[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-run-openclaw-24-7-via-myclaw-zero-infra-setup-summary":3,"summaries-facets-categories":260,"summary-related-run-openclaw-24-7-via-myclaw-zero-infra-setup-summary":4665},{"id":4,"title":5,"ai":6,"body":13,"categories":235,"created_at":237,"date_modified":237,"description":238,"extension":239,"faq":237,"featured":240,"kicker_label":237,"meta":241,"navigation":242,"path":243,"published_at":244,"question":237,"scraped_at":245,"seo":246,"sitemap":247,"source_id":248,"source_name":249,"source_type":250,"source_url":251,"stem":252,"tags":253,"thumbnail_url":237,"tldr":257,"tweet":237,"unknown_tags":258,"__hash__":259},"summaries\u002Fsummaries\u002Frun-openclaw-24-7-via-myclaw-zero-infra-setup-summary.md","Run OpenClaw 24\u002F7 via MyClaw: Zero Infra Setup",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8675,2091,20440,0.00248965,{"type":14,"value":15,"toc":226},"minimark",[16,21,25,28,35,38,42,58,61,67,70,73,77,83,102,108,127,133,136,139,142,146,152,167,173,178,184,187,190,194],[17,18,20],"h2",{"id":19},"self-hosting-fails-reliabilitymanaged-hosting-delivers-persistence","Self-Hosting Fails Reliability—Managed Hosting Delivers Persistence",[22,23,24],"p",{},"Self-hosting OpenClaw demands you act as full IT: provisioning servers (local\u002Fcloud), installing dependencies, Docker configs, env vars, port exposure, and midnight debugging. Updates break setups; machine restarts or sleep kill sessions—no persistence. Result: fragile babysitting, not autonomous work.",[22,26,27],{},"MyClaw fixes this as dedicated, managed OpenClaw instances. Same agent capabilities, isolated\u002Fprivate, always-on (survives browser closes, vacations). Costs: Light\u002FPro\u002FMax plans scale CPU\u002FRAM\u002Fstorage (Pro: 4 cores\u002F8GB RAM\u002F8GB storage). Usage transparency shows token spend per model—under $1\u002Fweek heavy use.",[22,29,30,34],{},[31,32,33],"strong",{},"Trade-off honesty",": Managed abstracts infra but ties to MyClaw pricing\u002FAPI credits. Use own keys (Anthropic\u002FOpenAI) for billing control; MyClaw's integrated APIs (Mistral\u002FGemini\u002Fetc.) pass-through costs, no markup.",[22,36,37],{},"Quote: \"Even when it works, it is pretty fragile. Every time a new update rolls out, your config needs to get updated. If your machine restarts, your agent goes offline.\"",[17,39,41],{"id":40},"core-setup-from-signup-to-configured-instance-in-minutes","Core Setup: From Signup to Configured Instance in Minutes",[43,44,45,49,52,55],"ol",{},[46,47,48],"li",{},"Visit myclaw.ai, click \"Get OpenClaw\", sign up.",[46,50,51],{},"Dashboard prompts plan: Light (basic), Pro (90% users: more memory\u002Fbandwidth), Max (upgradeable). Create instance, name it (e.g., \"AI Assistant\"), optional description.",[46,53,54],{},"AI providers: Dropdown all majors (Claude Sonnet 3.5, Mistral, Gemini). Use MyClaw credits or own API keys. Switch models task-by-task (Opus for reasoning\u002Fcode, Sonnet\u002FMistral for ops).",[46,56,57],{},"Instance spins up (~1min): Dedicated chat interface for interaction.",[22,59,60],{},"Post-launch: AI Settings tab for model swaps\u002Fpricing visibility. Usage tab tracks daily\u002Fmonthly tokens\u002Fcosts per model.",[22,62,63,66],{},[31,64,65],{},"Quality criteria",": Agent accumulates context over time—learns preferences\u002Fprojects. Start strong with Identity file: your name, business context, usage intent. Enables 50+ preloaded skills (web browsing, file handling, coding, data analysis)—browse\u002Fenable relevant, add custom.",[22,68,69],{},"Agents section: Spin domain-specific sub-agents (content\u002Fresearch\u002Fclients). Channels: Web chat default; add Telegram\u002FSlack for mobile\u002Fcoworker-like access.",[22,71,72],{},"Quote: \"This is going to be a private dedicated instance... fully isolated... you can go on a two week vacation. When you come back, your agent is still going to be online.\"",[17,74,76],{"id":75},"integrations-and-autonomy-channels-email-cron-jobs","Integrations and Autonomy: Channels, Email, Cron Jobs",[22,78,79,82],{},[31,80,81],{},"Telegram setup"," (mobile-first comms):",[43,84,85,88,91,99],{},[46,86,87],{},"Telegram: New channel via BotFather (\u002Fnewbot), name bot (e.g., \"myclaw_bot\"), copy token.",[46,89,90],{},"MyClaw Channels > Connect Telegram > Paste token.",[46,92,93,94,98],{},"Bot auto-generates pairing code\u002Fuser ID—paste into chat: \"Connect my Telegram ",[95,96,97],"span",{},"code","\".",[46,100,101],{},"Test: Message bot, confirm \"Yes, I'm live\".",[22,103,104,107],{},[31,105,106],{},"Gmail integration"," (for drafts\u002Fsends):",[43,109,110,113,116],{},[46,111,112],{},"Gmail Settings > Forwarding\u002FPOP\u002FIMAP: Enable IMAP, auto-expunge on.",[46,114,115],{},"Google Account > Security > App Passwords (enable 2FA first): Generate for \"myclaw AI\", copy 16-char password.",[46,117,118,119,122,123,126],{},"MyClaw chat: \"Bind my Gmail: ",[95,120,121],{},"email",", app password: ",[95,124,125],{},"pass","\". Agent self-heals config issues.",[22,128,129,132],{},[31,130,131],{},"Cron jobs"," unlock agentic autonomy: Schedule tasks (every 30min\u002Fhour\u002Fday@9AM). Agent runs independently, reports via channel. E.g., daily lead gen → Telegram results.",[22,134,135],{},"Common pitfalls: Missing API keys block tools (Brave for web, Appify\u002FApollo for emails\u002FLinkedIn). Agent self-anneals: Detects issues, requests keys, configures. Review outputs before sends; refine CTAs (e.g., low-friction: \"Worth sending case study?\" vs. 15min call).",[22,137,138],{},"Before: Manual, session-bound tasks. After: Persistent, scheduled, multi-channel (gym → agent researches\u002Foutreaches).",[22,140,141],{},"Quote: \"The one that makes everything else 10 times more powerful is going to be the cron jobs... from a tool that you use when you're just sitting at your desk to an autonomous system.\"",[17,143,145],{"id":144},"production-demos-leads-and-monitoring-prove-value","Production Demos: Leads and Monitoring Prove Value",[22,147,148,151],{},[31,149,150],{},"Demo 1: AI Lead Gen\u002FOutreach"," (ICP: SMB AI automation consulting, pain points: ops bottlenecks).\nPrompt: \"Find 10 matching businesses: name\u002Fdesc\u002Fdecision-maker\u002Frole\u002Ffit\u002Fpersonalized cold email (subject\u002Fbody referencing specifics). Draft only.\"",[153,154,155,158,161,164],"ul",{},[46,156,157],{},"Agent requests Brave API (web search)—self-configures.",[46,159,160],{},"Outputs: 10 prospects (e.g., podcast transcript signals → hyper-personal subject: \"100-door bottleneck from Peter Lman podcast\"). Why fit, tailored body, low-friction CTA.",[46,162,163],{},"Refine: \"Tighter emails, punchier.\"",[46,165,166],{},"Extend: Draft in Gmail (1,3,5); cron daily@9AM.",[22,168,169,172],{},[31,170,171],{},"Demo 2: Background AI News Monitoring"," (implied in timestamps: agent scans\u002Fupdates autonomously).",[153,174,175],{},[46,176,177],{},"Cron: Hourly news check → Telegram summary.",[22,179,180,183],{},[31,181,182],{},"Evaluation",": Good output = thorough research (podcasts\u002Fsites), specific personalization (beats templates), self-healing (API fixes). Costs scale with tokens; Pro handles heavy loads.",[22,185,186],{},"Prerequisites: Basic OpenClaw knowledge (agent framework). Fits indie builders automating sales\u002Fresearch. Practice: Deploy Pro instance, identity\u002Fskills, Telegram cron for your ICP.",[22,188,189],{},"Quote: \"It ran into some issues, but it was able to self-anneal... identify what the problems actually were, and find a solution.\"",[17,191,193],{"id":192},"key-takeaways","Key Takeaways",[153,195,196,199,202,205,208,211,214,217,220,223],{},[46,197,198],{},"Skip self-hosting: MyClaw Pro ($?\u002Fmo) for 24\u002F7 persistence, under $1 heavy token use.",[46,200,201],{},"Signup → Pro plan → Claude Sonnet → Instance ready in \u003C5min.",[46,203,204],{},"Day1: Identity (context), enable skills (web\u002Fcoding), sub-agents per domain.",[46,206,207],{},"Mobile via Telegram: BotFather token → pair code → chat anywhere.",[46,209,210],{},"Gmail: IMAP on + app password → agent drafts\u002Fsends.",[46,212,213],{},"Automate everything: Cron jobs for daily leads\u002Fnews → channel reports.",[46,215,216],{},"Feed APIs (Brave\u002FAppify) for web\u002Femails; agent self-configures.",[46,218,219],{},"Review\u002Frefine outputs: Personalize CTAs, tighten copy.",[46,221,222],{},"Scale: Switch models (Opus reasoning, Sonnet ops); monitor usage tab.",[46,224,225],{},"Test: Run lead gen demo on your ICP, cron it.",{"title":227,"searchDepth":228,"depth":228,"links":229},"",2,[230,231,232,233,234],{"id":19,"depth":228,"text":20},{"id":40,"depth":228,"text":41},{"id":75,"depth":228,"text":76},{"id":144,"depth":228,"text":145},{"id":192,"depth":228,"text":193},[236],"AI Automation",null,"One-click to deploy your 24\u002F7 OpenClaw Agent on (no setup needed) https:\u002F\u002Fmyclaw.ai\u002F?utm_source=yt-nickpuru\n🤖 Transform your business with AI: https:\u002F\u002Fsalesdone.ai\n📚 We help entrepreneurs & industry experts build & scale their AI Agency: https:\u002F\u002Fwww.skool.com\u002Ftheaiaccelerator\u002Fabout\n🤚 Join the best community for AI entrepreneurs and connect with 16,000+ members: - https:\u002F\u002Fwww.skool.com\u002Fsystems-to-scale-9517\u002Fabout\n\nSign Up for My Claw: https:\u002F\u002Fmyclaw.ai\u002F\n\nSign up to our weekly AI newsletter - https:\u002F\u002Fai-core.beehiiv.com\u002F\n\n🙋 Connect With Me!\nInstagram -   \u002F nicholas.puru  \nX - https:\u002F\u002Fx.com\u002FNicholasPuru\nLinkedIn - https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fnicholas-puruczky-113818198\u002F\n\n0:00 - Easiest way to run OpenClaw 24\u002F7\n0:37 - The problem with self-hosting\n2:50 - Setting up your account & plan\n3:37 - Configuring AI models & providers\n4:27 - Your private dedicated instance\n4:58 - AI settings & model switching\n6:12 - Usage & cost breakdown\n6:31 - First setup: identity & skills\n8:52 - Live demo 1: AI lead research & outreach\n12:37 - Live demo 2: background AI news monitoring\n14:15 - Results & cron job auto-setup\n16:39 - Final thoughts & getting started","md",false,{},true,"\u002Fsummaries\u002Frun-openclaw-24-7-via-myclaw-zero-infra-setup-summary","2026-04-04 14:29:59","2026-04-05 16:13:20",{"title":5,"description":238},{"loc":243},"ee5ea2d51bc0a7ab","Nick Puru | AI Automation","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=EsID7I7GSv0","summaries\u002Frun-openclaw-24-7-via-myclaw-zero-infra-setup-summary",[254,255,256],"agents","ai-tools","automation","MyClaw provides managed hosting for OpenClaw agents: sign up, select Pro plan (4 CPU\u002F8GB RAM), configure models like Claude 3.5 Sonnet, set identity\u002Fskills, integrate Telegram\u002FGmail, and automate via cron jobs for persistent, autonomous operation under $1\u002Fweek.",[],"9NNrc3OG1iCqkKFn86Q3VmkpWE4NBBiSubR4UAtN-u4",[261,264,266,269,271,273,276,279,282,284,286,288,290,292,294,296,299,301,303,305,307,309,311,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663],{"categories":262},[263],"Business & SaaS",{"categories":265},[263],{"categories":267},[268],"AI News & Trends",{"categories":270},[],{"categories":272},[236],{"categories":274},[275],"Marketing & Growth",{"categories":277},[278],"Design & Frontend",{"categories":280},[281],"Software Engineering",{"categories":283},[236],{"categories":285},[],{"categories":287},[278],{"categories":289},[278],{"categories":291},[236],{"categories":293},[278],{"categories":295},[278],{"categories":297},[298],"AI & LLMs",{"categories":300},[278],{"categories":302},[278],{"categories":304},[],{"categories":306},[278],{"categories":308},[278],{"categories":310},[298],{"categories":312},[313],"Developer Productivity",{"categories":315},[298],{"categories":317},[298],{"categories":319},[298],{"categories":321},[268],{"categories":323},[298],{"categories":325},[236],{"categories":327},[263],{"categories":329},[268],{"categories":331},[275],{"categories":333},[],{"categories":335},[],{"categories":337},[236],{"categories":339},[236],{"categories":341},[236],{"categories":343},[275],{"categories":345},[298],{"categories":347},[313],{"categories":349},[268],{"categories":351},[],{"categories":353},[],{"categories":355},[],{"categories":357},[358],"Data Science & Visualization",{"categories":360},[],{"categories":362},[236],{"categories":364},[281],{"categories":366},[236],{"categories":368},[236],{"categories":370},[298],{"categories":372},[275],{"categories":374},[236],{"categories":376},[],{"categories":378},[],{"categories":380},[],{"categories":382},[278],{"categories":384},[278],{"categories":386},[236],{"categories":388},[275],{"categories":390},[313],{"categories":392},[278],{"categories":394},[298],{"categories":396},[281],{"categories":398},[298],{"categories":400},[],{"categories":402},[236],{"categories":404},[298],{"categories":406},[313],{"categories":408},[313],{"categories":410},[],{"categories":412},[275],{"categories":414},[263],{"categories":416},[298],{"categories":418},[263],{"categories":420},[263],{"categories":422},[236],{"categories":424},[275],{"categories":426},[236],{"categories":428},[263],{"categories":430},[236],{"categories":432},[278],{"categories":434},[298],{"categories":436},[278],{"categories":438},[298],{"categories":440},[263],{"categories":442},[298],{"categories":444},[275],{"categories":446},[],{"categories":448},[298],{"categories":450},[263],{"categories":452},[],{"categories":454},[268],{"categories":456},[281],{"categories":458},[],{"categories":460},[298],{"categories":462},[278],{"categories":464},[298],{"categories":466},[278],{"categories":468},[],{"categories":470},[236],{"categories":472},[],{"categories":474},[],{"categories":476},[],{"categories":478},[298],{"categories":480},[],{"categories":482},[298],{"categories":484},[298],{"categories":486},[278],{"categories":488},[298],{"categories":490},[313],{"categories":492},[236],{"categories":494},[275],{"categories":496},[313],{"categories":498},[313],{"categories":500},[313],{"categories":502},[275],{"categories":504},[275],{"categories":506},[298],{"categories":508},[298],{"categories":510},[278],{"categories":512},[263],{"categories":514},[278],{"categories":516},[281],{"categories":518},[263],{"categories":520},[263],{"categories":522},[263],{"categories":524},[278],{"categories":526},[],{"categories":528},[],{"categories":530},[298],{"categories":532},[298],{"categories":534},[281],{"categories":536},[298],{"categories":538},[298],{"categories":540},[],{"categories":542},[298],{"categories":544},[298],{"categories":546},[],{"categories":548},[298],{"categories":550},[268],{"categories":552},[268],{"categories":554},[],{"categories":556},[],{"categories":558},[275],{"categories":560},[275],{"categories":562},[281],{"categories":564},[298],{"categories":566},[],{"categories":568},[],{"categories":570},[236],{"categories":572},[298],{"categories":574},[298],{"categories":576},[],{"categories":578},[298,263],{"categories":580},[298],{"categories":582},[],{"categories":584},[298],{"categories":586},[298],{"categories":588},[],{"categories":590},[],{"categories":592},[236],{"categories":594},[298],{"categories":596},[298],{"categories":598},[236],{"categories":600},[298],{"categories":602},[],{"categories":604},[],{"categories":606},[298],{"categories":608},[],{"categories":610},[298],{"categories":612},[298],{"categories":614},[],{"categories":616},[236],{"categories":618},[278],{"categories":620},[],{"categories":622},[236,623],"DevOps & Cloud",{"categories":625},[298],{"categories":627},[236],{"categories":629},[298],{"categories":631},[],{"categories":633},[],{"categories":635},[],{"categories":637},[],{"categories":639},[298],{"categories":641},[236],{"categories":643},[],{"categories":645},[236],{"categories":647},[],{"categories":649},[298],{"categories":651},[],{"categories":653},[],{"categories":655},[],{"categories":657},[],{"categories":659},[236],{"categories":661},[278],{"categories":663},[298],{"categories":665},[275],{"categories":667},[268],{"categories":669},[263],{"categories":671},[313],{"categories":673},[],{"categories":675},[236],{"categories":677},[236],{"categories":679},[298],{"categories":681},[],{"categories":683},[],{"categories":685},[],{"categories":687},[236],{"categories":689},[],{"categories":691},[236],{"categories":693},[236],{"categories":695},[268],{"categories":697},[236],{"categories":699},[298],{"categories":701},[],{"categories":703},[298],{"categories":705},[],{"categories":707},[268],{"categories":709},[236,710],"Product Strategy",{"categories":712},[281],{"categories":714},[623],{"categories":716},[710],{"categories":718},[298],{"categories":720},[236],{"categories":722},[],{"categories":724},[268],{"categories":726},[268],{"categories":728},[236],{"categories":730},[],{"categories":732},[236],{"categories":734},[298],{"categories":736},[298],{"categories":738},[313],{"categories":740},[298],{"categories":742},[],{"categories":744},[298,281],{"categories":746},[268],{"categories":748},[298],{"categories":750},[268],{"categories":752},[236],{"categories":754},[268],{"categories":756},[],{"categories":758},[281],{"categories":760},[263],{"categories":762},[],{"categories":764},[236],{"categories":766},[236],{"categories":768},[236],{"categories":770},[236],{"categories":772},[263],{"categories":774},[278],{"categories":776},[275],{"categories":778},[],{"categories":780},[236],{"categories":782},[],{"categories":784},[268],{"categories":786},[268],{"categories":788},[268],{"categories":790},[236],{"categories":792},[268],{"categories":794},[298],{"categories":796},[313],{"categories":798},[298],{"categories":800},[281],{"categories":802},[298,313],{"categories":804},[313],{"categories":806},[313],{"categories":808},[313],{"categories":810},[313],{"categories":812},[298],{"categories":814},[],{"categories":816},[],{"categories":818},[275],{"categories":820},[],{"categories":822},[298],{"categories":824},[313],{"categories":826},[298],{"categories":828},[278],{"categories":830},[281],{"categories":832},[],{"categories":834},[298],{"categories":836},[313],{"categories":838},[275],{"categories":840},[268],{"categories":842},[281],{"categories":844},[298],{"categories":846},[],{"categories":848},[281],{"categories":850},[278],{"categories":852},[263],{"categories":854},[263],{"categories":856},[],{"categories":858},[278],{"categories":860},[263],{"categories":862},[268],{"categories":864},[313],{"categories":866},[236],{"categories":868},[236],{"categories":870},[298],{"categories":872},[298],{"categories":874},[268],{"categories":876},[268],{"categories":878},[313],{"categories":880},[268],{"categories":882},[],{"categories":884},[710],{"categories":886},[236],{"categories":888},[268],{"categories":890},[268],{"categories":892},[268],{"categories":894},[298],{"categories":896},[236],{"categories":898},[236],{"categories":900},[263],{"categories":902},[263],{"categories":904},[298],{"categories":906},[268],{"categories":908},[],{"categories":910},[298],{"categories":912},[263],{"categories":914},[236],{"categories":916},[236],{"categories":918},[236],{"categories":920},[278],{"categories":922},[236],{"categories":924},[313],{"categories":926},[268],{"categories":928},[268],{"categories":930},[268],{"categories":932},[268],{"categories":934},[268],{"categories":936},[],{"categories":938},[],{"categories":940},[313],{"categories":942},[268],{"categories":944},[268],{"categories":946},[268],{"categories":948},[],{"categories":950},[298],{"categories":952},[],{"categories":954},[],{"categories":956},[278],{"categories":958},[263],{"categories":960},[],{"categories":962},[268],{"categories":964},[236],{"categories":966},[236],{"categories":968},[236],{"categories":970},[275],{"categories":972},[236],{"categories":974},[],{"categories":976},[268],{"categories":978},[268],{"categories":980},[298],{"categories":982},[],{"categories":984},[275],{"categories":986},[275],{"categories":988},[298],{"categories":990},[268],{"categories":992},[263],{"categories":994},[281],{"categories":996},[298],{"categories":998},[],{"categories":1000},[298],{"categories":1002},[298],{"categories":1004},[281],{"categories":1006},[298],{"categories":1008},[298],{"categories":1010},[298],{"categories":1012},[275],{"categories":1014},[268],{"categories":1016},[298],{"categories":1018},[298],{"categories":1020},[268],{"categories":1022},[236],{"categories":1024},[313],{"categories":1026},[263],{"categories":1028},[298],{"categories":1030},[313],{"categories":1032},[313],{"categories":1034},[],{"categories":1036},[275],{"categories":1038},[268],{"categories":1040},[268],{"categories":1042},[313],{"categories":1044},[236],{"categories":1046},[236],{"categories":1048},[236],{"categories":1050},[236],{"categories":1052},[278],{"categories":1054},[298],{"categories":1056},[298],{"categories":1058},[710],{"categories":1060},[298],{"categories":1062},[298],{"categories":1064},[236],{"categories":1066},[263],{"categories":1068},[275],{"categories":1070},[],{"categories":1072},[263],{"categories":1074},[263],{"categories":1076},[],{"categories":1078},[278],{"categories":1080},[298],{"categories":1082},[],{"categories":1084},[],{"categories":1086},[268],{"categories":1088},[268],{"categories":1090},[268],{"categories":1092},[268],{"categories":1094},[],{"categories":1096},[268],{"categories":1098},[298],{"categories":1100},[298],{"categories":1102},[],{"categories":1104},[268],{"categories":1106},[268],{"categories":1108},[263],{"categories":1110},[298],{"categories":1112},[],{"categories":1114},[],{"categories":1116},[268],{"categories":1118},[268],{"categories":1120},[268],{"categories":1122},[298],{"categories":1124},[268],{"categories":1126},[268],{"categories":1128},[268],{"categories":1130},[268],{"categories":1132},[268],{"categories":1134},[],{"categories":1136},[236],{"categories":1138},[298],{"categories":1140},[275],{"categories":1142},[263],{"categories":1144},[236],{"categories":1146},[298],{"categories":1148},[],{"categories":1150},[275],{"categories":1152},[268],{"categories":1154},[268],{"categories":1156},[268],{"categories":1158},[268],{"categories":1160},[313],{"categories":1162},[281],{"categories":1164},[],{"categories":1166},[298],{"categories":1168},[236],{"categories":1170},[236],{"categories":1172},[236],{"categories":1174},[623],{"categories":1176},[236],{"categories":1178},[298],{"categories":1180},[298],{"categories":1182},[281],{"categories":1184},[623],{"categories":1186},[358],{"categories":1188},[298],{"categories":1190},[358],{"categories":1192},[],{"categories":1194},[275],{"categories":1196},[275],{"categories":1198},[278],{"categories":1200},[623],{"categories":1202},[236],{"categories":1204},[298],{"categories":1206},[298],{"categories":1208},[236],{"categories":1210},[236],{"categories":1212},[236],{"categories":1214},[313],{"categories":1216},[313],{"categories":1218},[236],{"categories":1220},[236],{"categories":1222},[],{"categories":1224},[236],{"categories":1226},[236],{"categories":1228},[298],{"categories":1230},[358],{"categories":1232},[236],{"categories":1234},[236],{"categories":1236},[236],{"categories":1238},[236],{"categories":1240},[263],{"categories":1242},[278],{"categories":1244},[268],{"categories":1246},[281],{"categories":1248},[623],{"categories":1250},[281],{"categories":1252},[358],{"categories":1254},[],{"categories":1256},[281],{"categories":1258},[],{"categories":1260},[],{"categories":1262},[281],{"categories":1264},[298],{"categories":1266},[],{"categories":1268},[],{"categories":1270},[],{"categories":1272},[263],{"categories":1274},[],{"categories":1276},[],{"categories":1278},[358],{"categories":1280},[298],{"categories":1282},[623],{"categories":1284},[298],{"categories":1286},[],{"categories":1288},[236],{"categories":1290},[313],{"categories":1292},[313],{"categories":1294},[275],{"categories":1296},[275],{"categories":1298},[275],{"categories":1300},[623],{"categories":1302},[281],{"categories":1304},[236],{"categories":1306},[263],{"categories":1308},[263],{"categories":1310},[281],{"categories":1312},[278],{"categories":1314},[358],{"categories":1316},[278],{"categories":1318},[],{"categories":1320},[298],{"categories":1322},[236],{"categories":1324},[236],{"categories":1326},[313],{"categories":1328},[236],{"categories":1330},[236],{"categories":1332},[278],{"categories":1334},[278],{"categories":1336},[236],{"categories":1338},[623],{"categories":1340},[298],{"categories":1342},[],{"categories":1344},[275],{"categories":1346},[236],{"categories":1348},[263],{"categories":1350},[236],{"categories":1352},[236],{"categories":1354},[],{"categories":1356},[298],{"categories":1358},[236],{"categories":1360},[236],{"categories":1362},[313],{"categories":1364},[236],{"categories":1366},[298],{"categories":1368},[],{"categories":1370},[236],{"categories":1372},[],{"categories":1374},[278],{"categories":1376},[313],{"categories":1378},[298],{"categories":1380},[281],{"categories":1382},[278],{"categories":1384},[313],{"categories":1386},[358],{"categories":1388},[313],{"categories":1390},[],{"categories":1392},[298],{"categories":1394},[298],{"categories":1396},[710],{"categories":1398},[281],{"categories":1400},[298,236],{"categories":1402},[236],{"categories":1404},[298],{"categories":1406},[236],{"categories":1408},[236,281],{"categories":1410},[236],{"categories":1412},[298],{"categories":1414},[],{"categories":1416},[313],{"categories":1418},[298],{"categories":1420},[236],{"categories":1422},[298],{"categories":1424},[],{"categories":1426},[281],{"categories":1428},[263],{"categories":1430},[236],{"categories":1432},[],{"categories":1434},[358],{"categories":1436},[281],{"categories":1438},[236],{"categories":1440},[281],{"categories":1442},[],{"categories":1444},[236],{"categories":1446},[],{"categories":1448},[236],{"categories":1450},[],{"categories":1452},[],{"categories":1454},[278],{"categories":1456},[313],{"categories":1458},[298],{"categories":1460},[236],{"categories":1462},[],{"categories":1464},[236],{"categories":1466},[281],{"categories":1468},[298],{"categories":1470},[298],{"categories":1472},[281],{"categories":1474},[281],{"categories":1476},[313],{"categories":1478},[263],{"categories":1480},[],{"categories":1482},[298],{"categories":1484},[298],{"categories":1486},[298],{"categories":1488},[236],{"categories":1490},[298],{"categories":1492},[],{"categories":1494},[278],{"categories":1496},[298],{"categories":1498},[236],{"categories":1500},[],{"categories":1502},[298],{"categories":1504},[],{"categories":1506},[298],{"categories":1508},[],{"categories":1510},[],{"categories":1512},[],{"categories":1514},[298],{"categories":1516},[298],{"categories":1518},[298],{"categories":1520},[298],{"categories":1522},[],{"categories":1524},[298],{"categories":1526},[298],{"categories":1528},[298],{"categories":1530},[],{"categories":1532},[298],{"categories":1534},[],{"categories":1536},[275],{"categories":1538},[298],{"categories":1540},[],{"categories":1542},[],{"categories":1544},[],{"categories":1546},[298],{"categories":1548},[268],{"categories":1550},[268],{"categories":1552},[],{"categories":1554},[236],{"categories":1556},[298],{"categories":1558},[],{"categories":1560},[298],{"categories":1562},[298],{"categories":1564},[268],{"categories":1566},[],{"categories":1568},[298],{"categories":1570},[268],{"categories":1572},[236],{"categories":1574},[298],{"categories":1576},[],{"categories":1578},[],{"categories":1580},[],{"categories":1582},[236],{"categories":1584},[236],{"categories":1586},[236],{"categories":1588},[236],{"categories":1590},[298],{"categories":1592},[278],{"categories":1594},[278],{"categories":1596},[236],{"categories":1598},[236],{"categories":1600},[313],{"categories":1602},[710],{"categories":1604},[313],{"categories":1606},[313],{"categories":1608},[298],{"categories":1610},[236],{"categories":1612},[298],{"categories":1614},[313],{"categories":1616},[298],{"categories":1618},[236],{"categories":1620},[236],{"categories":1622},[236],{"categories":1624},[236],{"categories":1626},[236],{"categories":1628},[298],{"categories":1630},[313],{"categories":1632},[313],{"categories":1634},[275],{"categories":1636},[236],{"categories":1638},[],{"categories":1640},[236],{"categories":1642},[],{"categories":1644},[268],{"categories":1646},[298],{"categories":1648},[],{"categories":1650},[263],{"categories":1652},[278],{"categories":1654},[278],{"categories":1656},[236],{"categories":1658},[236],{"categories":1660},[298],{"categories":1662},[298],{"categories":1664},[268],{"categories":1666},[268],{"categories":1668},[623],{"categories":1670},[236],{"categories":1672},[268],{"categories":1674},[],{"categories":1676},[298],{"categories":1678},[236],{"categories":1680},[236],{"categories":1682},[236],{"categories":1684},[236],{"categories":1686},[298],{"categories":1688},[298],{"categories":1690},[298],{"categories":1692},[298],{"categories":1694},[236],{"categories":1696},[236],{"categories":1698},[236],{"categories":1700},[236],{"categories":1702},[],{"categories":1704},[278],{"categories":1706},[298],{"categories":1708},[298],{"categories":1710},[298],{"categories":1712},[],{"categories":1714},[275],{"categories":1716},[],{"categories":1718},[313],{"categories":1720},[],{"categories":1722},[236],{"categories":1724},[313],{"categories":1726},[278],{"categories":1728},[313],{"categories":1730},[],{"categories":1732},[313],{"categories":1734},[313],{"categories":1736},[],{"categories":1738},[278],{"categories":1740},[236],{"categories":1742},[236],{"categories":1744},[313],{"categories":1746},[298],{"categories":1748},[298],{"categories":1750},[],{"categories":1752},[268],{"categories":1754},[],{"categories":1756},[275],{"categories":1758},[],{"categories":1760},[278],{"categories":1762},[268],{"categories":1764},[278],{"categories":1766},[278],{"categories":1768},[278],{"categories":1770},[278],{"categories":1772},[278],{"categories":1774},[278],{"categories":1776},[278],{"categories":1778},[278],{"categories":1780},[278],{"categories":1782},[278],{"categories":1784},[],{"categories":1786},[236],{"categories":1788},[278],{"categories":1790},[298],{"categories":1792},[298],{"categories":1794},[278],{"categories":1796},[278],{"categories":1798},[278],{"categories":1800},[278],{"categories":1802},[278],{"categories":1804},[278],{"categories":1806},[278],{"categories":1808},[298,278],{"categories":1810},[278],{"categories":1812},[278],{"categories":1814},[278],{"categories":1816},[278],{"categories":1818},[],{"categories":1820},[278],{"categories":1822},[278],{"categories":1824},[278],{"categories":1826},[278],{"categories":1828},[278],{"categories":1830},[278],{"categories":1832},[278],{"categories":1834},[278],{"categories":1836},[278],{"categories":1838},[278,298],{"categories":1840},[278],{"categories":1842},[278],{"categories":1844},[],{"categories":1846},[268],{"categories":1848},[],{"categories":1850},[298],{"categories":1852},[],{"categories":1854},[236],{"categories":1856},[623],{"categories":1858},[710],{"categories":1860},[236],{"categories":1862},[236],{"categories":1864},[],{"categories":1866},[236],{"categories":1868},[],{"categories":1870},[236],{"categories":1872},[],{"categories":1874},[],{"categories":1876},[298],{"categories":1878},[298],{"categories":1880},[298],{"categories":1882},[268],{"categories":1884},[268],{"categories":1886},[268],{"categories":1888},[268],{"categories":1890},[],{"categories":1892},[268],{"categories":1894},[],{"categories":1896},[268],{"categories":1898},[298],{"categories":1900},[268],{"categories":1902},[268],{"categories":1904},[268],{"categories":1906},[268],{"categories":1908},[298],{"categories":1910},[268],{"categories":1912},[236],{"categories":1914},[],{"categories":1916},[236],{"categories":1918},[268],{"categories":1920},[298],{"categories":1922},[268],{"categories":1924},[268],{"categories":1926},[268],{"categories":1928},[298],{"categories":1930},[298],{"categories":1932},[298],{"categories":1934},[],{"categories":1936},[],{"categories":1938},[298],{"categories":1940},[268],{"categories":1942},[],{"categories":1944},[298],{"categories":1946},[236],{"categories":1948},[298],{"categories":1950},[236],{"categories":1952},[236],{"categories":1954},[298],{"categories":1956},[],{"categories":1958},[],{"categories":1960},[236],{"categories":1962},[236],{"categories":1964},[236],{"categories":1966},[236],{"categories":1968},[236],{"categories":1970},[236],{"categories":1972},[236],{"categories":1974},[236],{"categories":1976},[],{"categories":1978},[236],{"categories":1980},[236],{"categories":1982},[236],{"categories":1984},[298],{"categories":1986},[298],{"categories":1988},[298],{"categories":1990},[268],{"categories":1992},[298],{"categories":1994},[298],{"categories":1996},[298],{"categories":1998},[236],{"categories":2000},[275],{"categories":2002},[275],{"categories":2004},[275],{"categories":2006},[236],{"categories":2008},[],{"categories":2010},[298],{"categories":2012},[],{"categories":2014},[],{"categories":2016},[298],{"categories":2018},[],{"categories":2020},[236],{"categories":2022},[278],{"categories":2024},[313],{"categories":2026},[358],{"categories":2028},[298],{"categories":2030},[236],{"categories":2032},[278],{"categories":2034},[],{"categories":2036},[236],{"categories":2038},[275,263],{"categories":2040},[236],{"categories":2042},[236],{"categories":2044},[623],{"categories":2046},[281],{"categories":2048},[275],{"categories":2050},[313],{"categories":2052},[298],{"categories":2054},[],{"categories":2056},[298],{"categories":2058},[],{"categories":2060},[298],{"categories":2062},[298],{"categories":2064},[236],{"categories":2066},[],{"categories":2068},[298],{"categories":2070},[236],{"categories":2072},[298],{"categories":2074},[313],{"categories":2076},[236],{"categories":2078},[298],{"categories":2080},[298,313],{"categories":2082},[313],{"categories":2084},[],{"categories":2086},[298],{"categories":2088},[298],{"categories":2090},[298],{"categories":2092},[],{"categories":2094},[],{"categories":2096},[236],{"categories":2098},[275],{"categories":2100},[268],{"categories":2102},[236],{"categories":2104},[298],{"categories":2106},[268],{"categories":2108},[],{"categories":2110},[313],{"categories":2112},[268],{"categories":2114},[],{"categories":2116},[358],{"categories":2118},[275],{"categories":2120},[263],{"categories":2122},[268],{"categories":2124},[298],{"categories":2126},[236],{"categories":2128},[298],{"categories":2130},[236],{"categories":2132},[236],{"categories":2134},[268],{"categories":2136},[313],{"categories":2138},[278],{"categories":2140},[263],{"categories":2142},[298],{"categories":2144},[298],{"categories":2146},[],{"categories":2148},[],{"categories":2150},[298],{"categories":2152},[],{"categories":2154},[298],{"categories":2156},[268],{"categories":2158},[],{"categories":2160},[236],{"categories":2162},[313],{"categories":2164},[268],{"categories":2166},[313],{"categories":2168},[236],{"categories":2170},[298],{"categories":2172},[],{"categories":2174},[236],{"categories":2176},[236],{"categories":2178},[278],{"categories":2180},[236],{"categories":2182},[278],{"categories":2184},[236],{"categories":2186},[236],{"categories":2188},[278],{"categories":2190},[],{"categories":2192},[],{"categories":2194},[278],{"categories":2196},[278],{"categories":2198},[278],{"categories":2200},[281],{"categories":2202},[313],{"categories":2204},[313],{"categories":2206},[236],{"categories":2208},[268],{"categories":2210},[313],{"categories":2212},[313],{"categories":2214},[275],{"categories":2216},[278],{"categories":2218},[236],{"categories":2220},[236],{"categories":2222},[298],{"categories":2224},[313],{"categories":2226},[298],{"categories":2228},[],{"categories":2230},[623],{"categories":2232},[710],{"categories":2234},[],{"categories":2236},[],{"categories":2238},[236],{"categories":2240},[268],{"categories":2242},[275],{"categories":2244},[275],{"categories":2246},[358],{"categories":2248},[278],{"categories":2250},[358],{"categories":2252},[358],{"categories":2254},[236],{"categories":2256},[],{"categories":2258},[],{"categories":2260},[358],{"categories":2262},[281],{"categories":2264},[298],{"categories":2266},[281],{"categories":2268},[358],{"categories":2270},[281],{"categories":2272},[358],{"categories":2274},[263],{"categories":2276},[281],{"categories":2278},[313],{"categories":2280},[298],{"categories":2282},[],{"categories":2284},[358],{"categories":2286},[623],{"categories":2288},[],{"categories":2290},[298],{"categories":2292},[298],{"categories":2294},[],{"categories":2296},[],{"categories":2298},[298],{"categories":2300},[298],{"categories":2302},[268],{"categories":2304},[298],{"categories":2306},[],{"categories":2308},[268],{"categories":2310},[],{"categories":2312},[],{"categories":2314},[268],{"categories":2316},[268],{"categories":2318},[298],{"categories":2320},[298],{"categories":2322},[298],{"categories":2324},[298],{"categories":2326},[298],{"categories":2328},[298],{"categories":2330},[275],{"categories":2332},[],{"categories":2334},[298],{"categories":2336},[],{"categories":2338},[],{"categories":2340},[236],{"categories":2342},[313],{"categories":2344},[],{"categories":2346},[623],{"categories":2348},[298,623],{"categories":2350},[298],{"categories":2352},[],{"categories":2354},[278],{"categories":2356},[278],{"categories":2358},[278],{"categories":2360},[278],{"categories":2362},[278],{"categories":2364},[],{"categories":2366},[],{"categories":2368},[],{"categories":2370},[281],{"categories":2372},[236],{"categories":2374},[263],{"categories":2376},[281],{"categories":2378},[313],{"categories":2380},[278],{"categories":2382},[],{"categories":2384},[275],{"categories":2386},[710],{"categories":2388},[358],{"categories":2390},[358],{"categories":2392},[358],{"categories":2394},[313],{"categories":2396},[710],{"categories":2398},[313],{"categories":2400},[],{"categories":2402},[263],{"categories":2404},[281],{"categories":2406},[298],{"categories":2408},[278],{"categories":2410},[275],{"categories":2412},[281],{"categories":2414},[275],{"categories":2416},[298],{"categories":2418},[278],{"categories":2420},[281],{"categories":2422},[623],{"categories":2424},[298],{"categories":2426},[268],{"categories":2428},[281],{"categories":2430},[],{"categories":2432},[298],{"categories":2434},[281],{"categories":2436},[281],{"categories":2438},[236],{"categories":2440},[],{"categories":2442},[275],{"categories":2444},[275],{"categories":2446},[275],{"categories":2448},[236],{"categories":2450},[298],{"categories":2452},[],{"categories":2454},[263],{"categories":2456},[313],{"categories":2458},[313],{"categories":2460},[358],{"categories":2462},[263],{"categories":2464},[268],{"categories":2466},[358],{"categories":2468},[],{"categories":2470},[268],{"categories":2472},[268],{"categories":2474},[268],{"categories":2476},[298],{"categories":2478},[263],{"categories":2480},[298],{"categories":2482},[],{"categories":2484},[],{"categories":2486},[],{"categories":2488},[281],{"categories":2490},[236],{"categories":2492},[],{"categories":2494},[313],{"categories":2496},[278],{"categories":2498},[],{"categories":2500},[275],{"categories":2502},[],{"categories":2504},[278],{"categories":2506},[298],{"categories":2508},[313],{"categories":2510},[263],{"categories":2512},[],{"categories":2514},[278],{"categories":2516},[278],{"categories":2518},[298],{"categories":2520},[],{"categories":2522},[],{"categories":2524},[281],{"categories":2526},[298],{"categories":2528},[],{"categories":2530},[236],{"categories":2532},[298],{"categories":2534},[],{"categories":2536},[281],{"categories":2538},[236],{"categories":2540},[298],{"categories":2542},[358],{"categories":2544},[298],{"categories":2546},[],{"categories":2548},[358],{"categories":2550},[298],{"categories":2552},[281],{"categories":2554},[298],{"categories":2556},[358],{"categories":2558},[236],{"categories":2560},[298],{"categories":2562},[298],{"categories":2564},[298,236],{"categories":2566},[236],{"categories":2568},[236],{"categories":2570},[236],{"categories":2572},[278],{"categories":2574},[313],{"categories":2576},[298],{"categories":2578},[313],{"categories":2580},[278],{"categories":2582},[298],{"categories":2584},[],{"categories":2586},[],{"categories":2588},[298],{"categories":2590},[298],{"categories":2592},[298],{"categories":2594},[236],{"categories":2596},[298],{"categories":2598},[],{"categories":2600},[298],{"categories":2602},[298],{"categories":2604},[236],{"categories":2606},[236],{"categories":2608},[298],{"categories":2610},[298],{"categories":2612},[],{"categories":2614},[298],{"categories":2616},[],{"categories":2618},[298],{"categories":2620},[298],{"categories":2622},[298],{"categories":2624},[298],{"categories":2626},[298],{"categories":2628},[298],{"categories":2630},[298],{"categories":2632},[],{"categories":2634},[298],{"categories":2636},[268],{"categories":2638},[268],{"categories":2640},[],{"categories":2642},[],{"categories":2644},[298],{"categories":2646},[],{"categories":2648},[298],{"categories":2650},[298,623],{"categories":2652},[],{"categories":2654},[268],{"categories":2656},[],{"categories":2658},[298],{"categories":2660},[],{"categories":2662},[],{"categories":2664},[],{"categories":2666},[298],{"categories":2668},[],{"categories":2670},[298],{"categories":2672},[],{"categories":2674},[298],{"categories":2676},[298],{"categories":2678},[],{"categories":2680},[],{"categories":2682},[298,623],{"categories":2684},[623,298],{"categories":2686},[268],{"categories":2688},[],{"categories":2690},[298],{"categories":2692},[],{"categories":2694},[298],{"categories":2696},[298],{"categories":2698},[],{"categories":2700},[268],{"categories":2702},[298,263],{"categories":2704},[268],{"categories":2706},[281],{"categories":2708},[],{"categories":2710},[236],{"categories":2712},[298],{"categories":2714},[275],{"categories":2716},[298],{"categories":2718},[313],{"categories":2720},[313],{"categories":2722},[623],{"categories":2724},[268],{"categories":2726},[298],{"categories":2728},[623],{"categories":2730},[281],{"categories":2732},[298],{"categories":2734},[313],{"categories":2736},[],{"categories":2738},[298],{"categories":2740},[],{"categories":2742},[],{"categories":2744},[298],{"categories":2746},[],{"categories":2748},[298],{"categories":2750},[281],{"categories":2752},[263],{"categories":2754},[313],{"categories":2756},[275],{"categories":2758},[236],{"categories":2760},[313],{"categories":2762},[],{"categories":2764},[275],{"categories":2766},[],{"categories":2768},[],{"categories":2770},[298],{"categories":2772},[268],{"categories":2774},[275],{"categories":2776},[],{"categories":2778},[298],{"categories":2780},[268],{"categories":2782},[268],{"categories":2784},[275],{"categories":2786},[268],{"categories":2788},[298],{"categories":2790},[268],{"categories":2792},[298],{"categories":2794},[],{"categories":2796},[298],{"categories":2798},[298],{"categories":2800},[298],{"categories":2802},[268],{"categories":2804},[],{"categories":2806},[],{"categories":2808},[278],{"categories":2810},[268],{"categories":2812},[],{"categories":2814},[298],{"categories":2816},[298],{"categories":2818},[298],{"categories":2820},[298],{"categories":2822},[298],{"categories":2824},[298],{"categories":2826},[298],{"categories":2828},[298],{"categories":2830},[298],{"categories":2832},[275],{"categories":2834},[298,278],{"categories":2836},[268],{"categories":2838},[268],{"categories":2840},[298],{"categories":2842},[281],{"categories":2844},[358],{"categories":2846},[298],{"categories":2848},[298],{"categories":2850},[],{"categories":2852},[],{"categories":2854},[298],{"categories":2856},[298],{"categories":2858},[],{"categories":2860},[278],{"categories":2862},[278],{"categories":2864},[313],{"categories":2866},[298],{"categories":2868},[313],{"categories":2870},[298],{"categories":2872},[298],{"categories":2874},[],{"categories":2876},[298],{"categories":2878},[],{"categories":2880},[],{"categories":2882},[298],{"categories":2884},[],{"categories":2886},[],{"categories":2888},[268],{"categories":2890},[],{"categories":2892},[298],{"categories":2894},[298],{"categories":2896},[298],{"categories":2898},[],{"categories":2900},[298],{"categories":2902},[268],{"categories":2904},[710],{"categories":2906},[236],{"categories":2908},[298],{"categories":2910},[],{"categories":2912},[236],{"categories":2914},[298],{"categories":2916},[],{"categories":2918},[298],{"categories":2920},[],{"categories":2922},[236],{"categories":2924},[],{"categories":2926},[],{"categories":2928},[236],{"categories":2930},[236],{"categories":2932},[236],{"categories":2934},[298],{"categories":2936},[],{"categories":2938},[236],{"categories":2940},[236],{"categories":2942},[],{"categories":2944},[],{"categories":2946},[236],{"categories":2948},[298],{"categories":2950},[268],{"categories":2952},[710],{"categories":2954},[275],{"categories":2956},[],{"categories":2958},[278],{"categories":2960},[298],{"categories":2962},[298],{"categories":2964},[263],{"categories":2966},[268],{"categories":2968},[268],{"categories":2970},[268],{"categories":2972},[268],{"categories":2974},[],{"categories":2976},[236],{"categories":2978},[236],{"categories":2980},[236],{"categories":2982},[236],{"categories":2984},[313],{"categories":2986},[298],{"categories":2988},[263],{"categories":2990},[],{"categories":2992},[313],{"categories":2994},[236],{"categories":2996},[278],{"categories":2998},[278],{"categories":3000},[278],{"categories":3002},[278],{"categories":3004},[278],{"categories":3006},[278],{"categories":3008},[298,263],{"categories":3010},[236],{"categories":3012},[263],{"categories":3014},[268],{"categories":3016},[268],{"categories":3018},[313],{"categories":3020},[],{"categories":3022},[],{"categories":3024},[275],{"categories":3026},[],{"categories":3028},[298],{"categories":3030},[275],{"categories":3032},[298],{"categories":3034},[281],{"categories":3036},[236],{"categories":3038},[263],{"categories":3040},[236],{"categories":3042},[281],{"categories":3044},[313],{"categories":3046},[236],{"categories":3048},[],{"categories":3050},[313],{"categories":3052},[],{"categories":3054},[],{"categories":3056},[236],{"categories":3058},[236],{"categories":3060},[236],{"categories":3062},[298],{"categories":3064},[298],{"categories":3066},[298],{"categories":3068},[298],{"categories":3070},[298],{"categories":3072},[],{"categories":3074},[623],{"categories":3076},[298],{"categories":3078},[],{"categories":3080},[],{"categories":3082},[],{"categories":3084},[313],{"categories":3086},[],{"categories":3088},[298],{"categories":3090},[],{"categories":3092},[268],{"categories":3094},[298],{"categories":3096},[268],{"categories":3098},[298],{"categories":3100},[236],{"categories":3102},[],{"categories":3104},[298],{"categories":3106},[298],{"categories":3108},[],{"categories":3110},[358],{"categories":3112},[358],{"categories":3114},[281],{"categories":3116},[278],{"categories":3118},[],{"categories":3120},[298],{"categories":3122},[236],{"categories":3124},[],{"categories":3126},[],{"categories":3128},[298],{"categories":3130},[281],{"categories":3132},[236],{"categories":3134},[263],{"categories":3136},[313,281],{"categories":3138},[281],{"categories":3140},[298],{"categories":3142},[236],{"categories":3144},[],{"categories":3146},[],{"categories":3148},[],{"categories":3150},[],{"categories":3152},[],{"categories":3154},[],{"categories":3156},[298],{"categories":3158},[],{"categories":3160},[],{"categories":3162},[298],{"categories":3164},[],{"categories":3166},[],{"categories":3168},[],{"categories":3170},[298],{"categories":3172},[268],{"categories":3174},[],{"categories":3176},[],{"categories":3178},[],{"categories":3180},[298],{"categories":3182},[],{"categories":3184},[298],{"categories":3186},[298],{"categories":3188},[],{"categories":3190},[298],{"categories":3192},[281],{"categories":3194},[],{"categories":3196},[313],{"categories":3198},[313],{"categories":3200},[],{"categories":3202},[275],{"categories":3204},[],{"categories":3206},[],{"categories":3208},[],{"categories":3210},[278],{"categories":3212},[268],{"categories":3214},[236],{"categories":3216},[298],{"categories":3218},[263],{"categories":3220},[298],{"categories":3222},[],{"categories":3224},[],{"categories":3226},[263],{"categories":3228},[275],{"categories":3230},[236],{"categories":3232},[],{"categories":3234},[623],{"categories":3236},[],{"categories":3238},[275],{"categories":3240},[298],{"categories":3242},[298],{"categories":3244},[275],{"categories":3246},[298],{"categories":3248},[278],{"categories":3250},[236],{"categories":3252},[298],{"categories":3254},[236],{"categories":3256},[298],{"categories":3258},[236],{"categories":3260},[313],{"categories":3262},[313],{"categories":3264},[278],{"categories":3266},[],{"categories":3268},[298],{"categories":3270},[298],{"categories":3272},[275],{"categories":3274},[710],{"categories":3276},[313],{"categories":3278},[268],{"categories":3280},[298],{"categories":3282},[268],{"categories":3284},[298],{"categories":3286},[298],{"categories":3288},[],{"categories":3290},[298],{"categories":3292},[],{"categories":3294},[298],{"categories":3296},[275],{"categories":3298},[298],{"categories":3300},[298],{"categories":3302},[298],{"categories":3304},[],{"categories":3306},[298],{"categories":3308},[298],{"categories":3310},[710],{"categories":3312},[],{"categories":3314},[268],{"categories":3316},[623],{"categories":3318},[281],{"categories":3320},[],{"categories":3322},[358],{"categories":3324},[],{"categories":3326},[],{"categories":3328},[268],{"categories":3330},[298],{"categories":3332},[],{"categories":3334},[298],{"categories":3336},[298],{"categories":3338},[236],{"categories":3340},[298],{"categories":3342},[268],{"categories":3344},[268],{"categories":3346},[278],{"categories":3348},[278],{"categories":3350},[278],{"categories":3352},[298],{"categories":3354},[358],{"categories":3356},[268],{"categories":3358},[313],{"categories":3360},[],{"categories":3362},[278],{"categories":3364},[278],{"categories":3366},[623],{"categories":3368},[278],{"categories":3370},[278],{"categories":3372},[236],{"categories":3374},[268],{"categories":3376},[623],{"categories":3378},[298],{"categories":3380},[298],{"categories":3382},[298],{"categories":3384},[298],{"categories":3386},[],{"categories":3388},[236],{"categories":3390},[298],{"categories":3392},[278],{"categories":3394},[],{"categories":3396},[],{"categories":3398},[268],{"categories":3400},[],{"categories":3402},[236],{"categories":3404},[236],{"categories":3406},[236],{"categories":3408},[236],{"categories":3410},[236],{"categories":3412},[236],{"categories":3414},[236],{"categories":3416},[236],{"categories":3418},[],{"categories":3420},[],{"categories":3422},[298],{"categories":3424},[],{"categories":3426},[236],{"categories":3428},[313],{"categories":3430},[313],{"categories":3432},[358],{"categories":3434},[263],{"categories":3436},[],{"categories":3438},[],{"categories":3440},[],{"categories":3442},[278],{"categories":3444},[298],{"categories":3446},[],{"categories":3448},[263],{"categories":3450},[263],{"categories":3452},[278],{"categories":3454},[313],{"categories":3456},[358],{"categories":3458},[278],{"categories":3460},[278],{"categories":3462},[],{"categories":3464},[236],{"categories":3466},[263],{"categories":3468},[263],{"categories":3470},[298],{"categories":3472},[236],{"categories":3474},[281],{"categories":3476},[278],{"categories":3478},[],{"categories":3480},[275],{"categories":3482},[358],{"categories":3484},[268],{"categories":3486},[268],{"categories":3488},[268],{"categories":3490},[623],{"categories":3492},[],{"categories":3494},[236],{"categories":3496},[],{"categories":3498},[236],{"categories":3500},[236],{"categories":3502},[298],{"categories":3504},[298],{"categories":3506},[281],{"categories":3508},[236],{"categories":3510},[281],{"categories":3512},[],{"categories":3514},[236],{"categories":3516},[278],{"categories":3518},[278],{"categories":3520},[278],{"categories":3522},[298],{"categories":3524},[236],{"categories":3526},[298],{"categories":3528},[263],{"categories":3530},[268],{"categories":3532},[278],{"categories":3534},[268],{"categories":3536},[298],{"categories":3538},[],{"categories":3540},[268],{"categories":3542},[236],{"categories":3544},[268],{"categories":3546},[268],{"categories":3548},[268],{"categories":3550},[268],{"categories":3552},[],{"categories":3554},[],{"categories":3556},[268],{"categories":3558},[268],{"categories":3560},[],{"categories":3562},[268],{"categories":3564},[268],{"categories":3566},[298],{"categories":3568},[298],{"categories":3570},[268],{"categories":3572},[268],{"categories":3574},[298],{"categories":3576},[],{"categories":3578},[298],{"categories":3580},[236],{"categories":3582},[298],{"categories":3584},[298],{"categories":3586},[],{"categories":3588},[298],{"categories":3590},[298],{"categories":3592},[298],{"categories":3594},[268],{"categories":3596},[],{"categories":3598},[],{"categories":3600},[],{"categories":3602},[],{"categories":3604},[298],{"categories":3606},[298],{"categories":3608},[],{"categories":3610},[275],{"categories":3612},[268],{"categories":3614},[],{"categories":3616},[],{"categories":3618},[],{"categories":3620},[],{"categories":3622},[],{"categories":3624},[298],{"categories":3626},[],{"categories":3628},[],{"categories":3630},[298],{"categories":3632},[],{"categories":3634},[236],{"categories":3636},[236],{"categories":3638},[236],{"categories":3640},[263],{"categories":3642},[],{"categories":3644},[275],{"categories":3646},[281],{"categories":3648},[281],{"categories":3650},[623],{"categories":3652},[268],{"categories":3654},[],{"categories":3656},[298],{"categories":3658},[298],{"categories":3660},[263],{"categories":3662},[],{"categories":3664},[263],{"categories":3666},[],{"categories":3668},[],{"categories":3670},[],{"categories":3672},[281],{"categories":3674},[236],{"categories":3676},[236],{"categories":3678},[236],{"categories":3680},[236],{"categories":3682},[236],{"categories":3684},[],{"categories":3686},[268],{"categories":3688},[298],{"categories":3690},[298],{"categories":3692},[298],{"categories":3694},[],{"categories":3696},[263],{"categories":3698},[],{"categories":3700},[278],{"categories":3702},[358],{"categories":3704},[278],{"categories":3706},[],{"categories":3708},[],{"categories":3710},[298],{"categories":3712},[236],{"categories":3714},[],{"categories":3716},[298],{"categories":3718},[298],{"categories":3720},[298],{"categories":3722},[236],{"categories":3724},[236],{"categories":3726},[298],{"categories":3728},[358],{"categories":3730},[236],{"categories":3732},[],{"categories":3734},[298],{"categories":3736},[],{"categories":3738},[710],{"categories":3740},[281],{"categories":3742},[358],{"categories":3744},[281],{"categories":3746},[623],{"categories":3748},[298],{"categories":3750},[281],{"categories":3752},[268],{"categories":3754},[623],{"categories":3756},[281],{"categories":3758},[278],{"categories":3760},[278],{"categories":3762},[],{"categories":3764},[281],{"categories":3766},[],{"categories":3768},[313],{"categories":3770},[281],{"categories":3772},[],{"categories":3774},[358],{"categories":3776},[358],{"categories":3778},[710],{"categories":3780},[],{"categories":3782},[298],{"categories":3784},[281],{"categories":3786},[623],{"categories":3788},[236],{"categories":3790},[236],{"categories":3792},[358],{"categories":3794},[298],{"categories":3796},[313],{"categories":3798},[298],{"categories":3800},[],{"categories":3802},[],{"categories":3804},[],{"categories":3806},[275],{"categories":3808},[298],{"categories":3810},[278],{"categories":3812},[281],{"categories":3814},[281],{"categories":3816},[298],{"categories":3818},[275],{"categories":3820},[313],{"categories":3822},[298],{"categories":3824},[281],{"categories":3826},[298],{"categories":3828},[281],{"categories":3830},[313],{"categories":3832},[313],{"categories":3834},[236],{"categories":3836},[313],{"categories":3838},[281],{"categories":3840},[263],{"categories":3842},[281],{"categories":3844},[281],{"categories":3846},[281],{"categories":3848},[281],{"categories":3850},[],{"categories":3852},[268],{"categories":3854},[],{"categories":3856},[358],{"categories":3858},[298],{"categories":3860},[298],{"categories":3862},[],{"categories":3864},[],{"categories":3866},[],{"categories":3868},[298],{"categories":3870},[268],{"categories":3872},[298],{"categories":3874},[298],{"categories":3876},[],{"categories":3878},[298],{"categories":3880},[278],{"categories":3882},[298],{"categories":3884},[298],{"categories":3886},[298],{"categories":3888},[],{"categories":3890},[],{"categories":3892},[],{"categories":3894},[623],{"categories":3896},[623],{"categories":3898},[263],{"categories":3900},[236],{"categories":3902},[263,275],{"categories":3904},[298],{"categories":3906},[268],{"categories":3908},[],{"categories":3910},[278],{"categories":3912},[358],{"categories":3914},[298],{"categories":3916},[281],{"categories":3918},[298],{"categories":3920},[],{"categories":3922},[358],{"categories":3924},[623],{"categories":3926},[236],{"categories":3928},[263],{"categories":3930},[623],{"categories":3932},[236],{"categories":3934},[313],{"categories":3936},[236],{"categories":3938},[313],{"categories":3940},[298],{"categories":3942},[313],{"categories":3944},[313],{"categories":3946},[281],{"categories":3948},[358],{"categories":3950},[298],{"categories":3952},[275],{"categories":3954},[],{"categories":3956},[298],{"categories":3958},[278],{"categories":3960},[358],{"categories":3962},[263],{"categories":3964},[298],{"categories":3966},[358],{"categories":3968},[313],{"categories":3970},[298],{"categories":3972},[298],{"categories":3974},[358],{"categories":3976},[298],{"categories":3978},[313],{"categories":3980},[298],{"categories":3982},[],{"categories":3984},[298],{"categories":3986},[298],{"categories":3988},[298],{"categories":3990},[298],{"categories":3992},[],{"categories":3994},[236],{"categories":3996},[623],{"categories":3998},[],{"categories":4000},[],{"categories":4002},[298],{"categories":4004},[263],{"categories":4006},[275],{"categories":4008},[263],{"categories":4010},[263],{"categories":4012},[236],{"categories":4014},[],{"categories":4016},[298],{"categories":4018},[268],{"categories":4020},[298],{"categories":4022},[298],{"categories":4024},[],{"categories":4026},[236],{"categories":4028},[268],{"categories":4030},[298,623],{"categories":4032},[236,623],{"categories":4034},[623],{"categories":4036},[298],{"categories":4038},[236],{"categories":4040},[236],{"categories":4042},[281],{"categories":4044},[281],{"categories":4046},[281],{"categories":4048},[298],{"categories":4050},[278],{"categories":4052},[236],{"categories":4054},[],{"categories":4056},[623],{"categories":4058},[],{"categories":4060},[623],{"categories":4062},[623],{"categories":4064},[263],{"categories":4066},[236],{"categories":4068},[],{"categories":4070},[623],{"categories":4072},[298],{"categories":4074},[268],{"categories":4076},[298],{"categories":4078},[278],{"categories":4080},[281],{"categories":4082},[281],{"categories":4084},[281],{"categories":4086},[623],{"categories":4088},[],{"categories":4090},[],{"categories":4092},[],{"categories":4094},[298],{"categories":4096},[281],{"categories":4098},[298],{"categories":4100},[281],{"categories":4102},[623],{"categories":4104},[623],{"categories":4106},[298],{"categories":4108},[236],{"categories":4110},[],{"categories":4112},[298],{"categories":4114},[298],{"categories":4116},[298],{"categories":4118},[],{"categories":4120},[],{"categories":4122},[623],{"categories":4124},[623],{"categories":4126},[298,623],{"categories":4128},[236],{"categories":4130},[236],{"categories":4132},[236],{"categories":4134},[236],{"categories":4136},[236],{"categories":4138},[236],{"categories":4140},[],{"categories":4142},[281],{"categories":4144},[298],{"categories":4146},[281],{"categories":4148},[275],{"categories":4150},[298],{"categories":4152},[710],{"categories":4154},[710],{"categories":4156},[236],{"categories":4158},[281],{"categories":4160},[],{"categories":4162},[236],{"categories":4164},[298],{"categories":4166},[],{"categories":4168},[278],{"categories":4170},[],{"categories":4172},[298],{"categories":4174},[236],{"categories":4176},[268],{"categories":4178},[298],{"categories":4180},[],{"categories":4182},[],{"categories":4184},[278],{"categories":4186},[278],{"categories":4188},[313],{"categories":4190},[278],{"categories":4192},[236],{"categories":4194},[],{"categories":4196},[236],{"categories":4198},[268],{"categories":4200},[298],{"categories":4202},[298],{"categories":4204},[],{"categories":4206},[298],{"categories":4208},[313],{"categories":4210},[298],{"categories":4212},[],{"categories":4214},[358],{"categories":4216},[281],{"categories":4218},[281],{"categories":4220},[263],{"categories":4222},[263],{"categories":4224},[263],{"categories":4226},[236],{"categories":4228},[263],{"categories":4230},[236],{"categories":4232},[623],{"categories":4234},[710],{"categories":4236},[268],{"categories":4238},[268],{"categories":4240},[268],{"categories":4242},[623],{"categories":4244},[268,263],{"categories":4246},[358],{"categories":4248},[236],{"categories":4250},[],{"categories":4252},[298],{"categories":4254},[],{"categories":4256},[281],{"categories":4258},[358],{"categories":4260},[278],{"categories":4262},[281],{"categories":4264},[313],{"categories":4266},[],{"categories":4268},[236],{"categories":4270},[],{"categories":4272},[710],{"categories":4274},[],{"categories":4276},[278],{"categories":4278},[278],{"categories":4280},[358],{"categories":4282},[],{"categories":4284},[298],{"categories":4286},[358],{"categories":4288},[],{"categories":4290},[298],{"categories":4292},[298],{"categories":4294},[],{"categories":4296},[313],{"categories":4298},[298],{"categories":4300},[],{"categories":4302},[298],{"categories":4304},[],{"categories":4306},[],{"categories":4308},[236],{"categories":4310},[236],{"categories":4312},[],{"categories":4314},[281],{"categories":4316},[281],{"categories":4318},[281],{"categories":4320},[298,236],{"categories":4322},[236],{"categories":4324},[236],{"categories":4326},[236],{"categories":4328},[358],{"categories":4330},[358],{"categories":4332},[],{"categories":4334},[268],{"categories":4336},[298],{"categories":4338},[358],{"categories":4340},[358],{"categories":4342},[268],{"categories":4344},[263],{"categories":4346},[236],{"categories":4348},[281],{"categories":4350},[298],{"categories":4352},[298],{"categories":4354},[236],{"categories":4356},[281],{"categories":4358},[236],{"categories":4360},[298],{"categories":4362},[275],{"categories":4364},[],{"categories":4366},[298],{"categories":4368},[],{"categories":4370},[298],{"categories":4372},[298],{"categories":4374},[281],{"categories":4376},[],{"categories":4378},[358],{"categories":4380},[298],{"categories":4382},[236],{"categories":4384},[236],{"categories":4386},[281],{"categories":4388},[313],{"categories":4390},[313],{"categories":4392},[268],{"categories":4394},[298],{"categories":4396},[236],{"categories":4398},[],{"categories":4400},[236],{"categories":4402},[298],{"categories":4404},[268],{"categories":4406},[298],{"categories":4408},[298],{"categories":4410},[298],{"categories":4412},[236],{"categories":4414},[358],{"categories":4416},[298],{"categories":4418},[278],{"categories":4420},[298],{"categories":4422},[298],{"categories":4424},[298],{"categories":4426},[298],{"categories":4428},[],{"categories":4430},[298],{"categories":4432},[358],{"categories":4434},[278],{"categories":4436},[298],{"categories":4438},[278],{"categories":4440},[],{"categories":4442},[],{"categories":4444},[],{"categories":4446},[298],{"categories":4448},[],{"categories":4450},[],{"categories":4452},[],{"categories":4454},[],{"categories":4456},[236],{"categories":4458},[313],{"categories":4460},[236],{"categories":4462},[236],{"categories":4464},[281],{"categories":4466},[263],{"categories":4468},[298],{"categories":4470},[298],{"categories":4472},[298],{"categories":4474},[263],{"categories":4476},[313],{"categories":4478},[],{"categories":4480},[358],{"categories":4482},[275],{"categories":4484},[298],{"categories":4486},[278],{"categories":4488},[313],{"categories":4490},[313],{"categories":4492},[710],{"categories":4494},[236],{"categories":4496},[298],{"categories":4498},[298],{"categories":4500},[313],{"categories":4502},[298],{"categories":4504},[],{"categories":4506},[],{"categories":4508},[623],{"categories":4510},[278],{"categories":4512},[313],{"categories":4514},[298],{"categories":4516},[268],{"categories":4518},[313],{"categories":4520},[263],{"categories":4522},[236],{"categories":4524},[236],{"categories":4526},[268],{"categories":4528},[298],{"categories":4530},[],{"categories":4532},[],{"categories":4534},[],{"categories":4536},[298],{"categories":4538},[],{"categories":4540},[268],{"categories":4542},[],{"categories":4544},[298],{"categories":4546},[],{"categories":4548},[268],{"categories":4550},[236],{"categories":4552},[298],{"categories":4554},[623],{"categories":4556},[298],{"categories":4558},[313],{"categories":4560},[298],{"categories":4562},[313],{"categories":4564},[313],{"categories":4566},[],{"categories":4568},[],{"categories":4570},[313],{"categories":4572},[313],{"categories":4574},[313],{"categories":4576},[],{"categories":4578},[313],{"categories":4580},[236],{"categories":4582},[236],{"categories":4584},[],{"categories":4586},[298],{"categories":4588},[275],{"categories":4590},[358],{"categories":4592},[298],{"categories":4594},[],{"categories":4596},[313],{"categories":4598},[298],{"categories":4600},[710],{"categories":4602},[313],{"categories":4604},[313],{"categories":4606},[275],{"categories":4608},[281],{"categories":4610},[281],{"categories":4612},[],{"categories":4614},[281],{"categories":4616},[298],{"categories":4618},[],{"categories":4620},[],{"categories":4622},[236],{"categories":4624},[],{"categories":4626},[236],{"categories":4628},[236],{"categories":4630},[268],{"categories":4632},[298],{"categories":4634},[268],{"categories":4636},[313],{"categories":4638},[268],{"categories":4640},[281],{"categories":4642},[281],{"categories":4644},[281],{"categories":4646},[268],{"categories":4648},[298],{"categories":4650},[236],{"categories":4652},[623],{"categories":4654},[263],{"categories":4656},[623],{"categories":4658},[623],{"categories":4660},[281],{"categories":4662},[623],{"categories":4664},[623],[4666,4741,4828,4913],{"id":4667,"title":4668,"ai":4669,"body":4674,"categories":4709,"created_at":237,"date_modified":237,"description":227,"extension":239,"faq":237,"featured":240,"kicker_label":237,"meta":4710,"navigation":242,"path":4726,"published_at":4727,"question":237,"scraped_at":4728,"seo":4729,"sitemap":4730,"source_id":4731,"source_name":4732,"source_type":4733,"source_url":4734,"stem":4735,"tags":4736,"thumbnail_url":237,"tldr":4737,"tweet":4738,"unknown_tags":4739,"__hash__":4740},"summaries\u002Fsummaries\u002Fcodex-chrome-extension-automates-browsers-via-natu-summary.md","Codex Chrome Extension Automates Browsers via Natural Language",{"provider":7,"model":8,"input_tokens":4670,"output_tokens":4671,"processing_time_ms":4672,"cost_usd":4673},4605,1353,17124,0.00157485,{"type":14,"value":4675,"toc":4704},[4676,4680,4683,4687,4690,4694],[17,4677,4679],{"id":4678},"setup-connect-extension-directly-in-codex","Setup: Connect Extension Directly in Codex",[22,4681,4682],{},"Install the Codex Chrome extension on any Chromium-based browser (Chrome, Brave, Edge) without manual Chrome Web Store steps. In the Codex app, navigate to favorite apps, select the Chrome extension option—which links to OpenAI's setup page—and add it. This grants Codex browser control permissions. A dedicated browser skill enhances efficiency for tasks like navigation and interaction. Once connected, Codex handles automation hands-free, clicking elements and filling forms based on natural language prompts.",[17,4684,4686],{"id":4685},"capabilities-automate-web-workflows-and-ui-testing","Capabilities: Automate Web Workflows and UI Testing",[22,4688,4689],{},"Codex turns browsers into agent-controlled environments for complex tasks. Use prompts like \"use your Chrome extension, go to this website, and post a question to the council: is a hot dog a sandwich?\" to trigger actions: open tabs, click buttons (e.g., start new discussion), type queries, and submit. It operates independently—user hands-off—while providing status updates for confirmation (e.g., \"yes\" to proceed). This excels for UI testing, debugging live apps, or repetitive web ops, outperforming manual scripting by handling dynamic sites via vision and reasoning.",[17,4691,4693],{"id":4692},"real-world-test-interacting-with-llm-council-plus","Real-World Test: Interacting with LLM Council Plus",[22,4695,4696,4697,4703],{},"In a demo, Codex queried a custom LLM Council Plus deployment—a fork of Andrej Karpathy's project supporting up to 8 models. The council featured DeepSeek V4 Flash, Granite 4.1 on Llama, and Gemini 3.1 as chairman. Codex navigated the site, initiated a debate on \"hot dog as sandwich,\" routed the query, awaited peer-ranked responses (models anonymously score each other to reduce bias), and retrieved the verdict: \"technically and legally no, though culinarily debated.\" This validates Codex for end-to-end agent-browser loops, settling AI debates autonomously. Repo: ",[4698,4699,4700],"a",{"href":4700,"rel":4701},"https:\u002F\u002Fgithub.com\u002Fjacob-bd\u002Fllm-council-plus",[4702],"nofollow",".",{"title":227,"searchDepth":228,"depth":228,"links":4705},[4706,4707,4708],{"id":4678,"depth":228,"text":4679},{"id":4685,"depth":228,"text":4686},{"id":4692,"depth":228,"text":4693},[236],{"content_references":4711,"triage":4721},[4712,4717],{"type":4713,"title":4714,"url":4715,"context":4716},"tool","Codex Chrome Extension","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fapp\u002Fchrome-extension","mentioned",{"type":4718,"title":4719,"author":4720,"url":4700,"context":4716},"other","LLM Council Plus GitHub Repo","jacob-bd",{"relevance":4722,"novelty":4723,"quality":4723,"actionability":4723,"composite":4724,"reasoning":4725},5,4,4.35,"Category: AI Automation. The article provides a detailed overview of how to use OpenAI's Codex extension for automating browser tasks, which directly addresses the audience's need for practical applications of AI tools. It includes specific examples of commands and workflows that users can implement, enhancing its actionability.","\u002Fsummaries\u002Fcodex-chrome-extension-automates-browsers-via-natu-summary","2026-05-07 22:26:16","2026-05-08 11:19:36",{"title":4668,"description":227},{"loc":4726},"afd53b896c7cfd18","Gen AI Spotlight","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=xTIrCNO7RkY","summaries\u002Fcodex-chrome-extension-automates-browsers-via-natu-summary",[255,254,256],"Install OpenAI's Codex extension on Chromium browsers like Brave to control web tasks—navigate sites, post queries—with plain English commands, as demoed debugging an LLM Council app.","Quick demo of installing OpenAI's Codex Chrome extension on Brave, then using it to navigate the creator's LLM Council site (a Karpathy fork) and post the \"hot dog sandwich\" question for a model debate.",[],"ZequHmgTcErW_SlBwM8uf9B-x5SLjbAGRgmxKdUKqhM",{"id":4742,"title":4743,"ai":4744,"body":4749,"categories":4777,"created_at":237,"date_modified":237,"description":227,"extension":239,"faq":237,"featured":240,"kicker_label":237,"meta":4778,"navigation":242,"path":4816,"published_at":4817,"question":237,"scraped_at":4817,"seo":4818,"sitemap":4819,"source_id":4820,"source_name":4821,"source_type":4733,"source_url":4822,"stem":4823,"tags":4824,"thumbnail_url":237,"tldr":4825,"tweet":237,"unknown_tags":4826,"__hash__":4827},"summaries\u002Fsummaries\u002Fgenspark-s-agent-orchestration-vision-strong-execu-summary.md","Genspark's Agent Orchestration: Vision Strong, Execution Lags",{"provider":7,"model":8,"input_tokens":4745,"output_tokens":4746,"processing_time_ms":4747,"cost_usd":4748},8515,1637,25191,0.002499,{"type":14,"value":4750,"toc":4772},[4751,4755,4758,4762,4765,4769],[17,4752,4754],{"id":4753},"super-agent-orchestration-turns-tools-into-end-to-end-systems","Super Agent Orchestration Turns Tools into End-to-End Systems",[22,4756,4757],{},"Genspark's core strength lies in its Super Agent, which interprets user intent, plans tasks, selects from 70+ models (OpenAI, Anthropic, Google, etc.), and coordinates sub-agents in parallel without user intervention. This multi-agent layer enables shared memory, assets, and context, where outputs like presentations or emails become inputs for subsequent agents—replacing disconnected tools with continuous flows. COO Wen Sang emphasizes this as the 'secret sauce': agents hand off work automatically, reducing 'in-between' manual steps. For pricing, Genspark matches competitors ($20 mid-tier, $200 pro) but auto-routes to optimal models, simplifying daily reliance. Moat: scalable orchestration for production, as models commoditize. Vision: $1B ARR by 2026 as 'operating system of intent-driven work,' shifting AI to proactive execution that amplifies human judgment and creativity.",[17,4759,4761],{"id":4760},"voice-and-media-agents-enable-hands-free-creation","Voice and Media Agents Enable Hands-Free Creation",[22,4763,4764],{},"Speakly dictation integrates deeply with Genspark, triggering agents and workflows directly from voice—3-4x faster than typing by moving from intent to action. Features auto-correct fillers\u002Fbacktracking, agent mode for Super Agent tasks from any screen, translation across languages, and custom styles (e.g., 'Buzzwords' or 'Twitter' modes). AI Music Agent generates tracks via third-party models, coordinating pre-analysis (e.g., YouTube video review yields second-by-second soundtrack plans before generation). AI Audio Agent produces voiceovers\u002Fpodcasts similarly, scripting debates from video analysis with distinct voices\u002Fpersonalities. Upgrades like AI Inbox automate digests, Slack integration, social analysis (30-50% manual email reduction); enhanced Slides\u002FImages\u002FVideo leverage better models. Tests show reliable simple outputs, like custom soundtracks or podcasts from launch videos.",[17,4766,4768],{"id":4767},"complex-tasks-expose-execution-limits","Complex Tasks Expose Execution Limits",[22,4770,4771],{},"Pushing orchestration with an 8-minute animated interview from Q&A transcript (needing music, voiceovers, images, video clips, assembly) reveals gaps: solid planning but Veo 3 mismatches (generates own audio, 8-second clips unsuitable for stitching), looping backtracks, and 10K-credit exhaustion on one project. Retry produced clips but no auto-assembly, requiring user guidance; final video had static characters, broken layouts, off-screen text. Simpler text\u002Flow-cost tasks succeed consistently; rich media remains friction-heavy and costly, hindering 'minimal oversight' promise despite $300M+ funding and $155M ARR traction.",{"title":227,"searchDepth":228,"depth":228,"links":4773},[4774,4775,4776],{"id":4753,"depth":228,"text":4754},{"id":4760,"depth":228,"text":4761},{"id":4767,"depth":228,"text":4768},[236],{"content_references":4779,"triage":4812},[4780,4784,4787,4790,4793,4796,4800,4803,4806,4809],{"type":4713,"title":4781,"url":4782,"context":4783},"Speakly","https:\u002F\u002Fwww.speakly.ai\u002Fen","recommended",{"type":4713,"title":4785,"url":4786,"context":4716},"Wispr Flow","https:\u002F\u002Fwisprflow.ai\u002F",{"type":4713,"title":4788,"url":4789,"context":4716},"Superwhisper","https:\u002F\u002Fsuperwhisper.com\u002F",{"type":4713,"title":4791,"url":4792,"context":4716},"Suno","https:\u002F\u002Fsuno.com\u002Fhome",{"type":4713,"title":4794,"url":4795,"context":4716},"ElevenLabs","https:\u002F\u002Felevenlabs.io\u002F",{"type":4797,"title":4798,"url":4799,"context":4716},"report","Genspark AI Workspace 3","https:\u002F\u002Fwww.genspark.ai\u002Fblog\u002Fgenspark-ai-workspace-3",{"type":4797,"title":4801,"url":4802,"context":4716},"Genspark AI Workspace 4","https:\u002F\u002Fwww.genspark.ai\u002Fblog\u002Fgenspark-ai-workspace-4",{"type":4797,"title":4804,"url":4805,"context":4716},"Genspark AI Workspace 2.0","https:\u002F\u002Fmainfunc.ai\u002Fblog\u002Fgenspark_ai_workspace_2",{"type":4718,"title":4807,"url":4808,"context":4716},"Genspark Series B Funding","https:\u002F\u002Fwww.ai-supremacy.com\u002Fp\u002Fgenspark-ai-tool-unicorn-superagent-ai-workspace",{"type":4718,"title":4810,"url":4811,"context":4716},"Genspark's Stunning AI Pivot to Super Agent","https:\u002F\u002Fwww.ai-supremacy.com\u002Fp\u002Fgensparks-stunning-ai-pivot-to-super-agent",{"relevance":4723,"novelty":4813,"quality":4723,"actionability":4813,"composite":4814,"reasoning":4815},3,3.6,"Category: AI Automation. The article discusses Genspark's Super Agent and its orchestration of multiple AI models, addressing the audience's interest in practical AI tools for automation. It highlights specific features and capabilities, but the execution challenges mentioned may limit immediate applicability.","\u002Fsummaries\u002Fgenspark-s-agent-orchestration-vision-strong-execu-summary","2026-05-07 11:23:59",{"title":4743,"description":227},{"loc":4816},"bba5272df348d3bf","Why Try AI","https:\u002F\u002Fwww.whytryai.com\u002Fp\u002Fgensparks-workspace","summaries\u002Fgenspark-s-agent-orchestration-vision-strong-execu-summary",[254,255,256],"Genspark's Super Agent coordinates 70+ AI models for hands-free workflows 3-4x faster than typing, cutting email tasks by 30-50%, but complex video projects fail due to model mismatches, short clips, and high credit costs.",[],"gkDy0zGxHsW0-2jPtIuXQmz_cPadnd3CA2MjXdSDOT0",{"id":4829,"title":4830,"ai":4831,"body":4836,"categories":4895,"created_at":237,"date_modified":237,"description":227,"extension":239,"faq":237,"featured":240,"kicker_label":237,"meta":4896,"navigation":242,"path":4900,"published_at":4901,"question":237,"scraped_at":4902,"seo":4903,"sitemap":4904,"source_id":4905,"source_name":4906,"source_type":4733,"source_url":4907,"stem":4908,"tags":4909,"thumbnail_url":237,"tldr":4910,"tweet":237,"unknown_tags":4911,"__hash__":4912},"summaries\u002Fsummaries\u002Fhermes-kanban-enables-durable-multi-agent-workflow-summary.md","Hermes Kanban Enables Durable Multi-Agent Workflows",{"provider":7,"model":8,"input_tokens":4832,"output_tokens":4833,"processing_time_ms":4834,"cost_usd":4835},6103,1575,16455,0.00171725,{"type":14,"value":4837,"toc":4890},[4838,4842,4845,4848,4852,4858,4864,4870,4880,4884,4887],[17,4839,4841],{"id":4840},"persistent-coordination-over-ephemeral-delegation","Persistent Coordination Over Ephemeral Delegation",[22,4843,4844],{},"Hermes distinguishes short-lived delegation (function-call style sub-agents that return immediately) from Kanban work queues for durable, multi-role workflows. Kanban tasks persist in a local SQLite database (hermes\u002Fcon.db), shared across profiles, with fields for status (Triage, Todo, Ready, In Progress, Blocked, Done), assignee, parent\u002Fchild dependencies, comments, run history, and structured handoff data. Dependencies auto-promote child tasks upon parent completion, preventing premature execution—e.g., API implementation waits for schema design, tests wait for API. Handoffs carry summaries and metadata (e.g., changed files, decisions) to downstream agents, avoiding chat log digging. Use delegation for quick subtasks; Kanban for cross-boundary work needing restarts, human input, or audits.",[22,4846,4847],{},"v0.11's pluggable transport layers enabled broader providers (AWS Bedrock, NVIDIA NIM, Grok API, Google Gemini, Versel AI Gateway, GPT-4.5 via Codex) and smarter delegation with orchestrator sub-agents. v0.12's autonomous Curator grades\u002Fprunes skill libraries on schedule; upgraded self-improvement loops use rubric-based reviews, prefer updating recent skills, handle references\u002Ftemplates, inherit parent runtime. Providers expanded (GMI Cloud, Azure AI Foundry, Mistral O1, Tencent TokenHub, LM Studio); gateways added (Microsoft Teams, WeCom); tools bundled (Spotify, Google Meet, ComfyUI, TouchDesigner). Dashboard gains models tab; 57% faster 2e cold starts; local Piper TTS.",[17,4849,4851],{"id":4850},"four-workflow-patterns-for-shipping-work","Four Workflow Patterns for Shipping Work",[22,4853,4854,4857],{},[31,4855,4856],{},"Solo feature shipping",": Chain dependent tasks (design schema → implement API → write tests). Completion handoffs metadata like DB tables or files, ensuring context flows without re-researching.",[22,4859,4860,4863],{},[31,4861,4862],{},"Fleet farming",": Queue independent tasks for specialist profiles (translator, transcriber, copywriter). Dispatcher assigns via embedded gateway; lanes-by-profile view tracks parallel progress, with handoffs for analytics (e.g., tokens translated).",[22,4865,4866,4869],{},[31,4867,4868],{},"RDO pipeline with retries",": PM specs → engineer implements → reviewer checks. Blocks on feedback (e.g., missing password check); unblock\u002Fretry preserves run history (outcomes, summaries, metadata per attempt). Reviewers access parent summaries\u002Ffiles before diffs, mimicking real engineering.",[22,4871,4872,4875,4876,4879],{},[31,4873,4874],{},"Dispatcher commands",": ",[97,4877,4878],{},"hermes kanban"," launches dashboard with filters (search, tenant, assignee), lanes toggle, nudge button for immediate dispatch ticks.",[17,4881,4883],{"id":4882},"crash-recovery-and-scoped-reliability","Crash Recovery and Scoped Reliability",[22,4885,4886],{},"Circuit breakers limit retries on spawn failures (e.g., missing API keys), marking tasks Blocked with 'gave up' to avoid infinite loops. Mid-task crashes (OOM, network) release claims, revert to Ready for fresh workers; history logs issues (e.g., 'crashed: OOM' → 'completed: chunked strategy'). Single-host design (local SQLite, same-machine workers) suits personal coordination, not multi-server enterprise—expose dashboard cautiously (avoid 0.0.0.0). v0.11's Ink-based TUI adds sticky composer, live streaming, status bar, light theme; SL steer nudges post-tool-call; extensible dashboard\u002Fplugins.",[22,4888,4889],{},"This builds production-grade agent systems: visibility into stuck tasks, failure traces as data, role handoffs with context—far beyond chat logs.",{"title":227,"searchDepth":228,"depth":228,"links":4891},[4892,4893,4894],{"id":4840,"depth":228,"text":4841},{"id":4850,"depth":228,"text":4851},{"id":4882,"depth":228,"text":4883},[236],{"content_references":4897,"triage":4898},[],{"relevance":4722,"novelty":4723,"quality":4723,"actionability":4723,"composite":4724,"reasoning":4899},"Category: AI Automation. The article provides a detailed overview of Hermes Kanban's capabilities for managing multi-agent workflows, addressing practical applications for product builders. It introduces specific features like local SQLite databases for task management and structured handoffs, which are directly applicable to improving workflow efficiency.","\u002Fsummaries\u002Fhermes-kanban-enables-durable-multi-agent-workflow-summary","2026-05-04 10:42:27","2026-05-04 16:10:03",{"title":4830,"description":227},{"loc":4900},"cc820414e14838b7","AICodeKing","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=8beheGoYTHM","summaries\u002Fhermes-kanban-enables-durable-multi-agent-workflow-summary",[254,255,256],"Hermes v0.11\u002F0.12 shift from chat agents to persistent systems via Kanban boards: local SQLite tasks with dependencies, structured handoffs, retries, blockers, and crash recovery for workflows like feature shipping or PM-engineer-reviewer pipelines.",[],"q2qv_K365-vbYKJUMMqWlsa8wO3c64RRjYGclMLTtAg",{"id":4914,"title":4915,"ai":4916,"body":4921,"categories":4949,"created_at":237,"date_modified":237,"description":227,"extension":239,"faq":237,"featured":240,"kicker_label":237,"meta":4950,"navigation":242,"path":4970,"published_at":4971,"question":237,"scraped_at":4972,"seo":4973,"sitemap":4974,"source_id":4975,"source_name":4976,"source_type":4733,"source_url":4977,"stem":4978,"tags":4979,"thumbnail_url":237,"tldr":4980,"tweet":237,"unknown_tags":4981,"__hash__":4982},"summaries\u002Fsummaries\u002Fmistral-workflows-orchestrates-ai-into-enterprise--summary.md","Mistral Workflows Orchestrates AI into Enterprise Production",{"provider":7,"model":8,"input_tokens":4917,"output_tokens":4918,"processing_time_ms":4919,"cost_usd":4920},3920,1731,14033,0.00162685,{"type":14,"value":4922,"toc":4944},[4923,4927,4930,4934,4937,4941],[17,4924,4926],{"id":4925},"turn-ai-prototypes-into-reliable-enterprise-pipelines","Turn AI Prototypes into Reliable Enterprise Pipelines",[22,4928,4929],{},"Build production-ready AI workflows in Python within Mistral Studio: define processes that log every step for traceability, trigger via the Le Chat chatbot for employee access, and keep data processing inside your own systems while Mistral handles orchestration. A single line of code inserts human approval pauses, critical for high-stakes tasks like freight releases or customer data checks—proven by early adopters ASML, ABANCA, CMA-CGM, France Travail, La Banque Postale, and Moeve on \"critical processes.\" Now in public preview, it scales AI from experiments to operations without vendor lock-in.",[17,4931,4933],{"id":4932},"leverage-temporal-for-battle-tested-durability","Leverage Temporal for Battle-Tested Durability",[22,4935,4936],{},"Workflows runs on the Temporal engine—powers Netflix, Stripe, and Salesforce for fault-tolerant orchestration—ensuring workflows resume after failures, handle long-running tasks, and maintain state reliably. This backend choice delivers enterprise-grade reliability: no more brittle scripts or lost progress in complex agent coordination or multi-step AI pipelines.",[17,4938,4940],{"id":4939},"fits-mistrals-rapid-ai-infrastructure-push","Fits Mistral's Rapid AI Infrastructure Push",[22,4942,4943],{},"Launched after May's Agents API (for multi-agent collaboration with external systems) and March's open-weight Mistral Small 4 (128 expert modules for efficient inference), Workflows extends Mistral's stack. Backed by an $830M loan for a Paris data center, it positions Mistral to compete in enterprise AI orchestration, focusing on practical integration over raw model hype.",{"title":227,"searchDepth":228,"depth":228,"links":4945},[4946,4947,4948],{"id":4925,"depth":228,"text":4926},{"id":4932,"depth":228,"text":4933},{"id":4939,"depth":228,"text":4940},[236],{"content_references":4951,"triage":4968},[4952,4956,4959,4962,4965],{"type":4718,"title":4953,"author":4954,"url":4955,"context":4716},"Workflows","Mistral AI","https:\u002F\u002Fmistral.ai\u002Fnews\u002Fworkflows",{"type":4718,"title":4957,"url":4958,"context":4716},"Mistral's Agents API","https:\u002F\u002Fthe-decoder.com\u002Fmistrals-agents-api-enables-ai-agents-to-collaborate-and-connect-with-external-systems\u002F",{"type":4718,"title":4960,"url":4961,"context":4716},"Mistral Small 4 model","https:\u002F\u002Fthe-decoder.com\u002Fmistrals-new-small-4-model-punches-above-its-weight-with-128-expert-modules\u002F",{"type":4718,"title":4963,"url":4964,"context":4716},"Mistral AI borrows $830 million","https:\u002F\u002Fthe-decoder.com\u002Fmistral-ai-borrows-830-million-dollars-to-operate-a-new-data-center-near-paris\u002F",{"type":4718,"title":4966,"url":4967,"context":4716},"Workflows announcement video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=9tXQBnpvVsU",{"relevance":4722,"novelty":4723,"quality":4723,"actionability":4723,"composite":4724,"reasoning":4969},"Category: AI Automation. The article provides a detailed overview of Mistral's Workflows, which directly addresses the need for building production-ready AI pipelines, a key concern for the target audience. It offers practical insights into using Python for orchestration and highlights specific features like human approval pauses and integration with the Temporal engine, making it actionable for developers and founders.","\u002Fsummaries\u002Fmistral-workflows-orchestrates-ai-into-enterprise-summary","2026-04-28 14:58:24","2026-04-28 15:15:57",{"title":4915,"description":227},{"loc":4970},"ce5492661052973d","The Decoder","https:\u002F\u002Fthe-decoder.com\u002Fmistral-ai-takes-on-enterprise-ai-orchestration-with-workflows\u002F","summaries\u002Fmistral-workflows-orchestrates-ai-into-enterprise--summary",[255,256,254],"Mistral's Workflows uses Python on Temporal engine to turn AI processes into reliable systems, with one-line human approvals, logging in Studio, and triggers via Le Chat—already in use by ASML and others.",[],"KwPbVEN04sYQNLA0rv0QBLJajCg8ZxS2H7uLIwdlwMM"]