"categories":3676},[273],{"categories":3678},[246],{"categories":3680},[],{"categories":3682},[259],{"categories":3684},[246],{"categories":3686},[249],{"categories":3688},[649],{"categories":3690},[246],{"categories":3692},[246],{"categories":3694},[259],{"categories":3696},[246],{"categories":3698},[259],{"categories":3700},[246],{"categories":3702},[246],{"categories":3704},[246],{"categories":3706},[246],{"categories":3708},[],{"categories":3710},[246],{"categories":3712},[249],{"categories":3714},[246],{"categories":3716},[254],{"categories":3718},[273],{"categories":3720},[347],{"categories":3722},[],{"categories":3724},[246],{"categories":3726},[],{"categories":3728},[259],{"categories":3730},[246],{"categories":3732},[],{"categories":3734},[259],{"categories":3736},[246],{"categories":3738},[273],{"categories":3740},[347],{"categories":3742},[295],{"categories":3744},[246],{"categories":3746},[295],{"categories":3748},[259],{"categories":3750},[347],{"categories":3752},[246],{"categories":3754},[],{"categories":3756},[246],{"categories":3758},[284],{"categories":3760},[259],{"categories":3762},[246],{"categories":3764},[347],{"categories":3766},[295],{"categories":3768},[254],{"categories":3770},[273],{"categories":3772},[246],{"categories":3774},[246],{"categories":3776},[246],{"categories":3778},[246],{"categories":3780},[295],{"categories":3782},[376],{"categories":3784},[],{"categories":3786},[],{"categories":3788},[298],{"categories":3790},[590],{"categories":3792},[246],{"categories":3794},[259],{"categories":3796},[246,273],{"categories":3798},[295],{"categories":3800},[246],{"categories":3802},[246],{"categories":3804},[246],{"categories":3806},[246],{"categories":3808},[246],{"categories":3810},[246],{"categories":3812},[246],{"categories":3814},[259],{"categories":3816},[246],{"categories":3818},[259],{"categories":3820},[246],{"categories":3822},[246],{"categories":3824},[246],{"categories":3826},[],{"categories":3828},[246],{"categories":3830},[1370],{"categories":3832},[273],{"categories":3834},[347],{"categories":3836},[246],{"categories":3838},[246],{"categories":3840},[246],{"categories":3842},[298],{"categories":3844},[259],{"categories":3846},[376],{"categories":3848},[417],{"categories":3850},[],{"categories":3852},[273],{"categories":3854},[246],{"categories":3856},[254],{"categories":3858},[259],{"categories":3860},[249],{"categories":3862},[259],{"categories":3864},[246],{"categories":3866},[259],{"categories":3868},[259],{"categories":3870},[262],{"categories":3872},[273],{"categories":3874},[246],{"categories":3876},[246],{"categories":3878},[],{"categories":3880},[],{"categories":3882},[],{"categories":3884},[417],{"categories":3886},[246],{"categories":3888},[295],{"categories":3890},[246],{"categories":3892},[246],{"categories":3894},[246],{"categories":3896},[246],{"categories":3898},[],{"categories":3900},[246],{"categories":3902},[298],{"categories":3904},[254],{"categories":3906},[259],{"categories":3908},[246],{"categories":3910},[],{"categories":3912},[246],{"categories":3914},[259],{"categories":3916},[246],{"categories":3918},[417],{"categories":3920},[],{"categories":3922},[347],{"categories":3924},[347],{"categories":3926},[246],{"categories":3928},[259],{"categories":3930},[],{"categories":3932},[273],{"categories":3934},[246],{"categories":3936},[347],{"categories":3938},[246],{"categories":3940},[254],{"categories":3942},[259],{"categories":3944},[246],{"categories":3946},[],{"categories":3948},[295],{"categories":3950},[246],{"categories":3952},[246],{"categories":3954},[246],{"categories":3956},[347],{"categories":3958},[259],{"categories":3960},[295],{"categories":3962},[],{"categories":3964},[259],{"categories":3966},[254],{"categories":3968},[259],{"categories":3970},[347],{"categories":3972},[246],{"categories":3974},[246],{"categories":3976},[246],{"categories":3978},[590],{"categories":3980},[246],{"categories":3982},[259],{"categories":3984},[],{"categories":3986},[246],{"categories":3988},[246],{"categories":3990},[417],{"categories":3992},[295],{"categories":3994},[298],{"categories":3996},[695],{"categories":3998},[298],{"categories":4000},[298],{"categories":4002},[246],{"categories":4004},[],{"categories":4006},[],{"categories":4008},[],{"categories":4010},[259],{"categories":4012},[246],{"categories":4014},[259],{"categories":4016},[259],{"categories":4018},[273],{"categories":4020},[246],{"categories":4022},[567],{"categories":4024},[273],{"categories":4026},[259],{"categories":4028},[246],{"categories":4030},[246],{"categories":4032},[246],{"categories":4034},[246],{"categories":4036},[246],{"categories":4038},[259],{"categories":4040},[246],{"categories":4042},[],{"categories":4044},[],{"categories":4046},[246],{"categories":4048},[],{"categories":4050},[246],{"categories":4052},[259],{"categories":4054},[347],{"categories":4056},[246],{"categories":4058},[246],{"categories":4060},[],{"categories":4062},[259],{"categories":4064},[246],{"categories":4066},[246],{"categories":4068},[262],{"categories":4070},[246],{"categories":4072},[347],{"categories":4074},[246],{"categories":4076},[259],{"categories":4078},[254],{"categories":4080},[246],{"categories":4082},[246],{"categories":4084},[376],{"categories":4086},[259],{"categories":4088},[246],{"categories":4090},[246],{"categories":4092},[1007],{"categories":4094},[246],{"categories":4096},[259],{"categories":4098},[246],{"categories":4100},[273],{"categories":4102},[246],{"categories":4104},[649],{"categories":4106},[347],{"categories":4108},[],{"categories":4110},[246],{"categories":4112},[246],{"categories":4114},[295],{"categories":4116},[590],{"categories":4118},[259],{"categories":4120},[246],{"categories":4122},[],{"categories":4124},[295],{"categories":4126},[511],{"categories":4128},[259],{"categories":4130},[259],{"categories":4132},[259],{"categories":4134},[246],{"categories":4136},[246],{"categories":4138},[259],{"categories":4140},[],{"categories":4142},[254],{"categories":4144},[246],{"categories":4146},[254],{"categories":4148},[259],{"categories":4150},[],{"categories":4152},[273],{"categories":4154},[246],{"categories":4156},[246],{"categories":4158},[249],{"categories":4160},[246],{"categories":4162},[295],{"categories":4164},[417],{"categories":4166},[284],{"categories":4168},[259],{"categories":4170},[259],{"categories":4172},[246],{"categories":4174},[246],{"categories":4176},[259],{"categories":4178},[246],{"categories":4180},[249],{"categories":4182},[],{"categories":4184},[259],{"categories":4186},[246],{"categories":4188},[246],{"categories":4190},[246],{"categories":4192},[259],{"categories":4194},[246],{"categories":4196},[],{"categories":4198},[246],{"categories":4200},[],{"categories":4202},[347],{"categories":4204},[259],{"categories":4206},[246,254],{"categories":4208},[259],{"categories":4210},[246],{"categories":4212},[],{"categories":4214},[249],{"categories":4216},[298],{"categories":4218},[254],{"categories":4220},[246],{"categories":4222},[273],{"categories":4224},[246],{"categories":4226},[246],{"categories":4228},[259],{"categories":4230},[246],{"categories":4232},[246],{"categories":4234},[246],{"categories":4236},[295],{"categories":4238},[1370],{"categories":4240},[259],{"categories":4242},[246],{"categories":4244},[],{"categories":4246},[],{"categories":4248},[246],{"categories":4250},[259],{"categories":4252},[246],{"categories":4254},[246],{"categories":4256},[417],{"categories":4258},[],{"categories":4260},[246],{"categories":4262},[259],{"categories":4264},[284],{"categories":4266},[259],{"categories":4268},[590],{"categories":4270},[],{"categories":4272},[534],{"categories":4274},[259],{"categories":4276},[246],{"categories":4278},[246],{"categories":4280},[376],{"categories":4282},[259],{"categories":4284},[246],{"categories":4286},[298],{"categories":4288},[262],{"categories":4290},[259],{"categories":4292},[246],{"categories":4294},[590],{"categories":4296},[246],{"categories":4298},[417],{"categories":4300},[254],{"categories":4302},[],{"categories":4304},[246],{"categories":4306},[246],{"categories":4308},[376],{"categories":4310},[347],{"categories":4312},[246],{"categories":4314},[246],{"categories":4316},[246],{"categories":4318},[],{"categories":4320},[376],{"categories":4322},[295],{"categories":4324},[246],{"categories":4326},[246],{"categories":4328},[246],{"categories":4330},[695],{"categories":4332},[249],{"categories":4334},[246],{"categories":4336},[262],{"categories":4338},[246],{"categories":4340},[],{"categories":4342},[],{"categories":4344},[347],{"categories":4346},[246],{"categories":4348},[298],{"categories":4350},[376],{"categories":4352},[259],{"categories":4354},[246],{"categories":4356},[246],{"categories":4358},[376],{"categories":4360},[295],{"categories":4362},[246],{"categories":4364},[],{"categories":4366},[246],{"categories":4368},[246],{"categories":4370},[],{"categories":4372},[246],{"categories":4374},[246],{"categories":4376},[720],{"categories":4378},[246],{"categories":4380},[246],{"categories":4382},[259],{"categories":4384},[273],{"categories":4386},[590],{"categories":4388},[246],{"categories":4390},[246],{"categories":4392},[246],{"categories":4394},[],{"categories":4396},[246,273],{"categories":4398},[295],{"categories":4400},[259],{"categories":4402},[273],{"categories":4404},[259],{"categories":4406},[1045],{"categories":4408},[273],{"categories":4410},[273],{"categories":4412},[259],{"categories":4414},[246],{"categories":4416},[249],{"categories":4418},[],{"categories":4420},[],{"categories":4422},[259],{"categories":4424},[246],{"categories":4426},[273],{"categories":4428},[246],{"categories":4430},[249],{"categories":4432},[273],{"categories":4434},[273],{"categories":4436},[246],{"categories":4438},[376],{"categories":4440},[246],{"categories":4442},[273],{"categories":4444},[246],{"categories":4446},[],{"categories":4448},[246],{"categories":4450},[246],{"categories":4452},[347,246],{"categories":4454},[417],{"categories":4456},[249],{"categories":4458},[246],{"categories":4460},[],{"categories":4462},[246],{"categories":4464},[246],{"categories":4466},[254],{"categories":4468},[246],{"categories":4470},[254],{"categories":4472},[246],{"categories":4474},[246],{"categories":4476},[511],{"categories":4478},[246],{"categories":4480},[254],{"categories":4482},[273],{"categories":4484},[298],{"categories":4486},[259],{"categories":4488},[246],{"categories":4490},[273],{"categories":4492},[246],{"categories":4494},[246],{"categories":4496},[295],{"categories":4498},[376],{"categories":4500},[347],{"categories":4502},[246],{"categories":4504},[246],{"categories":4506},[246],{"categories":4508},[246],{"categories":4510},[249],{"categories":4512},[246],{"categories":4514},[259],{"categories":4516},[259],{"categories":4518},[273],{"categories":4520},[295],{"categories":4522},[273],{"categories":4524},[273],{"categories":4526},[246],{"categories":4528},[246],{"categories":4530},[],{"categories":4532},[],{"categories":4534},[298],{"categories":4536},[246],{"categories":4538},[273],{"categories":4540},[246],{"categories":4542},[347],{"categories":4544},[590],{"categories":4546},[534],{"categories":4548},[511],{"categories":4550},[246],{"categories":4552},[246],{"categories":4554},[246],{"categories":4556},[298],{"categories":4558},[246],{"categories":4560},[246],{"categories":4562},[246],{"categories":4564},[246],{"categories":4566},[246],{"categories":4568},[246],{"categories":4570},[246],{"categories":4572},[259],{"categories":4574},[249],{"categories":4576},[259],{"categories":4578},[246,254],{"categories":4580},[],{"categories":4582},[347],{"categories":4584},[],{"categories":4586},[262],{"categories":4588},[246],{"categories":4590},[295],{"categories":4592},[249],{"categories":4594},[246],{"categories":4596},[249],{"categories":4598},[259],{"categories":4600},[298],{"categories":4602},[259],{"categories":4604},[262],{"categories":4606},[259],{"categories":4608},[246],{"categories":4610},[246],{"categories":4612},[254],{"categories":4614},[259],{"categories":4616},[273],{"categories":4618},[376],{"categories":4620},[246],{"categories":4622},[246],{"categories":4624},[],{"categories":4626},[295],{"categories":4628},[246],{"categories":4630},[246],{"categories":4632},[246],{"categories":4634},[246],{"categories":4636},[246],{"categories":4638},[246],{"categories":4640},[273],{"categories":4642},[295],{"categories":4644},[273],{"categories":4646},[273],{"categories":4648},[246],{"categories":4650},[246],{"categories":4652},[246],{"categories":4654},[246],{"categories":4656},[534],{"categories":4658},[246],{"categories":4660},[259],{"categories":4662},[295],{"categories":4664},[246],{"categories":4666},[246],{"categories":4668},[246],{"categories":4670},[259],{"categories":4672},[246],{"categories":4674},[246],{"categories":4676},[246],{"categories":4678},[3269],{"categories":4680},[4681],"Clinical AI",{"categories":4683},[347],{"categories":4685},[246],{"categories":4687},[246],{"categories":4689},[246],{"categories":4691},[246],{"categories":4693},[417],{"categories":4695},[2628],{"categories":4697},[246],{"categories":4699},[262],{"categories":4701},[347],{"categories":4703},[246],{"categories":4705},[259],{"categories":4707},[246],{"categories":4709},[246],{"categories":4711},[295],{"categories":4713},[246],{"categories":4715},[259],{"categories":4717},[273],{"categories":4719},[376],{"categories":4721},[246],{"categories":4723},[246],{"categories":4725},[254],{"categories":4727},[246],{"categories":4729},[246],{"categories":4731},[649],{"categories":4733},[246],{"categories":4735},[],{"categories":4737},[259],{"categories":4739},[246],{"categories":4741},[273],{"categories":4743},[249],{"categories":4745},[246],{"categories":4747},[],{"categories":4749},[],{"categories":4751},[246],{"categories":4753},[],{"categories":4755},[254],{"categories":4757},[246],{"categories":4759},[246],{"categories":4761},[259],{"categories":4763},[246],{"categories":4765},[295],{"categories":4767},[295],{"categories":4769},[295],{"categories":4771},[295],{"categories":4773},[],{"categories":4775},[249],{"categories":4777},[259],{"categories":4779},[295],{"categories":4781},[246],{"categories":4783},[720],{"categories":4785},[262],{"categories":4787},[259],{"categories":4789},[246],{"categories":4791},[249],{"categories":4793},[246],{"categories":4795},[259],{"categories":4797},[246],{"categories":4799},[246],{"categories":4801},[246],{"categories":4803},[246,259],{"categories":4805},[259],{"categories":4807},[417],{"categories":4809},[295],{"categories":4811},[259],{"categories":4813},[295],{"categories":4815},[259],{"categories":4817},[246],{"categories":4819},[],{"categories":4821},[295],{"categories":4823},[376],{"categories":4825},[249],{"categories":4827},[246],{"categories":4829},[246],{"categories":4831},[],{"categories":4833},[273],{"categories":4835},[],{"categories":4837},[249],{"categories":4839},[259],{"categories":4841},[295],{"categories":4843},[246],{"categories":4845},[295],{"categories":4847},[249],{"categories":4849},[295],{"categories":4851},[295],{"categories":4853},[],{"categories":4855},[254],{"categories":4857},[259],{"categories":4859},[295],{"categories":4861},[295],{"categories":4863},[295],{"categories":4865},[295],{"categories":4867},[295],{"categories":4869},[295],{"categories":4871},[295],{"categories":4873},[295],{"categories":4875},[295],{"categories":4877},[295],{"categories":4879},[298],{"categories":4881},[249],{"categories":4883},[246],{"categories":4885},[246],{"categories":4887},[259],{"categories":4889},[259],{"categories":4891},[],{"categories":4893},[246],{"categories":4895},[246,249],{"categories":4897},[],{"categories":4899},[259],{"categories":4901},[246],{"categories":4903},[295],{"categories":4905},[259],{"categories":4907},[1045],{"categories":4909},[246],{"categories":4911},[246],{"categories":4913},[246],{"categories":4915},[246],{"categories":4917},[246],{"categories":4919},[511],{"categories":4921},[246],{"categories":4923},[246],{"categories":4925},[259],{"categories":4927},[246],{"categories":4929},[246],{"categories":4931},[254],{"categories":4933},[262],{"categories":4935},[259],{"categories":4937},[259],{"categories":4939},[],{"categories":4941},[259],{"categories":4943},[347],{"categories":4945},[295],{"categories":4947},[246],{"categories":4949},[],{"categories":4951},[262],{"categories":4953},[],{"categories":4955},[273],{"categories":4957},[246],{"categories":4959},[259],{"categories":4961},[347],{"categories":4963},[246],{"categories":4965},[],{"categories":4967},[246],{"categories":4969},[246],{"categories":4971},[],{"categories":4973},[376],{"categories":4975},[246],{"categories":4977},[259],{"categories":4979},[],{"categories":4981},[],{"categories":4983},[295],{"categories":4985},[249],{"categories":4987},[246],{"categories":4989},[246],{"categories":4991},[254],{"categories":4993},[246],{"categories":4995},[246],{"categories":4997},[259],{"categories":4999},[246],{"categories":5001},[254],{"categories":5003},[254],{"categories":5005},[347],{"categories":5007},[],{"categories":5009},[246],{"categories":5011},[295],{"categories":5013},[],{"categories":5015},[246],{"categories":5017},[246],{"categories":5019},[347],{"categories":5021},[246],{"categories":5023},[246],{"categories":5025},[376],{"categories":5027},[246],{"categories":5029},[417],{"categories":5031},[],{"categories":5033},[259],{"categories":5035},[246],{"categories":5037},[376],{"categories":5039},[273],{"categories":5041},[],{"categories":5043},[246],{"categories":5045},[],{"categories":5047},[259],{"categories":5049},[347],{"categories":5051},[273],{"categories":5053},[],{"categories":5055},[3269],{"categories":5057},[254],{"categories":5059},[249],{"categories":5061},[246],{"categories":5063},[298],{"categories":5065},[259],{"categories":5067},[347],{"categories":5069},[246],{"categories":5071},[273],{"categories":5073},[],{"categories":5075},[],{"categories":5077},[246],{"categories":5079},[249],{"categories":5081},[246],{"categories":5083},[376],{"categories":5085},[],{"categories":5087},[259],{"categories":5089},[259],{"categories":5091},[246],{"categories":5093},[259],{"categories":5095},[246],{"categories":5097},[295],{"categories":5099},[273],{"categories":5101},[246],{"categories":5103},[259],{"categories":5105},[262],{"categories":5107},[246],{"categories":5109},[246],{"categories":5111},[246],{"categories":5113},[259],{"categories":5115},[246],{"categories":5117},[262],{"categories":5119},[376],{"categories":5121},[295],{"categories":5123},[],{"categories":5125},[376],{"categories":5127},[246],{"categories":5129},[],{"categories":5131},[273],{"categories":5133},[259],{"categories":5135},[],{"categories":5137},[246],{"categories":5139},[246],{"categories":5141},[246],{"categories":5143},[246],{"categories":5145},[246],{"categories":5147},[259],{"categories":5149},[254],{"categories":5151},[249],{"categories":5153},[259],{"categories":5155},[246],{"categories":5157},[347],{"categories":5159},[273],{"categories":5161},[273],{"categories":5163},[246],{"categories":5165},[298],{"categories":5167},[259],{"categories":5169},[246],{"categories":5171},[246],{"categories":5173},[259],{"categories":5175},[246],{"categories":5177},[246],{"categories":5179},[259],{"categories":5181},[254],{"categories":5183},[246],{"categories":5185},[347],{"categories":5187},[273],{"categories":5189},[259],{"categories":5191},[246],{"categories":5193},[262],{"categories":5195},[246],{"categories":5197},[259],{"categories":5199},[246],{"categories":5201},[246],{"categories":5203},[295],{"categories":5205},[246],{"categories":5207},[],{"categories":5209},[249],{"categories":5211},[246],{"categories":5213},[246],{"categories":5215},[246],{"categories":5217},[273],{"categories":5219},[273],{"categories":5221},[246],{"categories":5223},[273],{"categories":5225},[246],{"categories":5227},[259],{"categories":5229},[246],{"categories":5231},[246],{"categories":5233},[246],{"categories":5235},[246],{"categories":5237},[246],{"categories":5239},[],{"categories":5241},[246],{"categories":5243},[347],{"categories":5245},[259],{"categories":5247},[254],{"categories":5249},[295],{"categories":5251},[246],{"categories":5253},[259],{"categories":5255},[246],{"categories":5257},[259],{"categories":5259},[246],{"categories":5261},[246],{"categories":5263},[347],{"categories":5265},[259],{"categories":5267},[246],{"categories":5269},[376],{"categories":5271},[246],{"categories":5273},[298],{"categories":5275},[246],{"categories":5277},[246],{"categories":5279},[295],{"categories":5281},[246],{"categories":5283},[246],{"categories":5285},[246],{"categories":5287},[246],{"categories":5289},[259],{"categories":5291},[417],{"categories":5293},[246],{"categories":5295},[273],{"categories":5297},[259],{"categories":5299},[298],{"categories":5301},[],{"categories":5303},[259],{"categories":5305},[273],{"categories":5307},[246],{"categories":5309},[246],{"categories":5311},[2466],{"categories":5313},[347],{"categories":5315},[446],{"categories":5317},[246],{"categories":5319},[246],{"categories":5321},[246],{"categories":5323},[246],{"categories":5325},[249],{"categories":5327},[246],{"categories":5329},[246],{"categories":5331},[273],{"categories":5333},[254],{"categories":5335},[246],{"categories":5337},[273],{"categories":5339},[246],{"categories":5341},[],{"categories":5343},[259],{"categories":5345},[259],{"categories":5347},[246],{"categories":5349},[246],{"categories":5351},[246],{"categories":5353},[298],{"categories":5355},[],{"categories":5357},[295],{"categories":5359},[],{"categories":5361},[295],{"categories":5363},[246],{"categories":5365},[246],{"categories":5367},[259],{"categories":5369},[246],{"categories":5371},[259],{"categories":5373},[259],{"categories":5375},[],{"categories":5377},[246],{"categories":5379},[295],{"categories":5381},[246],{"categories":5383},[],{"categories":5385},[246],{"categories":5387},[246],{"categories":5389},[],{"categories":5391},[246],{"categories":5393},[246],{"categories":5395},[347],{"categories":5397},[273],{"categories":5399},[259],{"categories":5401},[246],{"categories":5403},[246],{"categories":5405},[246],{"categories":5407},[246],{"categories":5409},[376],{"categories":5411},[246],{"categories":5413},[246],{"categories":5415},[246],{"categories":5417},[249],{"categories":5419},[246],{"categories":5421},[246],{"categories":5423},[],{"categories":5425},[246],{"categories":5427},[246],{"categories":5429},[246],{"categories":5431},[],{"categories":5433},[249],{"categories":5435},[246],{"categories":5437},[246],{"categories":5439},[295],{"categories":5441},[273],{"categories":5443},[262],{"categories":5445},[259],{"categories":5447},[590],{"categories":5449},[246],{"categories":5451},[246],{"categories":5453},[246],{"categories":5455},[273],{"categories":5457},[295],{"categories":5459},[347],{"categories":5461},[246],{"categories":5463},[246],{"categories":5465},[246],{"categories":5467},[246],{"categories":5469},[295],{"categories":5471},[246],{"categories":5473},[347],{"categories":5475},[246],{"categories":5477},[246],{"categories":5479},[295],{"categories":5481},[347],{"categories":5483},[246],{"categories":5485},[295],{"categories":5487},[246],{"categories":5489},[259],{"categories":5491},[259],{"categories":5493},[259],{"categories":5495},[273],{"categories":5497},[295],{"categories":5499},[259],{"categories":5501},[259],{"categories":5503},[246],{"categories":5505},[273],{"categories":5507},[347],{"categories":5509},[246],{"categories":5511},[246],{"categories":5513},[259],{"categories":5515},[246],{"categories":5517},[],{"categories":5519},[259],{"categories":5521},[],{"categories":5523},[246],{"categories":5525},[246],{"categories":5527},[],{"categories":5529},[],{"categories":5531},[259],{"categories":5533},[254],{"categories":5535},[259],{"categories":5537},[5538],"Liability & Ethics",{"categories":5540},[246],{"categories":5542},[246],{"categories":5544},[246],{"categories":5546},[259],{"categories":5548},[249],{"categories":5550},[259],{"categories":5552},[254],{"categories":5554},[376],{"categories":5556},[259],{"categories":5558},[246],{"categories":5560},[246],{"categories":5562},[],{"categories":5564},[695],{"categories":5566},[259],{"categories":5568},[],{"categories":5570},[246],{"categories":5572},[249],{"categories":5574},[259],{"categories":5576},[],{"categories":5578},[259],{"categories":5580},[246],{"categories":5582},[246],{"categories":5584},[273],{"categories":5586},[246],{"categories":5588},[295],{"categories":5590},[246],{"categories":5592},[246],{"categories":5594},[262],{"categories":5596},[259],{"categories":5598},[246],{"categories":5600},[246],{"categories":5602},[246],{"categories":5604},[295],{"categories":5606},[259],{"categories":5608},[273],{"categories":5610},[347],{"categories":5612},[249],{"categories":5614},[246],{"categories":5616},[246],{"categories":5618},[246],{"categories":5620},[],{"categories":5622},[259],{"categories":5624},[259],{"categories":5626},[259],{"categories":5628},[590],{"categories":5630},[347],{"categories":5632},[259],{"categories":5634},[417],{"categories":5636},[273],{"categories":5638},[295],{"categories":5640},[246],{"categories":5642},[347],{"categories":5644},[246],{"categories":5646},[249],{"categories":5648},[],{"categories":5650},[259],{"categories":5652},[246],{"categories":5654},[246],{"categories":5656},[246],{"categories":5658},[246],{"categories":5660},[259],{"categories":5662},[246],{"categories":5664},[246],{"categories":5666},[347],{"categories":5668},[],{"categories":5670},[259],{"categories":5672},[262],{"categories":5674},[295],{"categories":5676},[259],{"categories":5678},[254],{"categories":5680},[],{"categories":5682},[246],{"categories":5684},[246],{"categories":5686},[262],{"categories":5688},[246],{"categories":5690},[259],{"categories":5692},[295],{"categories":5694},[249],{"categories":5696},[417],{"categories":5698},[246],{"categories":5700},[246],{"categories":5702},[246],{"categories":5704},[295],{"categories":5706},[254],{"categories":5708},[246],{"categories":5710},[347],{"categories":5712},[295],{"categories":5714},[417],{"categories":5716},[246],{"categories":5718},[259],{"categories":5720},[],{"categories":5722},[649],{"categories":5724},[],{"categories":5726},[246],{"categories":5728},[417],{"categories":5730},[246],{"categories":5732},[298],{"categories":5734},[246],{"categories":5736},[259],{"categories":5738},[259],{"categories":5740},[5741],"Design News & Tools",{"categories":5743},[246],{"categories":5745},[246],{"categories":5747},[295],{"categories":5749},[246],{"categories":5751},[246],{"categories":5753},[249],{"categories":5755},[259],{"categories":5757},[246],{"categories":5759},[347],{"categories":5761},[259],{"categories":5763},[259],{"categories":5765},[347],{"categories":5767},[246],{"categories":5769},[246],{"categories":5771},[590],{"categories":5773},[259],{"categories":5775},[246],{"categories":5777},[246],{"categories":5779},[590],{"categories":5781},[246],{"categories":5783},[376],{"categories":5785},[246],{"categories":5787},[259],{"categories":5789},[],{"categories":5791},[246],{"categories":5793},[246],{"categories":5795},[246],{"categories":5797},[295],{"categories":5799},[246],{"categories":5801},[249],{"categories":5803},[],{"categories":5805},[246],{"categories":5807},[246],{"categories":5809},[246],{"categories":5811},[273],{"categories":5813},[720],{"categories":5815},[273],{"categories":5817},[347],{"categories":5819},[246],{"categories":5821},[246,259],{"categories":5823},[376,254],{"categories":5825},[273],{"categories":5827},[246],{"categories":5829},[246],{"categories":5831},[246],{"categories":5833},[246],{"categories":5835},[],{"categories":5837},[259],{"categories":5839},[246],{"categories":5841},[],{"categories":5843},[246],{"categories":5845},[273],{"categories":5847},[246],{"categories":5849},[273],{"categories":5851},[],{"categories":5853},[259],{"categories":5855},[246],{"categories":5857},[254],{"categories":5859},[246],{"categories":5861},[295],{"categories":5863},[246],{"categories":5865},[],{"categories":5867},[259],{"categories":5869},[246],{"categories":5871},[],{"categories":5873},[347],{"categories":5875},[246],{"categories":5877},[246],{"categories":5879},[259],{"categories":5881},[246],{"categories":5883},[246],{"categories":5885},[249],{"categories":5887},[259],{"categories":5889},[246],{"categories":5891},[],{"categories":5893},[246],{"categories":5895},[417],{"categories":5897},[376],{"categories":5899},[254],{"categories":5901},[254],{"categories":5903},[246],{"categories":5905},[249],{"categories":5907},[249],{"categories":5909},[246],{"categories":5911},[259],{"categories":5913},[246],{"categories":5915},[246],{"categories":5917},[246],{"categories":5919},[246],{"categories":5921},[273],{"categories":5923},[246],{"categories":5925},[249],{"categories":5927},[246],{"categories":5929},[246],{"categories":5931},[259],{"categories":5933},[246],{"categories":5935},[376],{"categories":5937},[246],{"categories":5939},[295],{"categories":5941},[246],{"categories":5943},[246],{"categories":5945},[259],{"categories":5947},[262],{"categories":5949},[246],{"categories":5951},[246],{"categories":5953},[259],{"categories":5955},[],{"categories":5957},[273],{"categories":5959},[],{"categories":5961},[273],{"categories":5963},[259],{"categories":5965},[249],{"categories":5967},[246],{"categories":5969},[],{"categories":5971},[298],{"categories":5973},[417],{"categories":5975},[246],{"categories":5977},[273],{"categories":5979},[246],{"categories":5981},[],{"categories":5983},[295],{"categories":5985},[259],{"categories":5987},[273],{"categories":5989},[347],{"categories":5991},[254],{"categories":5993},[246],{"categories":5995},[246],{"categories":5997},[259],{"categories":5999},[273],{"categories":6001},[259],{"categories":6003},[295],{"categories":6005},[246],{"categories":6007},[262],{"categories":6009},[249],{"categories":6011},[262],{"categories":6013},[295],{"categories":6015},[246],{"categories":6017},[273],{"categories":6019},[246],{"categories":6021},[347],{"categories":6023},[254],{"categories":6025},[246],{"categories":6027},[246],{"categories":6029},[246],{"categories":6031},[246],{"categories":6033},[246],{"categories":6035},[246],{"categories":6037},[259],{"categories":6039},[246],{"categories":6041},[259],{"categories":6043},[246],{"categories":6045},[246],{"categories":6047},[249],{"categories":6049},[246],{"categories":6051},[259],{"categories":6053},[259],{"categories":6055},[347],{"categories":6057},[259],{"categories":6059},[259],{"categories":6061},[246],{"categories":6063},[249],{"categories":6065},[259],{"categories":6067},[347],{"categories":6069},[],{"categories":6071},[246],{"categories":6073},[298],{"categories":6075},[590],{"categories":6077},[246],{"categories":6079},[259],{"categories":6081},[246],{"categories":6083},[246],{"categories":6085},[273],{"categories":6087},[246],{"categories":6089},[],{"categories":6091},[246],{"categories":6093},[259],{"categories":6095},[246],{"categories":6097},[376],{"categories":6099},[246],{"categories":6101},[273],{"categories":6103},[246],{"categories":6105},[295],{"categories":6107},[259],{"categories":6109},[246],{"categories":6111},[376],{"categories":6113},[259],{"categories":6115},[254],{"categories":6117},[254],{"categories":6119},[246],{"categories":6121},[246],{"categories":6123},[246],{"categories":6125},[246],{"categories":6127},[246],{"categories":6129},[246],{"categories":6131},[249],{"categories":6133},[],{"categories":6135},[246],{"categories":6137},[246],{"categories":6139},[259],{"categories":6141},[259],{"categories":6143},[246],{"categories":6145},[246],{"categories":6147},[246],{"categories":6149},[246],{"categories":6151},[246],{"categories":6153},[273],{"categories":6155},[],{"categories":6157},[249],{"categories":6159},[246],{"categories":6161},[246],{"categories":6163},[259],{"categories":6165},[259],{"categories":6167},[],{"categories":6169},[273],{"categories":6171},[273],{"categories":6173},[246],{"categories":6175},[376],{"categories":6177},[254],{"categories":6179},[347],{"categories":6181},[],{"categories":6183},[246],{"categories":6185},[259],{"categories":6187},[249],{"categories":6189},[246],{"categories":6191},[246],{"categories":6193},[273],{"categories":6195},[249],{"categories":6197},[246],{"categories":6199},[246],{"categories":6201},[295],{"categories":6203},[298],{"categories":6205},[246],{"categories":6207},[295],{"categories":6209},[259],{"categories":6211},[246],{"categories":6213},[],{"categories":6215},[295],{"categories":6217},[259],{"categories":6219},[347],{"categories":6221},[298],{"categories":6223},[246],{"categories":6225},[246],{"categories":6227},[],{"categories":6229},[259],{"categories":6231},[259],{"categories":6233},[259],{"categories":6235},[3269],{"categories":6237},[295],{"categories":6239},[246],{"categories":6241},[273],{"categories":6243},[246],{"categories":6245},[246],{"categories":6247},[246],{"categories":6249},[246],{"categories":6251},[246],{"categories":6253},[254],{"categories":6255},[246],{"categories":6257},[249],{"categories":6259},[1932],{"categories":6261},[417],{"categories":6263},[249],{"categories":6265},[],{"categories":6267},[246],{"categories":6269},[],{"categories":6271},[295],{"categories":6273},[259],{"categories":6275},[347],{"categories":6277},[246],{"categories":6279},[246],{"categories":6281},[246],{"categories":6283},[295],{"categories":6285},[],{"categories":6287},[259],{"categories":6289},[246],{"categories":6291},[259],{"categories":6293},[259],{"categories":6295},[],{"categories":6297},[246],{"categories":6299},[],{"categories":6301},[295],{"categories":6303},[249],{"categories":6305},[347],{"categories":6307},[246],{"categories":6309},[259],{"categories":6311},[295],{"categories":6313},[246],{"categories":6315},[295],{"categories":6317},[],{"categories":6319},[295],{"categories":6321},[246],{"categories":6323},[249],{"categories":6325},[590],{"categories":6327},[259],{"categories":6329},[246],{"categories":6331},[],{"categories":6333},[273],{"categories":6335},[259],{"categories":6337},[262],{"categories":6339},[259],{"categories":6341},[249],{"categories":6343},[246],{"categories":6345},[246],{"categories":6347},[],{"categories":6349},[],{"categories":6351},[],{"categories":6353},[347],{"categories":6355},[246],{"categories":6357},[259],{"categories":6359},[246],{"categories":6361},[246],{"categories":6363},[],{"categories":6365},[],{"categories":6367},[],{"categories":6369},[246],{"categories":6371},[259],{"categories":6373},[347],{"categories":6375},[246],{"categories":6377},[],{"categories":6379},[259],{"categories":6381},[246],{"categories":6383},[246],{"categories":6385},[249],{"categories":6387},[],{"categories":6389},[],{"categories":6391},[246],{"categories":6393},[246],{"categories":6395},[259],{"categories":6397},[347],{"categories":6399},[246],{"categories":6401},[295],{"categories":6403},[],{"categories":6405},[246],{"categories":6407},[246],{"categories":6409},[376],{"categories":6411},[295],{"categories":6413},[376],{"categories":6415},[298],{"categories":6417},[246],{"categories":6419},[246],{"categories":6421},[],{"categories":6423},[],{"categories":6425},[259],{"categories":6427},[],{"categories":6429},[246],{"categories":6431},[590],{"categories":6433},[246],{"categories":6435},[246],{"categories":6437},[246],{"categories":6439},[246],{"categories":6441},[],{"categories":6443},[259],{"categories":6445},[246],{"categories":6447},[246],{"categories":6449},[],{"categories":6451},[259],{"categories":6453},[246],{"categories":6455},[295],{"categories":6457},[246],{"categories":6459},[376],{"categories":6461},[254],{"categories":6463},[262],{"categories":6465},[246],{"categories":6467},[246],{"categories":6469},[259],{"categories":6471},[298],{"categories":6473},[259],{"categories":6475},[259],{"categories":6477},[],{"categories":6479},[246],{"categories":6481},[259],{"categories":6483},[],{"categories":6485},[246],{"categories":6487},[],{"categories":6489},[295],{"categories":6491},[254],{"categories":6493},[],{"categories":6495},[246],{"categories":6497},[246],{"categories":6499},[246],{"categories":6501},[],{"categories":6503},[259],{"categories":6505},[347],{"categories":6507},[249],{"categories":6509},[246],{"categories":6511},[],{"categories":6513},[254],{"categories":6515},[376],{"categories":6517},[246],{"categories":6519},[273],{"categories":6521},[249],{"categories":6523},[298],{"categories":6525},[254],{"categories":6527},[273],{"categories":6529},[259],{"categories":6531},[273],{"categories":6533},[],{"categories":6535},[246],{"categories":6537},[262],{"categories":6539},[246],{"categories":6541},[],{"categories":6543},[259],{"categories":6545},[249],{"categories":6547},[347],{"categories":6549},[246],{"categories":6551},[249],{"categories":6553},[259],{"categories":6555},[417],{"categories":6557},[246],{"categories":6559},[246],{"categories":6561},[246],{"categories":6563},[246],{"categories":6565},[246],{"categories":6567},[249],{"categories":6569},[246],{"categories":6571},[273],{"categories":6573},[298],{"categories":6575},[259],{"categories":6577},[],{"categories":6579},[246],{"categories":6581},[246],{"categories":6583},[246],{"categories":6585},[273],{"categories":6587},[259],{"categories":6589},[295],{"categories":6591},[273],{"categories":6593},[246],{"categories":6595},[262],{"categories":6597},[],{"categories":6599},[347],{"categories":6601},[273],{"categories":6603},[295],{"categories":6605},[246],{"categories":6607},[249],{"categories":6609},[259],{"categories":6611},[246],{"categories":6613},[246],{"categories":6615},[259],{"categories":6617},[262],{"categories":6619},[246],{"categories":6621},[259],{"categories":6623},[246],{"categories":6625},[254],{"categories":6627},[259],{"categories":6629},[259,417],{"categories":6631},[246],{"categories":6633},[246],{"categories":6635},[259],{"categories":6637},[273],{"categories":6639},[246],{"categories":6641},[246],{"categories":6643},[298],{"categories":6645},[259],{"categories":6647},[376],{"categories":6649},[259],{"categories":6651},[254],{"categories":6653},[],{"categories":6655},[259],{"categories":6657},[246],{"categories":6659},[254],{"categories":6661},[],{"categories":6663},[],{"categories":6665},[273],{"categories":6667},[246],{"categories":6669},[246],{"categories":6671},[259],{"categories":6673},[298],{"categories":6675},[376],{"categories":6677},[246],{"categories":6679},[246],{"categories":6681},[246],{"categories":6683},[259],{"categories":6685},[],{"categories":6687},[259],{"categories":6689},[295],{"categories":6691},[246],{"categories":6693},[259],{"categories":6695},[259],{"categories":6697},[246],{"categories":6699},[],{"categories":6701},[295],{"categories":6703},[273],{"categories":6705},[3269],{"categories":6707},[249],{"categories":6709},[273],{"categories":6711},[246],{"categories":6713},[259],{"categories":6715},[246],{"categories":6717},[246],{"categories":6719},[376],{"categories":6721},[273],{"categories":6723},[298],{"categories":6725},[],{"categories":6727},[295],{"categories":6729},[246],{"categories":6731},[246],{"categories":6733},[],{"categories":6735},[259],{"categories":6737},[246],{"categories":6739},[246],{"categories":6741},[246],{"categories":6743},[246],{"categories":6745},[259],{"categories":6747},[246],{"categories":6749},[246],{"categories":6751},[246],{"categories":6753},[262],{"categories":6755},[246],{"categories":6757},[259],{"categories":6759},[246],{"categories":6761},[246],{"categories":6763},[246],{"categories":6765},[246],{"categories":6767},[246],{"categories":6769},[246],{"categories":6771},[246],{"categories":6773},[254],{"categories":6775},[],{"categories":6777},[262],{"categories":6779},[295],{"categories":6781},[259],{"categories":6783},[246],{"categories":6785},[273],{"categories":6787},[],{"categories":6789},[273],{"categories":6791},[273],{"categories":6793},[259],{"categories":6795},[273],{"categories":6797},[246],{"categories":6799},[246],{"categories":6801},[246],{"categories":6803},[259],{"categories":6805},[273],{"categories":6807},[246],{"categories":6809},[246],{"categories":6811},[246],{"categories":6813},[259],{"categories":6815},[295],{"categories":6817},[246],{"categories":6819},[246],{"categories":6821},[246],{"categories":6823},[254],{"categories":6825},[246],{"categories":6827},[259],{"categories":6829},[347],{"categories":6831},[],{"categories":6833},[246],{"categories":6835},[298],{"categories":6837},[259],{"categories":6839},[246],{"categories":6841},[246],{"categories":6843},[],{"categories":6845},[246],{"categories":6847},[246],{"categories":6849},[295],{"categories":6851},[246],{"categories":6853},[246],{"categories":6855},[259],{"categories":6857},[376],{"categories":6859},[],{"categories":6861},[],{"categories":6863},[273],{"categories":6865},[246],{"categories":6867},[246],{"categories":6869},[295],{"categories":6871},[246],{"categories":6873},[273],{"categories":6875},[295],{"categories":6877},[246],{"categories":6879},[246],{"categories":6881},[376],{"categories":6883},[298],{"categories":6885},[246],{"categories":6887},[246],{"categories":6889},[249],{"categories":6891},[259],{"categories":6893},[246],{"categories":6895},[246],{"categories":6897},[259],{"categories":6899},[254],{"categories":6901},[259],{"categories":6903},[273],{"categories":6905},[246],{"categories":6907},[254],{"categories":6909},[],{"categories":6911},[246],{"categories":6913},[298],{"categories":6915},[246],{"categories":6917},[246],{"categories":6919},[],{"categories":6921},[295],{"categories":6923},[246],{"categories":6925},[259],{"categories":6927},[298],{"categories":6929},[246],{"categories":6931},[273],{"categories":6933},[273],{"categories":6935},[273],{"categories":6937},[246],{"categories":6939},[259],{"categories":6941},[259],{"categories":6943},[246],{"categories":6945},[259],{"categories":6947},[246],{"categories":6949},[246],{"categories":6951},[347],{"categories":6953},[298],{"categories":6955},[298],{"categories":6957},[],{"categories":6959},[295],{"categories":6961},[246],{"categories":6963},[246],{"categories":6965},[273],{"categories":6967},[],{"categories":6969},[295],{"categories":6971},[295],{"categories":6973},[295],{"categories":6975},[],{"categories":6977},[259],{"categories":6979},[246],{"categories":6981},[],{"categories":6983},[249],{"categories":6985},[254],{"categories":6987},[],{"categories":6989},[246],{"categories":6991},[246],{"categories":6993},[],{"categories":6995},[273],{"categories":6997},[],{"categories":6999},[],{"categories":7001},[],{"categories":7003},[],{"categories":7005},[246],{"categories":7007},[295],{"categories":7009},[],{"categories":7011},[],{"categories":7013},[246],{"categories":7015},[246],{"categories":7017},[246],{"categories":7019},[298],{"categories":7021},[246],{"categories":7023},[298],{"categories":7025},[],{"categories":7027},[298],{"categories":7029},[298],{"categories":7031},[417],{"categories":7033},[259],{"categories":7035},[273],{"categories":7037},[],{"categories":7039},[],{"categories":7041},[298],{"categories":7043},[273],{"categories":7045},[273],{"categories":7047},[273],{"categories":7049},[],{"categories":7051},[249],{"categories":7053},[273],{"categories":7055},[273],{"categories":7057},[249],{"categories":7059},[273],{"categories":7061},[254],{"categories":7063},[273],{"categories":7065},[273],{"categories":7067},[273],{"categories":7069},[298],{"categories":7071},[295],{"categories":7073},[295],{"categories":7075},[246],{"categories":7077},[273],{"categories":7079},[298],{"categories":7081},[417],{"categories":7083},[298],{"categories":7085},[298],{"categories":7087},[298],{"categories":7089},[],{"categories":7091},[254],{"categories":7093},[],{"categories":7095},[417],{"categories":7097},[273],{"categories":7099},[273],{"categories":7101},[273],{"categories":7103},[259],{"categories":7105},[295,254],{"categories":7107},[298],{"categories":7109},[],{"categories":7111},[],{"categories":7113},[298],{"categories":7115},[],{"categories":7117},[298],{"categories":7119},[295],{"categories":7121},[259],{"categories":7123},[],{"categories":7125},[273],{"categories":7127},[246],{"categories":7129},[347],{"categories":7131},[],{"categories":7133},[246],{"categories":7135},[],{"categories":7137},[295],{"categories":7139},[249],{"categories":7141},[298],{"categories":7143},[],{"categories":7145},[273],{"categories":7147},[295],[7149,7278,7382,7476],{"id":7150,"title":7151,"ai":7152,"body":7157,"categories":7253,"created_at":209,"date_modified":209,"description":192,"extension":210,"faq":209,"featured":211,"kicker_label":209,"meta":7254,"navigation":224,"path":7265,"published_at":7266,"question":209,"scraped_at":7267,"seo":7268,"sitemap":7269,"source_id":7270,"source_name":7271,"source_type":232,"source_url":7272,"stem":7273,"tags":7274,"thumbnail_url":209,"tldr":7275,"tweet":209,"unknown_tags":7276,"__hash__":7277},"summaries\u002Fsummaries\u002Fbe5ba072164cae89-harness-engineering-agents-code-humans-steer-summary.md","Harness Engineering: Agents Code, Humans Steer",{"provider":7,"model":8,"input_tokens":7153,"output_tokens":7154,"processing_time_ms":7155,"cost_usd":7156},8738,2273,20706,0.00259325,{"type":14,"value":7158,"toc":7247},[7159,7163,7166,7169,7172,7175,7179,7182,7185,7188,7191,7195,7198,7201,7204,7207,7210,7213,7215],[17,7160,7162],{"id":7161},"code-abundance-frees-engineers-for-steering","Code Abundance Frees Engineers for Steering",[22,7164,7165],{},"Ryan Lopopolo, a Member of Technical Staff at OpenAI, has spent nine months building software solely through AI agents, banning his team from directly editing code. The core shift: \"Code is free.\" Models like GPT-5.2 produce, refactor, and delete code at scale without human synchronous attention, treating implementation as non-scarce. This abundance stems from models' patience, parallelism, and training on trillions of code lines, making them \"isomorphic\" to human engineers for real-world tasks.",[22,7167,7168],{},"Pre-agent era constraints—no longer apply. P3-priority tasks (formerly deprioritized) now run 4x in parallel; agents select the winner. Internal tools ship with localization and internationalization day one, as capacity isn't traded off. Lopopolo's team built productivity agents for coworkers across OpenAI offices in London, Dublin, Paris, Brussels, Zurich, and Munich.",[22,7170,7171],{},"Scarce resources redefine roles: human time\u002Fattention, model context windows. Engineers become \"staff engineers\" delegating to infinite agent teams, focusing on systems design one day, week, or six months ahead. \"Every one of you is a staff engineer. You have as many team members as you can possibly drive concurrently.\"",[22,7173,7174],{},"Tradeoffs: Initial velocity hits from refining agent outputs, but long-term leverage from durable fixes. Humans unblock agents over long horizons, not micromanage.",[17,7176,7178],{"id":7177},"legible-codebases-via-documentation-and-standardization","Legible Codebases via Documentation and Standardization",[22,7180,7181],{},"Agents need humans to externalize \"what good looks like.\" Years of experience yield 500 micro-decisions per patch (e.g., non-functional requirements like timeouts, retries). Models know all variants from training data; humans specify via \"breadcrumbs\": ADRs, persona docs, ticket histories, code reviews.",[22,7183,7184],{},"Make codebases \"native to agents\": respect context scarcity with sameness. Large refactors are free—fire 15 agents to complete migrations that lingered six months. Tests enforce source-code properties: files ≤350 lines for context efficiency; lints ensure retries\u002Ftimeouts on network calls (e.g., fetch wrappers).",[22,7186,7187],{},"Diverse team expertise amplifies: frontend architects document component patterns; backend experts outline scalability; product minds define QA plans covering user journeys, required PR media (screenshots, videos). One engineer's QA doc becomes every agent's guardrail, eliminating low-signal reviews.",[22,7189,7190],{},"\"The important thing is not the code but the prompt and the guardrails that got you there.\" Review agents scan patches for security\u002Freliability, injecting comments PRs must address pre-merge.",[17,7192,7194],{"id":7193},"prompt-injection-and-skills-for-reliable-execution","Prompt Injection and Skills for Reliable Execution",[22,7196,7197],{},"Harness engineering operationalizes agent success through just-in-time prompts, minimizing overengineering per the \"bitter lesson\" (model capability obsoletes complexity). Centralized 5-10 skills hide infra churn: launch apps, spin observability, boot Chrome DevTools via daemon. Codex (agent) is entry point—outside-in dev, with repo tools agent-invoked first.",[22,7199,7200],{},"Guardrails embed prompts everywhere: ESLint rules (custom per workspace), wholesome tests (package privacy, dep edges, Zod dedup), error messages with remediation (\"Parse, don't validate at edge; derive type from Zod\"—no unknowns).",[22,7202,7203],{},"Reviewer agents, sub-agents, auto-compaction (GPT-5.4 excels) refresh context. Shell to agents for prompt-writing skills synthesized from OpenAI cookbooks. CI runs security checks: \"Are there timeouts\u002Fretries? Secure interfaces?\"",[22,7205,7206],{},"Workflow: Linear tickets → agent + skills. No human editors; beach\u002Fmargarita\u002FLinear setup shown. Agents prototype UIs, then lints enforce decomposition for snapshot tests. Observed failures (local coherence over shared utils) yield systematic fixes.",[22,7208,7209],{},"Q&A reveals minimalism: Avoid thousands of skills; deepen few. Harness = timely instruction surfacing. Agent hid daemon switch for weeks via docs—humans delegate fully.",[22,7211,7212],{},"\"Do not produce slop. Don't accept slop. You won't get slop in your codebase.\"",[17,7214,156],{"id":155},[158,7216,7217,7220,7223,7226,7229,7232,7235,7238,7241,7244],{},[161,7218,7219],{},"Treat code as free: Parallelize P3s, refactor at scale, delete freely—focus humans on unblocking agents.",[161,7221,7222],{},"Externalize expertise: Document personas\u002FADRs\u002FQA for every agent trajectory; one doc accrues team-wide leverage.",[161,7224,7225],{},"Embed guardrails durably: Custom lints\u002Ftests on source code (file size, retries, deps); reviewer agents in CI.",[161,7227,7228],{},"Centralize 5-10 skills: Hide infra\u002Ftools; agent-first entry (e.g., Codex launches dev stack).",[161,7230,7231],{},"Just-in-time prompts: Auto-compaction + error remediation; synthesize skills from cookbooks.",[161,7233,7234],{},"Minimize harness overengineering: Surface requirements context-efficiently; models follow instructions.",[161,7236,7237],{},"Measure by agent autonomy: Trust via QA plans\u002Fmedia; shoulder-surf less, delegate more.",[161,7239,7240],{},"Fix failure classes systematically: Observe agent\u002Fhuman errors, devise lints\u002Ftests, migrate codebase once.",[161,7242,7243],{},"Workflow: Tickets → agents; no laptops—Linear + voice\u002Ftools.",[161,7245,7246],{},"Scale internal tools globally: i18n\u002Fl10n free with abundance.",{"title":192,"searchDepth":193,"depth":193,"links":7248},[7249,7250,7251,7252],{"id":7161,"depth":193,"text":7162},{"id":7177,"depth":193,"text":7178},{"id":7193,"depth":193,"text":7194},{"id":155,"depth":193,"text":156},[246],{"content_references":7255,"triage":7263},[7256,7260],{"type":7257,"title":7258,"url":7259,"context":218},"other","Harness Engineering","https:\u002F\u002Fopenai.com\u002Findex\u002Fharness-engineering\u002F",{"type":7261,"title":7258,"url":7262,"context":218},"podcast","https:\u002F\u002Flatent.space\u002Fp\u002Fharness-eng",{"relevance":220,"novelty":221,"quality":221,"actionability":221,"composite":222,"reasoning":7264},"Category: AI & LLMs. The article discusses the innovative use of AI agents in software engineering, addressing the audience's pain point of integrating AI into their workflows. It provides actionable insights on how to leverage AI agents for productivity and code management, making it highly relevant for product builders.","\u002Fsummaries\u002Fbe5ba072164cae89-harness-engineering-agents-code-humans-steer-summary","2026-04-17 00:29:28","2026-04-19 03:24:30",{"title":7151,"description":192},{"loc":7265},"80b5466d85781e03","AI Engineer","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=am_oeAoUhew","summaries\u002Fbe5ba072164cae89-harness-engineering-agents-code-humans-steer-summary",[236,237,238,239],"OpenAI engineer Ryan Lopopolo's team builds exclusively with AI agents by creating 'harnesses'—guardrails, skills, and prompts—that make codebases legible and execution reliable, freeing humans for systems thinking.",[238,239],"JG5p7iafofyCv25FScCFysUeI5M4UXAHIX9VPeGdes4",{"id":7279,"title":7280,"ai":7281,"body":7287,"categories":7358,"created_at":209,"date_modified":209,"description":192,"extension":210,"faq":209,"featured":211,"kicker_label":209,"meta":7359,"navigation":224,"path":7366,"published_at":7367,"question":209,"scraped_at":7368,"seo":7369,"sitemap":7370,"source_id":7371,"source_name":7271,"source_type":7372,"source_url":7373,"stem":7374,"tags":7375,"thumbnail_url":7377,"tldr":7378,"tweet":7379,"unknown_tags":7380,"__hash__":7381},"summaries\u002Fsummaries\u002F4b5174dab371e63e-from-ai-assisted-to-ai-native-frontier-development-summary.md","From AI-Assisted to AI-Native: Frontier Development Habits",{"provider":7,"model":7282,"input_tokens":7283,"output_tokens":7284,"processing_time_ms":7285,"cost_usd":7286},"google\u002Fgemini-3.1-flash-lite",7750,751,3109,0.003064,{"type":14,"value":7288,"toc":7353},[7289,7293,7296,7299,7303,7306,7339,7343,7346],[17,7290,7292],{"id":7291},"the-shift-to-frontier-development","The Shift to Frontier Development",[22,7294,7295],{},"Amazon's internal research across 50 teams revealed that AI coding assistants alone do not guarantee productivity. While 90% of teams used the same tools, only half saw significant gains (median 4.5x, sometimes >10x). The differentiator was not the tool, but the transition from \"vibe coding\"—where engineers remain in the loop, constantly prompting and reviewing—to \"frontier development.\"",[22,7297,7298],{},"Frontier developers are defined by three behaviors: writing only 1-2% of their own code, allowing agents to run autonomously for hours, and running multiple agents in parallel to churn through backlogs. This shift requires moving away from the \"babysitting\" model of interaction toward a \"feeding\" model, where agents are provided with enough context and validation logic to self-correct without human intervention.",[17,7300,7302],{"id":7301},"five-habits-for-ai-native-engineering","Five Habits for AI-Native Engineering",[22,7304,7305],{},"To achieve these step-function improvements, teams must adopt specific, often unglamorous habits:",[158,7307,7308,7315,7321,7327,7333],{},[161,7309,7310,7314],{},[7311,7312,7313],"strong",{},"Invest in Agent Context:"," Explicitly document tribal knowledge. As models improve, regularly prune these steering files to remove outdated workarounds that bloat context.",[161,7316,7317,7320],{},[7311,7318,7319],{},"Slow Down to Speed Up:"," Accept that initial productivity may dip. Teams must perform \"intentional engineering\"—improving error messages, restructuring codebases, or migrating to strongly-typed languages like TypeScript or Rust—to make the code navigable and testable for agents.",[161,7322,7323,7326],{},[7311,7324,7325],{},"Feed, Don't Babysit:"," Stop the back-and-forth conversation loop. Instead, design tasks so agents can self-validate via compilation, tests, and quality bars before presenting results.",[161,7328,7329,7332],{},[7311,7330,7331],{},"Make Intent Explicit:"," Iterate on technical specifications or design documents before generating code. It is significantly more efficient to refine intent in a document than to debug code generated from ambiguous requirements.",[161,7334,7335,7338],{},[7311,7336,7337],{},"Shift Testing Left:"," Implement fast, deterministic local mocks and comprehensive linting. The faster the feedback loop, the more iterations an agent can perform autonomously, which is the key to high-velocity output.",[17,7340,7342],{"id":7341},"organizational-hurdles-and-new-bottlenecks","Organizational Hurdles and New Bottlenecks",[22,7344,7345],{},"Adopting these practices introduces new challenges, including increased cognitive load for early-career engineers who must learn to review AI output without having written it themselves. Organizations must also manage the risk of burnout caused by \"FOMO\" and the pressure to maintain high output.",[22,7347,7348,7349,7352],{},"Crucially, as coding speed increases, the bottleneck shifts from writing code to ",[7311,7350,7351],{},"decision-making",". When a product that once took 18 months to build can be completed in 76 days, the time spent on approvals and architectural reviews becomes the primary constraint. Organizations must prioritize fast, reversible decision-making to match the speed of their new AI-native development workflows.",{"title":192,"searchDepth":193,"depth":193,"links":7354},[7355,7356,7357],{"id":7291,"depth":193,"text":7292},{"id":7301,"depth":193,"text":7302},{"id":7341,"depth":193,"text":7342},[273],{"content_references":7360,"triage":7363},[7361],{"type":215,"title":7362,"context":218},"Kuro",{"relevance":220,"novelty":221,"quality":221,"actionability":220,"composite":7364,"reasoning":7365},4.55,"Category: AI & LLMs. The article provides a deep dive into the concept of 'frontier development' and how it can enhance productivity in AI-powered software engineering, addressing a key pain point for developers looking to integrate AI effectively. It outlines specific habits that teams can adopt, making the content immediately actionable.","\u002Fsummaries\u002F4b5174dab371e63e-from-ai-assisted-to-ai-native-frontier-development-summary","2026-08-28 16:30:19","2026-08-29 03:11:57",{"title":7280,"description":192},{"loc":7366},"4b5174dab371e63e","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=pqlWNihgdjI","summaries\u002F4b5174dab371e63e-from-ai-assisted-to-ai-native-frontier-development-summary",[7376,236,239,238],"ai-tools","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FpqlWNihgdjI\u002Fhqdefault.jpg","Productivity gains from AI aren't about the tools, but about shifting from 'vibe coding' (babysitting) to 'frontier development' (feeding agents), which requires intentional changes to team habits and codebase hygiene.","This talk breaks down how Amazon teams achieved 4.5x to 10x productivity gains by shifting from \"AI-assisted\" coding to \"frontier development.\" The speaker argues that the tool itself is rarely the variable; success depends on adopting specific habits like pruning agent context, restructuring brownfield codebases for agent readability, and shifting testing left to enable autonomous self-correction.",[239,238],"YczoYfIUJ9Yhj-V1JP5D03dRL__dmGQBuo9Pt28tDHU",{"id":7383,"title":7384,"ai":7385,"body":7390,"categories":7458,"created_at":209,"date_modified":209,"description":192,"extension":210,"faq":209,"featured":211,"kicker_label":209,"meta":7459,"navigation":224,"path":7463,"published_at":7464,"question":209,"scraped_at":7465,"seo":7466,"sitemap":7467,"source_id":7468,"source_name":7271,"source_type":7372,"source_url":7469,"stem":7470,"tags":7471,"thumbnail_url":209,"tldr":7472,"tweet":7473,"unknown_tags":7474,"__hash__":7475},"summaries\u002Fsummaries\u002Fd3db3789ded10fb1-scaling-ai-agent-adoption-across-engineering-teams-summary.md","Scaling AI Agent Adoption Across Engineering Teams",{"provider":7,"model":7282,"input_tokens":7386,"output_tokens":7387,"processing_time_ms":7388,"cost_usd":7389},7293,627,4092,0.00276375,{"type":14,"value":7391,"toc":7453},[7392,7396,7399,7403,7406,7426,7430,7433],[17,7393,7395],{"id":7394},"the-shift-from-individual-leverage-to-team-infrastructure","The Shift from Individual Leverage to Team Infrastructure",[22,7397,7398],{},"Many teams fail to scale AI because they treat agent usage as an individual contributor's responsibility. This leads to \"token maxing\" and \"slop shipping,\" where productivity gains are inconsistent and code quality suffers. To succeed, leadership must treat agent integration as a core infrastructure problem. The goal is to move developers from a state of fear (worrying about job security) to a state of high-confidence, high-utilization usage.",[17,7400,7402],{"id":7401},"harness-engineering-and-system-design","Harness Engineering and System Design",[22,7404,7405],{},"To prevent agents from becoming a burden, you must build a robust \"harness\" around your codebase. Key principles include:",[158,7407,7408,7414,7420],{},[161,7409,7410,7413],{},[7311,7411,7412],{},"Smart Prompt Injection:"," Treat the entire codebase as a searchable index. Documentation should live within code comments so that when an agent greps for information, it retrieves the relevant context automatically.",[161,7415,7416,7419],{},[7311,7417,7418],{},"Progressive Disclosure:"," Avoid overloading agent configuration files. Keep index files thin (under 100 lines) and ensure they act as a map that points the agent to the right files, rather than dumping all documentation into the initial prompt.",[161,7421,7422,7425],{},[7311,7423,7424],{},"Self-Healing Pipelines:"," Accept that \"slop\" is inevitable. Implement automated \"code gardeners\" that run nightly to identify and organize code, and wire your issue trackers and CI\u002FCD directly into the agentic loop to close feedback cycles.",[17,7427,7429],{"id":7428},"the-human-element-winning-over-skeptics","The Human Element: Winning Over Skeptics",[22,7431,7432],{},"Adoption is a human problem, not just a technical one. Skepticism often stems from fear or poor tooling experiences. To build trust:",[158,7434,7435,7441,7447],{},[161,7436,7437,7440],{},[7311,7438,7439],{},"Invest in High-Value Skills:"," Develop \"skills\" (agentic workflows) that handle end-to-end tasks, such as a tool that manages the entire process from \"code done\" to \"PR ready for review,\" including CI failure handling and PR descriptions.",[161,7442,7443,7446],{},[7311,7444,7445],{},"Iterative Buy-in:"," Allow skeptics to edit and contribute to the shared agent setup. When they can shape the tools they use, they become invested in the system's success.",[161,7448,7449,7452],{},[7311,7450,7451],{},"Full Send Mindset:"," Treat agent setup as a continuous iteration loop rather than a one-time configuration. Allocate a percentage of engineering time specifically to improving these internal tools, even if it doesn't result in immediate feature PRs. If an agent takes a long time to think, view it as a positive sign of reasoning, not a failure of performance.",{"title":192,"searchDepth":193,"depth":193,"links":7454},[7455,7456,7457],{"id":7394,"depth":193,"text":7395},{"id":7401,"depth":193,"text":7402},{"id":7428,"depth":193,"text":7429},[273],{"content_references":7460,"triage":7461},[],{"relevance":220,"novelty":221,"quality":221,"actionability":221,"composite":222,"reasoning":7462},"Category: AI Automation. The article provides a comprehensive approach to scaling AI agent adoption, addressing a core challenge for teams integrating AI tools. It offers actionable strategies like harness engineering and self-healing systems, which are directly applicable to improving team productivity.","\u002Fsummaries\u002Fd3db3789ded10fb1-scaling-ai-agent-adoption-across-engineering-teams-summary","2026-08-11 00:03:17","2026-08-11 03:21:10",{"title":7384,"description":192},{"loc":7463},"d3db3789ded10fb1","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=aeTb5BdmTTc","summaries\u002Fd3db3789ded10fb1-scaling-ai-agent-adoption-across-engineering-teams-summary",[236,7376,239,238],"Moving from individual AI leverage to team-wide productivity requires treating agent integration as a leadership-driven infrastructure challenge rather than an individual task, focusing on harness engineering, self-healing systems, and psychological buy-in.","This is a high-level management talk on integrating AI agents into engineering teams, arguing that success depends on treating agent adoption as a cultural and organizational challenge rather than just a technical one. The speaker outlines a strategy focused on shared codebase standards, automated \"self-healing\" workflows, and winning over skeptical developers to avoid the productivity gaps caused by inconsistent tooling.",[239,238],"sEYio9dsENPKFkClnBwzgOqxNCXtNH3PQp3-YPTaKzs",{"id":7477,"title":7478,"ai":7479,"body":7484,"categories":7554,"created_at":209,"date_modified":209,"description":192,"extension":210,"faq":209,"featured":211,"kicker_label":209,"meta":7555,"navigation":224,"path":7566,"published_at":7567,"question":209,"scraped_at":7568,"seo":7569,"sitemap":7570,"source_id":7571,"source_name":7271,"source_type":7372,"source_url":7572,"stem":7573,"tags":7574,"thumbnail_url":209,"tldr":7575,"tweet":7576,"unknown_tags":7577,"__hash__":7578},"summaries\u002Fsummaries\u002Fcdc9a1d5128f15e9-multiplayer-agentic-engineering-scaling-ai-teams-summary.md","Multiplayer Agentic Engineering: Scaling AI Teams",{"provider":7,"model":7282,"input_tokens":7480,"output_tokens":7481,"processing_time_ms":7482,"cost_usd":7483},7739,748,4152,0.00305675,{"type":14,"value":7485,"toc":7548},[7486,7490,7493,7497,7523,7527,7541,7545],[17,7487,7489],{"id":7488},"the-shift-to-multiplayer-agentic-workflows","The Shift to Multiplayer Agentic Workflows",[22,7491,7492],{},"Building with AI agents is often treated as a solo activity, with agents trapped on individual laptops. To scale effectively, engineering teams must transition to a \"multiplayer\" model where agents operate in shared, cloud-based environments. This shift allows non-technical team members (support, growth, product) to trigger real work, creates a single source of truth for agent sessions, and eliminates the \"lid anxiety\" of tethering development to a physical machine.",[17,7494,7496],{"id":7495},"core-principles-for-agentic-collaboration","Core Principles for Agentic Collaboration",[158,7498,7499,7505,7511,7517],{},[161,7500,7501,7504],{},[7311,7502,7503],{},"Model and Harness Agnostic:"," The best AI model changes weekly. By building an abstraction layer, teams can swap models (e.g., switching between Anthropic, Codex, or open-weight models like GLM 5.2) without disrupting workflows. This also protects teams from vendor lock-in and misaligned token-selling incentives.",[161,7506,7507,7510],{},[7311,7508,7509],{},"Unified Interfaces:"," Don't trap agents in a single tool like Slack or a specific IDE. Ensure the same agent session is accessible across GitHub, mobile apps, and internal dashboards. This maintains context and allows team members to jump into an ongoing agent session to review, query, or guide the work.",[161,7512,7513,7516],{},[7311,7514,7515],{},"Visible Artifacts:"," Make agent work transparent. Whether it is a screenshot, a video, or a code diff, the agent should output artifacts that are visible to the entire team, regardless of where the request originated.",[161,7518,7519,7522],{},[7311,7520,7521],{},"External Signal Integration:"," Treat every external input—customer calls, bug reports, or Slack threads—as potential code tasks. Using tools like \"meeting bots\" to transcribe and analyze team discussions allows agents to automatically generate tickets and prototypes, which engineers can then review and ship.",[17,7524,7526],{"id":7525},"security-and-benchmarking","Security and Benchmarking",[158,7528,7529,7535],{},[161,7530,7531,7534],{},[7311,7532,7533],{},"Isolated Cloud Sandboxes:"," Running agents on local machines is a security risk. Moving development to isolated cloud environments allows for granular control over network access and secrets. It prevents agents from accidentally accessing production databases or sensitive local files while enabling non-technical staff to safely trigger code changes.",[161,7536,7537,7540],{},[7311,7538,7539],{},"Codebase-Specific Benchmarking:"," Public benchmarks (like SWE-bench) are often irrelevant to your specific stack. Build a internal benchmarking suite that measures quality, cost, and time for your own pull requests. This data-driven approach allows teams to identify which models perform best for their specific language (e.g., Ruby on Rails) and helps in automatically routing tasks to the most efficient model for the job.",[17,7542,7544],{"id":7543},"practical-outcomes","Practical Outcomes",[22,7546,7547],{},"By implementing these strategies, teams can move from manual ticket triage to an automated flow where ideas are prototyped and PRs are generated with minimal human intervention. The goal is to maintain a human-in-the-loop review process while offloading the execution to agents that operate within a secure, collaborative, and measurable infrastructure.",{"title":192,"searchDepth":193,"depth":193,"links":7549},[7550,7551,7552,7553],{"id":7488,"depth":193,"text":7489},{"id":7495,"depth":193,"text":7496},{"id":7525,"depth":193,"text":7526},{"id":7543,"depth":193,"text":7544},[273],{"content_references":7556,"triage":7564},[7557,7561],{"type":215,"title":7558,"url":7559,"context":7560},"Superconductor","https:\u002F\u002Fsuperconductor.com","recommended",{"type":215,"title":7562,"url":7563,"context":218},"SWE-bench","https:\u002F\u002Fwww.swebench.com\u002F",{"relevance":220,"novelty":221,"quality":221,"actionability":221,"composite":222,"reasoning":7565},"Category: AI Automation. The article provides a comprehensive approach to scaling AI-powered development through collaborative workflows and practical strategies for integrating AI agents into team environments. It offers actionable insights, such as using cloud sandboxes and creating unified interfaces, which directly address the pain points of product builders looking to enhance team productivity.","\u002Fsummaries\u002Fcdc9a1d5128f15e9-multiplayer-agentic-engineering-scaling-ai-teams-summary","2026-08-09 20:30:34","2026-08-10 03:20:31",{"title":7478,"description":192},{"loc":7566},"cdc9a1d5128f15e9","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=OL7kfezynJM","summaries\u002Fcdc9a1d5128f15e9-multiplayer-agentic-engineering-scaling-ai-teams-summary",[236,7376,238,239],"To scale AI-powered development, move agents into isolated cloud sandboxes, make their work visible across all team interfaces, and implement codebase-specific benchmarking to remain model-agnostic.","This presentation from the [Superconductor](https:\u002F\u002Fsuperconductor.com) team argues for moving agentic workflows off local machines and into shared, cloud-based environments. The speaker outlines a strategy for \"multiplayer\" engineering, focusing on keeping agent sessions persistent across interfaces (Slack, web, GitHub) and using automated bots to turn meeting transcripts and external signals into actionable code tasks.",[238,239],"FcCaq9GL2OkjYmrBrlfxb5t7RYAqTnVJTNJCVGO0kjQ"]