[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-ab8fc035c7cbedd9-migrate-mongodb-to-firestore-serverless-seamlessly-summary":3,"summaries-facets-categories":98,"summary-related-ab8fc035c7cbedd9-migrate-mongodb-to-firestore-serverless-seamlessly-summary":3667},{"id":4,"title":5,"ai":6,"body":13,"categories":55,"created_at":57,"date_modified":57,"description":49,"extension":58,"faq":57,"featured":59,"kicker_label":57,"meta":60,"navigation":80,"path":81,"published_at":82,"question":57,"scraped_at":83,"seo":84,"sitemap":85,"source_id":86,"source_name":87,"source_type":88,"source_url":89,"stem":90,"tags":91,"thumbnail_url":57,"tldr":95,"tweet":57,"unknown_tags":96,"__hash__":97},"summaries\u002Fsummaries\u002Fab8fc035c7cbedd9-migrate-mongodb-to-firestore-serverless-seamlessly-summary.md","Migrate MongoDB to Firestore Serverless Seamlessly",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",4501,1454,15763,0.00112035,{"type":14,"value":15,"toc":48},"minimark",[16,21,25,28,32,35,38,42,45],[17,18,20],"h2",{"id":19},"reuse-mongodb-code-and-queries-without-rewrites","Reuse MongoDB Code and Queries Without Rewrites",[22,23,24],"p",{},"Connect existing MongoDB applications to Firestore using native API compatibility, reusing drivers, tools, and code for use cases like content management, commerce, product catalogs, and user profiles. Firestore supports hundreds of MongoDB capabilities, including complex aggregation pipelines with operators like $count and stages like $group, plus $lookup for joining data. Migration tools include live streaming mode for minimal downtime, enabling greenfield apps or seamless shifts from MongoDB-compatible databases without sacrificing developer toolkit.",[22,26,27],{},"This eliminates code changes while gaining serverless benefits: no sharding or server management, just pay for reads, writes, and deletes—avoiding idle capacity costs.",[17,29,31],{"id":30},"build-real-time-ai-agents-with-subscriptions-and-gemini","Build Real-Time AI Agents with Subscriptions and Gemini",[22,33,34],{},"Leverage Firestore's real-time subscription queries and offline caching via SDKs for AI, web, and mobile apps—no polling, WebSockets, or manual sync needed. Data updates automatically on client displays. Integrate with Google's generative AI for retrieval-augmented generation (RAG): combine Firestore data with user queries to personalize apps and build interactive AI agents with minimal coding.",[22,36,37],{},"Embed Firestore into AI coding workflows, like Gemini CLI or code editors, for direct database operations during development. Push-based synchronization ensures fresh data for dynamic AI experiences.",[17,39,41],{"id":40},"achieve-enterprise-scale-and-governance-effortlessly","Achieve Enterprise Scale and Governance Effortlessly",[22,43,44],{},"Backed by Google Cloud infrastructure, Firestore provides virtually unlimited scalability, multi-region replication, and five-nines (99.999%) uptime SLA. Security includes IAM, VPC service controls, and customer-managed encryption keys, all under consolidated governance.",[22,46,47],{},"Serverless model unburdens DevOps from infrastructure while maximizing developer productivity. Start with free tier; costs scale with actual operations, supporting enterprise innovation for AI apps at speed and confidence.",{"title":49,"searchDepth":50,"depth":50,"links":51},"",2,[52,53,54],{"id":19,"depth":50,"text":20},{"id":30,"depth":50,"text":31},{"id":40,"depth":50,"text":41},[56],"DevOps & Cloud",null,"md",false,{"content_references":61,"triage":75},[62,66,68,70],{"type":63,"title":64,"context":65},"tool","Firestore","mentioned",{"type":63,"title":67,"context":65},"Gemini",{"type":63,"title":69,"context":65},"Gemini CLI",{"type":71,"title":72,"url":73,"context":74},"other","Firestore with MongoDB compatibility page","https:\u002F\u002Fgoo.gle\u002F4efQdCQ","recommended",{"relevance":76,"novelty":77,"quality":77,"actionability":77,"composite":78,"reasoning":79},5,4,4.35,"Category: AI Automation. The article provides a detailed overview of migrating from MongoDB to Firestore, emphasizing practical applications for AI agents and serverless architecture, which aligns with the audience's need for actionable content. It discusses specific features like real-time queries and integration with generative AI, making it relevant and actionable for developers looking to implement AI-powered solutions.",true,"\u002Fsummaries\u002Fab8fc035c7cbedd9-migrate-mongodb-to-firestore-serverless-seamlessly-summary","2026-05-06 16:00:28","2026-05-07 11:20:35",{"title":5,"description":49},{"loc":81},"1cba8d31212794a3","Google Cloud Tech","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=I1ouAtwryww","summaries\u002Fab8fc035c7cbedd9-migrate-mongodb-to-firestore-serverless-seamlessly-summary",[92,93,94],"devops-cloud","ai-automation","serverless","Firestore's MongoDB-compatible API lets you reuse existing code, drivers, and aggregation pipelines on a serverless DB with real-time queries for AI agents and five-nines availability.",[92,93,94],"ud_5xmI9EpyuGPgiP5QFeBLo7-ljZ7f9ivdemz4CNq0",[99,102,105,108,111,114,116,118,120,122,124,126,129,131,133,135,137,139,141,143,145,147,150,153,155,157,160,162,164,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,201,203,205,207,209,211,213,215,217,219,221,223,225,227,229,231,233,235,237,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665],{"categories":100},[101],"Developer Productivity",{"categories":103},[104],"Business & SaaS",{"categories":106},[107],"AI & LLMs",{"categories":109},[110],"AI Automation",{"categories":112},[113],"Product Strategy",{"categories":115},[107],{"categories":117},[101],{"categories":119},[104],{"categories":121},[],{"categories":123},[107],{"categories":125},[],{"categories":127},[128],"AI News & Trends",{"categories":130},[110],{"categories":132},[128],{"categories":134},[110],{"categories":136},[110],{"categories":138},[107],{"categories":140},[107],{"categories":142},[128],{"categories":144},[107],{"categories":146},[],{"categories":148},[149],"Design & Frontend",{"categories":151},[152],"Data Science & Visualization",{"categories":154},[128],{"categories":156},[],{"categories":158},[159],"Software Engineering",{"categories":161},[107],{"categories":163},[110],{"categories":165},[166],"Marketing & Growth",{"categories":168},[107],{"categories":170},[110],{"categories":172},[],{"categories":174},[],{"categories":176},[149],{"categories":178},[110],{"categories":180},[101],{"categories":182},[149],{"categories":184},[107],{"categories":186},[110],{"categories":188},[128],{"categories":190},[],{"categories":192},[],{"categories":194},[110],{"categories":196},[159],{"categories":198},[],{"categories":200},[104],{"categories":202},[],{"categories":204},[],{"categories":206},[110],{"categories":208},[110],{"categories":210},[107],{"categories":212},[],{"categories":214},[159],{"categories":216},[],{"categories":218},[],{"categories":220},[],{"categories":222},[107],{"categories":224},[166],{"categories":226},[149],{"categories":228},[149],{"categories":230},[107],{"categories":232},[110],{"categories":234},[107],{"categories":236},[107],{"categories":238},[110],{"categories":240},[110],{"categories":242},[152],{"categories":244},[128],{"categories":246},[110],{"categories":248},[166],{"categories":250},[110],{"categories":252},[113],{"categories":254},[],{"categories":256},[110],{"categories":258},[],{"categories":260},[110],{"categories":262},[159],{"categories":264},[149],{"categories":266},[107],{"categories":268},[],{"categories":270},[],{"categories":272},[110],{"categories":274},[],{"categories":276},[107],{"categories":278},[],{"categories":280},[101],{"categories":282},[159],{"categories":284},[104],{"categories":286},[128],{"categories":288},[107],{"categories":290},[],{"categories":292},[107],{"categories":294},[],{"categories":296},[159],{"categories":298},[152],{"categories":300},[],{"categories":302},[107],{"categories":304},[149],{"categories":306},[],{"categories":308},[149],{"categories":310},[110],{"categories":312},[],{"categories":314},[110],{"categories":316},[128],{"categories":318},[107],{"categories":320},[],{"categories":322},[110],{"categories":324},[107],{"categories":326},[113],{"categories":328},[],{"categories":330},[107],{"categories":332},[110],{"categories":334},[110],{"categories":336},[],{"categories":338},[152],{"categories":340},[107],{"categories":342},[],{"categories":344},[101],{"categories":346},[104],{"categories":348},[107],{"categories":350},[110],{"categories":352},[159],{"categories":354},[107],{"categories":356},[],{"categories":358},[],{"categories":360},[107],{"categories":362},[],{"categories":364},[149],{"categories":366},[],{"categories":368},[107],{"categories":370},[],{"categories":372},[110],{"categories":374},[107],{"categories":376},[149],{"categories":378},[],{"categories":380},[107],{"categories":382},[107],{"categories":384},[104],{"categories":386},[110],{"categories":388},[107],{"categories":390},[149],{"categories":392},[110],{"categories":394},[],{"categories":396},[],{"categories":398},[128],{"categories":400},[],{"categories":402},[107],{"categories":404},[104,166],{"categories":406},[],{"categories":408},[107],{"categories":410},[],{"categories":412},[],{"categories":414},[107],{"categories":416},[],{"categories":418},[107],{"categories":420},[56],{"categories":422},[],{"categories":424},[128],{"categories":426},[149],{"categories":428},[],{"categories":430},[128],{"categories":432},[128],{"categories":434},[107],{"categories":436},[166],{"categories":438},[],{"categories":440},[104],{"categories":442},[],{"categories":444},[107,56],{"categories":446},[107],{"categories":448},[107],{"categories":450},[110],{"categories":452},[107,159],{"categories":454},[152],{"categories":456},[107],{"categories":458},[166],{"categories":460},[110],{"categories":462},[110],{"categories":464},[],{"categories":466},[110],{"categories":468},[107,104],{"categories":470},[],{"categories":472},[149],{"categories":474},[149],{"categories":476},[],{"categories":478},[],{"categories":480},[128],{"categories":482},[],{"categories":484},[101],{"categories":486},[159],{"categories":488},[107],{"categories":490},[149],{"categories":492},[110],{"categories":494},[159],{"categories":496},[128],{"categories":498},[149],{"categories":500},[],{"categories":502},[107],{"categories":504},[107],{"categories":506},[107],{"categories":508},[128],{"categories":510},[101],{"categories":512},[107],{"categories":514},[110],{"categories":516},[56],{"categories":518},[149],{"categories":520},[110],{"categories":522},[],{"categories":524},[],{"categories":526},[149],{"categories":528},[128],{"categories":530},[152],{"categories":532},[],{"categories":534},[107],{"categories":536},[107],{"categories":538},[104],{"categories":540},[107],{"categories":542},[107],{"categories":544},[128],{"categories":546},[],{"categories":548},[110],{"categories":550},[159],{"categories":552},[],{"categories":554},[107],{"categories":556},[107],{"categories":558},[110],{"categories":560},[],{"categories":562},[],{"categories":564},[107],{"categories":566},[],{"categories":568},[104],{"categories":570},[110],{"categories":572},[],{"categories":574},[101],{"categories":576},[107],{"categories":578},[104],{"categories":580},[128],{"categories":582},[],{"categories":584},[],{"categories":586},[],{"categories":588},[128],{"categories":590},[128],{"categories":592},[],{"categories":594},[],{"categories":596},[104],{"categories":598},[],{"categories":600},[],{"categories":602},[101],{"categories":604},[],{"categories":606},[166],{"categories":608},[110],{"categories":610},[104],{"categories":612},[110],{"categories":614},[],{"categories":616},[113],{"categories":618},[149],{"categories":620},[159],{"categories":622},[107],{"categories":624},[110],{"categories":626},[104],{"categories":628},[107],{"categories":630},[],{"categories":632},[],{"categories":634},[159],{"categories":636},[152],{"categories":638},[113],{"categories":640},[110],{"categories":642},[107],{"categories":644},[],{"categories":646},[56],{"categories":648},[],{"categories":650},[110],{"categories":652},[],{"categories":654},[],{"categories":656},[107],{"categories":658},[149],{"categories":660},[166],{"categories":662},[110],{"categories":664},[],{"categories":666},[101],{"categories":668},[],{"categories":670},[128],{"categories":672},[107,56],{"categories":674},[128],{"categories":676},[107],{"categories":678},[104],{"categories":680},[107],{"categories":682},[],{"categories":684},[104],{"categories":686},[],{"categories":688},[159],{"categories":690},[149],{"categories":692},[128],{"categories":694},[152],{"categories":696},[101],{"categories":698},[107],{"categories":700},[159],{"categories":702},[],{"categories":704},[],{"categories":706},[113],{"categories":708},[],{"categories":710},[107],{"categories":712},[],{"categories":714},[149],{"categories":716},[149],{"categories":718},[149],{"categories":720},[],{"categories":722},[],{"categories":724},[128],{"categories":726},[110],{"categories":728},[107],{"categories":730},[107],{"categories":732},[107],{"categories":734},[104],{"categories":736},[107],{"categories":738},[],{"categories":740},[159],{"categories":742},[159],{"categories":744},[104],{"categories":746},[],{"categories":748},[107],{"categories":750},[107],{"categories":752},[104],{"categories":754},[128],{"categories":756},[166],{"categories":758},[110],{"categories":760},[],{"categories":762},[149],{"categories":764},[],{"categories":766},[107],{"categories":768},[],{"categories":770},[104],{"categories":772},[110],{"categories":774},[],{"categories":776},[56],{"categories":778},[152],{"categories":780},[159],{"categories":782},[166],{"categories":784},[159],{"categories":786},[110],{"categories":788},[],{"categories":790},[],{"categories":792},[110],{"categories":794},[101],{"categories":796},[110],{"categories":798},[113],{"categories":800},[104],{"categories":802},[],{"categories":804},[107],{"categories":806},[113],{"categories":808},[107],{"categories":810},[107],{"categories":812},[166],{"categories":814},[149],{"categories":816},[110],{"categories":818},[],{"categories":820},[],{"categories":822},[56],{"categories":824},[159],{"categories":826},[],{"categories":828},[110],{"categories":830},[107],{"categories":832},[149,107],{"categories":834},[101],{"categories":836},[],{"categories":838},[107],{"categories":840},[101],{"categories":842},[149],{"categories":844},[110],{"categories":846},[159],{"categories":848},[],{"categories":850},[107],{"categories":852},[],{"categories":854},[101],{"categories":856},[],{"categories":858},[110],{"categories":860},[113],{"categories":862},[107],{"categories":864},[107],{"categories":866},[149],{"categories":868},[110],{"categories":870},[56],{"categories":872},[149],{"categories":874},[110],{"categories":876},[107],{"categories":878},[107],{"categories":880},[107],{"categories":882},[128],{"categories":884},[],{"categories":886},[113],{"categories":888},[110],{"categories":890},[149],{"categories":892},[110],{"categories":894},[159],{"categories":896},[149],{"categories":898},[110],{"categories":900},[128],{"categories":902},[],{"categories":904},[107],{"categories":906},[149],{"categories":908},[107],{"categories":910},[101],{"categories":912},[128],{"categories":914},[107],{"categories":916},[166],{"categories":918},[107],{"categories":920},[107],{"categories":922},[110],{"categories":924},[110],{"categories":926},[107],{"categories":928},[110],{"categories":930},[149],{"categories":932},[107],{"categories":934},[],{"categories":936},[],{"categories":938},[159],{"categories":940},[],{"categories":942},[101],{"categories":944},[56],{"categories":946},[],{"categories":948},[101],{"categories":950},[104],{"categories":952},[166],{"categories":954},[],{"categories":956},[104],{"categories":958},[],{"categories":960},[],{"categories":962},[],{"categories":964},[],{"categories":966},[],{"categories":968},[107],{"categories":970},[110],{"categories":972},[56],{"categories":974},[101],{"categories":976},[107],{"categories":978},[159],{"categories":980},[113],{"categories":982},[107],{"categories":984},[166],{"categories":986},[107],{"categories":988},[107],{"categories":990},[107],{"categories":992},[107,101],{"categories":994},[159],{"categories":996},[159],{"categories":998},[149],{"categories":1000},[107],{"categories":1002},[],{"categories":1004},[],{"categories":1006},[],{"categories":1008},[159],{"categories":1010},[152],{"categories":1012},[128],{"categories":1014},[149],{"categories":1016},[],{"categories":1018},[107],{"categories":1020},[107],{"categories":1022},[],{"categories":1024},[],{"categories":1026},[110],{"categories":1028},[107],{"categories":1030},[104],{"categories":1032},[],{"categories":1034},[101],{"categories":1036},[107],{"categories":1038},[101],{"categories":1040},[107],{"categories":1042},[159],{"categories":1044},[166],{"categories":1046},[107,149],{"categories":1048},[128],{"categories":1050},[149],{"categories":1052},[],{"categories":1054},[56],{"categories":1056},[149],{"categories":1058},[110],{"categories":1060},[],{"categories":1062},[],{"categories":1064},[],{"categories":1066},[],{"categories":1068},[159],{"categories":1070},[110],{"categories":1072},[110],{"categories":1074},[107],{"categories":1076},[107],{"categories":1078},[],{"categories":1080},[149],{"categories":1082},[],{"categories":1084},[],{"categories":1086},[110],{"categories":1088},[],{"categories":1090},[],{"categories":1092},[166],{"categories":1094},[166],{"categories":1096},[110],{"categories":1098},[],{"categories":1100},[107],{"categories":1102},[107],{"categories":1104},[159],{"categories":1106},[149],{"categories":1108},[149],{"categories":1110},[110],{"categories":1112},[101],{"categories":1114},[107],{"categories":1116},[149],{"categories":1118},[149],{"categories":1120},[110],{"categories":1122},[110],{"categories":1124},[107],{"categories":1126},[],{"categories":1128},[],{"categories":1130},[107],{"categories":1132},[110],{"categories":1134},[128],{"categories":1136},[159],{"categories":1138},[101],{"categories":1140},[107],{"categories":1142},[],{"categories":1144},[110],{"categories":1146},[110],{"categories":1148},[],{"categories":1150},[101],{"categories":1152},[107],{"categories":1154},[101],{"categories":1156},[101],{"categories":1158},[],{"categories":1160},[],{"categories":1162},[110],{"categories":1164},[110],{"categories":1166},[107],{"categories":1168},[107],{"categories":1170},[128],{"categories":1172},[152],{"categories":1174},[113],{"categories":1176},[128],{"categories":1178},[149],{"categories":1180},[],{"categories":1182},[128],{"categories":1184},[],{"categories":1186},[],{"categories":1188},[],{"categories":1190},[],{"categories":1192},[159],{"categories":1194},[152],{"categories":1196},[],{"categories":1198},[107],{"categories":1200},[107],{"categories":1202},[152],{"categories":1204},[159],{"categories":1206},[],{"categories":1208},[],{"categories":1210},[110],{"categories":1212},[128],{"categories":1214},[128],{"categories":1216},[110],{"categories":1218},[101],{"categories":1220},[107,56],{"categories":1222},[],{"categories":1224},[149],{"categories":1226},[101],{"categories":1228},[110],{"categories":1230},[149],{"categories":1232},[],{"categories":1234},[110],{"categories":1236},[110],{"categories":1238},[107],{"categories":1240},[166],{"categories":1242},[159],{"categories":1244},[149],{"categories":1246},[],{"categories":1248},[110],{"categories":1250},[107],{"categories":1252},[110],{"categories":1254},[110],{"categories":1256},[110],{"categories":1258},[166],{"categories":1260},[110],{"categories":1262},[107],{"categories":1264},[],{"categories":1266},[166],{"categories":1268},[128],{"categories":1270},[110],{"categories":1272},[],{"categories":1274},[],{"categories":1276},[107],{"categories":1278},[110],{"categories":1280},[128],{"categories":1282},[110],{"categories":1284},[],{"categories":1286},[],{"categories":1288},[],{"categories":1290},[110],{"categories":1292},[],{"categories":1294},[],{"categories":1296},[152],{"categories":1298},[107],{"categories":1300},[152],{"categories":1302},[128],{"categories":1304},[107],{"categories":1306},[107],{"categories":1308},[110],{"categories":1310},[107],{"categories":1312},[],{"categories":1314},[],{"categories":1316},[56],{"categories":1318},[],{"categories":1320},[],{"categories":1322},[101],{"categories":1324},[],{"categories":1326},[],{"categories":1328},[],{"categories":1330},[],{"categories":1332},[159],{"categories":1334},[128],{"categories":1336},[166],{"categories":1338},[104],{"categories":1340},[107],{"categories":1342},[107],{"categories":1344},[104],{"categories":1346},[],{"categories":1348},[149],{"categories":1350},[110],{"categories":1352},[104],{"categories":1354},[107],{"categories":1356},[107],{"categories":1358},[101],{"categories":1360},[],{"categories":1362},[101],{"categories":1364},[107],{"categories":1366},[166],{"categories":1368},[110],{"categories":1370},[128],{"categories":1372},[104],{"categories":1374},[107],{"categories":1376},[110],{"categories":1378},[],{"categories":1380},[107],{"categories":1382},[101],{"categories":1384},[107],{"categories":1386},[],{"categories":1388},[128],{"categories":1390},[107],{"categories":1392},[],{"categories":1394},[104],{"categories":1396},[107],{"categories":1398},[],{"categories":1400},[],{"categories":1402},[],{"categories":1404},[107],{"categories":1406},[],{"categories":1408},[56],{"categories":1410},[107],{"categories":1412},[],{"categories":1414},[107],{"categories":1416},[107],{"categories":1418},[107],{"categories":1420},[107,56],{"categories":1422},[107],{"categories":1424},[107],{"categories":1426},[149],{"categories":1428},[110],{"categories":1430},[],{"categories":1432},[110],{"categories":1434},[107],{"categories":1436},[107],{"categories":1438},[107],{"categories":1440},[101],{"categories":1442},[101],{"categories":1444},[159],{"categories":1446},[149],{"categories":1448},[110],{"categories":1450},[],{"categories":1452},[107],{"categories":1454},[128],{"categories":1456},[107],{"categories":1458},[104],{"categories":1460},[],{"categories":1462},[56],{"categories":1464},[149],{"categories":1466},[149],{"categories":1468},[110],{"categories":1470},[128],{"categories":1472},[110],{"categories":1474},[107],{"categories":1476},[],{"categories":1478},[107],{"categories":1480},[],{"categories":1482},[],{"categories":1484},[107],{"categories":1486},[107],{"categories":1488},[107],{"categories":1490},[110],{"categories":1492},[107],{"categories":1494},[],{"categories":1496},[152],{"categories":1498},[110],{"categories":1500},[],{"categories":1502},[107],{"categories":1504},[128],{"categories":1506},[],{"categories":1508},[149],{"categories":1510},[56],{"categories":1512},[128],{"categories":1514},[159],{"categories":1516},[159],{"categories":1518},[128],{"categories":1520},[128],{"categories":1522},[56],{"categories":1524},[],{"categories":1526},[128],{"categories":1528},[107],{"categories":1530},[101],{"categories":1532},[128],{"categories":1534},[],{"categories":1536},[152],{"categories":1538},[128],{"categories":1540},[159],{"categories":1542},[128],{"categories":1544},[56],{"categories":1546},[107],{"categories":1548},[107],{"categories":1550},[],{"categories":1552},[104],{"categories":1554},[],{"categories":1556},[],{"categories":1558},[107],{"categories":1560},[107],{"categories":1562},[107],{"categories":1564},[107],{"categories":1566},[],{"categories":1568},[152],{"categories":1570},[101],{"categories":1572},[],{"categories":1574},[107],{"categories":1576},[107],{"categories":1578},[56],{"categories":1580},[56],{"categories":1582},[],{"categories":1584},[110],{"categories":1586},[128],{"categories":1588},[128],{"categories":1590},[107],{"categories":1592},[110],{"categories":1594},[],{"categories":1596},[149],{"categories":1598},[107],{"categories":1600},[107],{"categories":1602},[],{"categories":1604},[],{"categories":1606},[56],{"categories":1608},[107],{"categories":1610},[159],{"categories":1612},[104],{"categories":1614},[107],{"categories":1616},[],{"categories":1618},[110],{"categories":1620},[101],{"categories":1622},[101],{"categories":1624},[],{"categories":1626},[107],{"categories":1628},[149],{"categories":1630},[110],{"categories":1632},[],{"categories":1634},[107],{"categories":1636},[107],{"categories":1638},[110],{"categories":1640},[],{"categories":1642},[110],{"categories":1644},[159],{"categories":1646},[],{"categories":1648},[107],{"categories":1650},[],{"categories":1652},[107],{"categories":1654},[],{"categories":1656},[107],{"categories":1658},[107],{"categories":1660},[],{"categories":1662},[107],{"categories":1664},[128],{"categories":1666},[107],{"categories":1668},[107],{"categories":1670},[101],{"categories":1672},[107],{"categories":1674},[128],{"categories":1676},[110],{"categories":1678},[],{"categories":1680},[107],{"categories":1682},[166],{"categories":1684},[],{"categories":1686},[],{"categories":1688},[],{"categories":1690},[101],{"categories":1692},[128],{"categories":1694},[110],{"categories":1696},[107],{"categories":1698},[149],{"categories":1700},[110],{"categories":1702},[],{"categories":1704},[110],{"categories":1706},[],{"categories":1708},[107],{"categories":1710},[110],{"categories":1712},[107],{"categories":1714},[],{"categories":1716},[107],{"categories":1718},[107],{"categories":1720},[128],{"categories":1722},[149],{"categories":1724},[110],{"categories":1726},[149],{"categories":1728},[104],{"categories":1730},[],{"categories":1732},[],{"categories":1734},[107],{"categories":1736},[101],{"categories":1738},[128],{"categories":1740},[],{"categories":1742},[],{"categories":1744},[159],{"categories":1746},[149],{"categories":1748},[],{"categories":1750},[107],{"categories":1752},[],{"categories":1754},[166],{"categories":1756},[107],{"categories":1758},[56],{"categories":1760},[159],{"categories":1762},[],{"categories":1764},[110],{"categories":1766},[107],{"categories":1768},[110],{"categories":1770},[110],{"categories":1772},[107],{"categories":1774},[],{"categories":1776},[101],{"categories":1778},[107],{"categories":1780},[104],{"categories":1782},[159],{"categories":1784},[149],{"categories":1786},[],{"categories":1788},[],{"categories":1790},[],{"categories":1792},[110],{"categories":1794},[149],{"categories":1796},[128],{"categories":1798},[107],{"categories":1800},[128],{"categories":1802},[149],{"categories":1804},[],{"categories":1806},[149],{"categories":1808},[128],{"categories":1810},[104],{"categories":1812},[107],{"categories":1814},[128],{"categories":1816},[166],{"categories":1818},[],{"categories":1820},[],{"categories":1822},[152],{"categories":1824},[107,159],{"categories":1826},[128],{"categories":1828},[107],{"categories":1830},[110],{"categories":1832},[110],{"categories":1834},[107],{"categories":1836},[],{"categories":1838},[159],{"categories":1840},[107],{"categories":1842},[152],{"categories":1844},[110],{"categories":1846},[166],{"categories":1848},[56],{"categories":1850},[],{"categories":1852},[101],{"categories":1854},[110],{"categories":1856},[110],{"categories":1858},[159],{"categories":1860},[107],{"categories":1862},[107],{"categories":1864},[],{"categories":1866},[],{"categories":1868},[],{"categories":1870},[56],{"categories":1872},[128],{"categories":1874},[107],{"categories":1876},[107],{"categories":1878},[107],{"categories":1880},[],{"categories":1882},[152],{"categories":1884},[104],{"categories":1886},[],{"categories":1888},[110],{"categories":1890},[56],{"categories":1892},[],{"categories":1894},[149],{"categories":1896},[149],{"categories":1898},[],{"categories":1900},[159],{"categories":1902},[149],{"categories":1904},[107],{"categories":1906},[],{"categories":1908},[128],{"categories":1910},[107],{"categories":1912},[149],{"categories":1914},[110],{"categories":1916},[128],{"categories":1918},[],{"categories":1920},[110],{"categories":1922},[149],{"categories":1924},[107],{"categories":1926},[],{"categories":1928},[107],{"categories":1930},[107],{"categories":1932},[56],{"categories":1934},[128],{"categories":1936},[152],{"categories":1938},[152],{"categories":1940},[],{"categories":1942},[],{"categories":1944},[],{"categories":1946},[110],{"categories":1948},[159],{"categories":1950},[159],{"categories":1952},[],{"categories":1954},[],{"categories":1956},[107],{"categories":1958},[],{"categories":1960},[110],{"categories":1962},[107],{"categories":1964},[],{"categories":1966},[107],{"categories":1968},[104],{"categories":1970},[107],{"categories":1972},[166],{"categories":1974},[110],{"categories":1976},[107],{"categories":1978},[159],{"categories":1980},[128],{"categories":1982},[110],{"categories":1984},[],{"categories":1986},[128],{"categories":1988},[110],{"categories":1990},[110],{"categories":1992},[],{"categories":1994},[104],{"categories":1996},[110],{"categories":1998},[],{"categories":2000},[107],{"categories":2002},[101],{"categories":2004},[128],{"categories":2006},[56],{"categories":2008},[110],{"categories":2010},[110],{"categories":2012},[101],{"categories":2014},[107],{"categories":2016},[],{"categories":2018},[],{"categories":2020},[149],{"categories":2022},[107,104],{"categories":2024},[],{"categories":2026},[101],{"categories":2028},[152],{"categories":2030},[107],{"categories":2032},[159],{"categories":2034},[107],{"categories":2036},[110],{"categories":2038},[107],{"categories":2040},[107],{"categories":2042},[128],{"categories":2044},[110],{"categories":2046},[],{"categories":2048},[],{"categories":2050},[110],{"categories":2052},[107],{"categories":2054},[56],{"categories":2056},[],{"categories":2058},[107],{"categories":2060},[110],{"categories":2062},[],{"categories":2064},[107],{"categories":2066},[166],{"categories":2068},[152],{"categories":2070},[110],{"categories":2072},[107],{"categories":2074},[56],{"categories":2076},[],{"categories":2078},[107],{"categories":2080},[166],{"categories":2082},[149],{"categories":2084},[107],{"categories":2086},[],{"categories":2088},[166],{"categories":2090},[128],{"categories":2092},[107],{"categories":2094},[107],{"categories":2096},[101],{"categories":2098},[],{"categories":2100},[],{"categories":2102},[149],{"categories":2104},[107],{"categories":2106},[152],{"categories":2108},[166],{"categories":2110},[166],{"categories":2112},[128],{"categories":2114},[],{"categories":2116},[],{"categories":2118},[107],{"categories":2120},[],{"categories":2122},[107,159],{"categories":2124},[128],{"categories":2126},[110],{"categories":2128},[159],{"categories":2130},[107],{"categories":2132},[101],{"categories":2134},[],{"categories":2136},[],{"categories":2138},[101],{"categories":2140},[166],{"categories":2142},[107],{"categories":2144},[],{"categories":2146},[149,107],{"categories":2148},[56],{"categories":2150},[101],{"categories":2152},[],{"categories":2154},[104],{"categories":2156},[104],{"categories":2158},[107],{"categories":2160},[159],{"categories":2162},[110],{"categories":2164},[128],{"categories":2166},[166],{"categories":2168},[149],{"categories":2170},[107],{"categories":2172},[107],{"categories":2174},[107],{"categories":2176},[101],{"categories":2178},[107],{"categories":2180},[110],{"categories":2182},[128],{"categories":2184},[],{"categories":2186},[],{"categories":2188},[152],{"categories":2190},[159],{"categories":2192},[107],{"categories":2194},[149],{"categories":2196},[152],{"categories":2198},[107],{"categories":2200},[107],{"categories":2202},[110],{"categories":2204},[110],{"categories":2206},[107,104],{"categories":2208},[],{"categories":2210},[149],{"categories":2212},[],{"categories":2214},[107],{"categories":2216},[128],{"categories":2218},[101],{"categories":2220},[101],{"categories":2222},[110],{"categories":2224},[107],{"categories":2226},[104],{"categories":2228},[159],{"categories":2230},[166],{"categories":2232},[],{"categories":2234},[128],{"categories":2236},[107],{"categories":2238},[107],{"categories":2240},[128],{"categories":2242},[159],{"categories":2244},[107],{"categories":2246},[110],{"categories":2248},[128],{"categories":2250},[107],{"categories":2252},[149],{"categories":2254},[107],{"categories":2256},[107],{"categories":2258},[56],{"categories":2260},[113],{"categories":2262},[110],{"categories":2264},[107],{"categories":2266},[128],{"categories":2268},[110],{"categories":2270},[166],{"categories":2272},[107],{"categories":2274},[],{"categories":2276},[107],{"categories":2278},[],{"categories":2280},[],{"categories":2282},[],{"categories":2284},[104],{"categories":2286},[107],{"categories":2288},[110],{"categories":2290},[128],{"categories":2292},[128],{"categories":2294},[128],{"categories":2296},[128],{"categories":2298},[],{"categories":2300},[101],{"categories":2302},[110],{"categories":2304},[128],{"categories":2306},[101],{"categories":2308},[110],{"categories":2310},[107],{"categories":2312},[107,110],{"categories":2314},[110],{"categories":2316},[56],{"categories":2318},[128],{"categories":2320},[128],{"categories":2322},[110],{"categories":2324},[107],{"categories":2326},[],{"categories":2328},[128],{"categories":2330},[166],{"categories":2332},[101],{"categories":2334},[107],{"categories":2336},[107],{"categories":2338},[],{"categories":2340},[159],{"categories":2342},[],{"categories":2344},[101],{"categories":2346},[110],{"categories":2348},[128],{"categories":2350},[107],{"categories":2352},[128],{"categories":2354},[101],{"categories":2356},[128],{"categories":2358},[128],{"categories":2360},[],{"categories":2362},[104],{"categories":2364},[110],{"categories":2366},[128],{"categories":2368},[128],{"categories":2370},[128],{"categories":2372},[128],{"categories":2374},[128],{"categories":2376},[128],{"categories":2378},[128],{"categories":2380},[128],{"categories":2382},[128],{"categories":2384},[128],{"categories":2386},[152],{"categories":2388},[101],{"categories":2390},[107],{"categories":2392},[107],{"categories":2394},[],{"categories":2396},[107,101],{"categories":2398},[],{"categories":2400},[110],{"categories":2402},[128],{"categories":2404},[110],{"categories":2406},[107],{"categories":2408},[107],{"categories":2410},[107],{"categories":2412},[107],{"categories":2414},[107],{"categories":2416},[110],{"categories":2418},[104],{"categories":2420},[149],{"categories":2422},[128],{"categories":2424},[107],{"categories":2426},[],{"categories":2428},[],{"categories":2430},[110],{"categories":2432},[149],{"categories":2434},[107],{"categories":2436},[],{"categories":2438},[],{"categories":2440},[166],{"categories":2442},[107],{"categories":2444},[],{"categories":2446},[],{"categories":2448},[101],{"categories":2450},[104],{"categories":2452},[107],{"categories":2454},[104],{"categories":2456},[149],{"categories":2458},[],{"categories":2460},[128],{"categories":2462},[],{"categories":2464},[149],{"categories":2466},[107],{"categories":2468},[166],{"categories":2470},[],{"categories":2472},[166],{"categories":2474},[],{"categories":2476},[],{"categories":2478},[110],{"categories":2480},[],{"categories":2482},[104],{"categories":2484},[101],{"categories":2486},[149],{"categories":2488},[159],{"categories":2490},[],{"categories":2492},[],{"categories":2494},[107],{"categories":2496},[101],{"categories":2498},[166],{"categories":2500},[],{"categories":2502},[110],{"categories":2504},[110],{"categories":2506},[128],{"categories":2508},[107],{"categories":2510},[110],{"categories":2512},[107],{"categories":2514},[110],{"categories":2516},[107],{"categories":2518},[113],{"categories":2520},[128],{"categories":2522},[],{"categories":2524},[166],{"categories":2526},[159],{"categories":2528},[110],{"categories":2530},[],{"categories":2532},[107],{"categories":2534},[110],{"categories":2536},[104],{"categories":2538},[101],{"categories":2540},[107],{"categories":2542},[149],{"categories":2544},[159],{"categories":2546},[159],{"categories":2548},[107],{"categories":2550},[152],{"categories":2552},[107],{"categories":2554},[110],{"categories":2556},[104],{"categories":2558},[110],{"categories":2560},[107],{"categories":2562},[107],{"categories":2564},[110],{"categories":2566},[128],{"categories":2568},[],{"categories":2570},[101],{"categories":2572},[107],{"categories":2574},[110],{"categories":2576},[107],{"categories":2578},[107],{"categories":2580},[],{"categories":2582},[149],{"categories":2584},[104],{"categories":2586},[128],{"categories":2588},[107],{"categories":2590},[107],{"categories":2592},[149],{"categories":2594},[166],{"categories":2596},[152],{"categories":2598},[107],{"categories":2600},[128],{"categories":2602},[107],{"categories":2604},[110],{"categories":2606},[56],{"categories":2608},[107],{"categories":2610},[110],{"categories":2612},[152],{"categories":2614},[],{"categories":2616},[110],{"categories":2618},[159],{"categories":2620},[149],{"categories":2622},[107],{"categories":2624},[101],{"categories":2626},[104],{"categories":2628},[159],{"categories":2630},[],{"categories":2632},[110],{"categories":2634},[107],{"categories":2636},[],{"categories":2638},[128],{"categories":2640},[],{"categories":2642},[128],{"categories":2644},[107],{"categories":2646},[110],{"categories":2648},[110],{"categories":2650},[110],{"categories":2652},[],{"categories":2654},[],{"categories":2656},[107],{"categories":2658},[107],{"categories":2660},[],{"categories":2662},[149],{"categories":2664},[110],{"categories":2666},[166],{"categories":2668},[101],{"categories":2670},[],{"categories":2672},[],{"categories":2674},[128],{"categories":2676},[159],{"categories":2678},[107],{"categories":2680},[107],{"categories":2682},[107],{"categories":2684},[159],{"categories":2686},[128],{"categories":2688},[149],{"categories":2690},[107],{"categories":2692},[107],{"categories":2694},[107],{"categories":2696},[128],{"categories":2698},[107],{"categories":2700},[128],{"categories":2702},[110],{"categories":2704},[110],{"categories":2706},[159],{"categories":2708},[110],{"categories":2710},[107],{"categories":2712},[159],{"categories":2714},[149],{"categories":2716},[],{"categories":2718},[110],{"categories":2720},[],{"categories":2722},[],{"categories":2724},[104],{"categories":2726},[107],{"categories":2728},[110],{"categories":2730},[101],{"categories":2732},[110],{"categories":2734},[166],{"categories":2736},[],{"categories":2738},[110],{"categories":2740},[],{"categories":2742},[101],{"categories":2744},[110],{"categories":2746},[],{"categories":2748},[110],{"categories":2750},[107],{"categories":2752},[128],{"categories":2754},[107],{"categories":2756},[110],{"categories":2758},[128],{"categories":2760},[110],{"categories":2762},[159],{"categories":2764},[149],{"categories":2766},[101],{"categories":2768},[],{"categories":2770},[110],{"categories":2772},[149],{"categories":2774},[128],{"categories":2776},[107],{"categories":2778},[149],{"categories":2780},[101],{"categories":2782},[],{"categories":2784},[110],{"categories":2786},[110],{"categories":2788},[107],{"categories":2790},[],{"categories":2792},[110],{"categories":2794},[113],{"categories":2796},[128],{"categories":2798},[110],{"categories":2800},[104],{"categories":2802},[],{"categories":2804},[107],{"categories":2806},[113],{"categories":2808},[107],{"categories":2810},[110],{"categories":2812},[128],{"categories":2814},[101],{"categories":2816},[56],{"categories":2818},[107],{"categories":2820},[107],{"categories":2822},[107],{"categories":2824},[128],{"categories":2826},[104],{"categories":2828},[107],{"categories":2830},[149],{"categories":2832},[128],{"categories":2834},[56],{"categories":2836},[107],{"categories":2838},[],{"categories":2840},[],{"categories":2842},[56],{"categories":2844},[152],{"categories":2846},[110],{"categories":2848},[110],{"categories":2850},[128],{"categories":2852},[107],{"categories":2854},[101],{"categories":2856},[149],{"categories":2858},[110],{"categories":2860},[107],{"categories":2862},[166],{"categories":2864},[107],{"categories":2866},[110],{"categories":2868},[],{"categories":2870},[107],{"categories":2872},[107],{"categories":2874},[128],{"categories":2876},[101],{"categories":2878},[],{"categories":2880},[107],{"categories":2882},[107],{"categories":2884},[159],{"categories":2886},[149],{"categories":2888},[107,110],{"categories":2890},[166,104],{"categories":2892},[107],{"categories":2894},[],{"categories":2896},[110],{"categories":2898},[],{"categories":2900},[159],{"categories":2902},[107],{"categories":2904},[128],{"categories":2906},[],{"categories":2908},[110],{"categories":2910},[],{"categories":2912},[110],{"categories":2914},[101],{"categories":2916},[110],{"categories":2918},[107],{"categories":2920},[56],{"categories":2922},[166],{"categories":2924},[104],{"categories":2926},[104],{"categories":2928},[101],{"categories":2930},[101],{"categories":2932},[107],{"categories":2934},[110],{"categories":2936},[107],{"categories":2938},[107],{"categories":2940},[101],{"categories":2942},[107],{"categories":2944},[166],{"categories":2946},[128],{"categories":2948},[107],{"categories":2950},[110],{"categories":2952},[107],{"categories":2954},[],{"categories":2956},[159],{"categories":2958},[],{"categories":2960},[110],{"categories":2962},[101],{"categories":2964},[],{"categories":2966},[56],{"categories":2968},[107],{"categories":2970},[],{"categories":2972},[128],{"categories":2974},[110],{"categories":2976},[159],{"categories":2978},[107],{"categories":2980},[110],{"categories":2982},[159],{"categories":2984},[110],{"categories":2986},[128],{"categories":2988},[101],{"categories":2990},[128],{"categories":2992},[159],{"categories":2994},[107],{"categories":2996},[149],{"categories":2998},[107],{"categories":3000},[107],{"categories":3002},[107],{"categories":3004},[107],{"categories":3006},[110],{"categories":3008},[107],{"categories":3010},[110],{"categories":3012},[107],{"categories":3014},[101],{"categories":3016},[107],{"categories":3018},[110],{"categories":3020},[149],{"categories":3022},[101],{"categories":3024},[110],{"categories":3026},[149],{"categories":3028},[],{"categories":3030},[107],{"categories":3032},[107],{"categories":3034},[159],{"categories":3036},[],{"categories":3038},[110],{"categories":3040},[166],{"categories":3042},[107],{"categories":3044},[128],{"categories":3046},[166],{"categories":3048},[110],{"categories":3050},[104],{"categories":3052},[104],{"categories":3054},[107],{"categories":3056},[101],{"categories":3058},[],{"categories":3060},[107],{"categories":3062},[],{"categories":3064},[101],{"categories":3066},[107],{"categories":3068},[110],{"categories":3070},[110],{"categories":3072},[],{"categories":3074},[159],{"categories":3076},[159],{"categories":3078},[166],{"categories":3080},[149],{"categories":3082},[],{"categories":3084},[107],{"categories":3086},[101],{"categories":3088},[107],{"categories":3090},[159],{"categories":3092},[101],{"categories":3094},[128],{"categories":3096},[128],{"categories":3098},[],{"categories":3100},[128],{"categories":3102},[110],{"categories":3104},[149],{"categories":3106},[152],{"categories":3108},[107],{"categories":3110},[],{"categories":3112},[128],{"categories":3114},[159],{"categories":3116},[104],{"categories":3118},[107],{"categories":3120},[101],{"categories":3122},[56],{"categories":3124},[101],{"categories":3126},[],{"categories":3128},[],{"categories":3130},[128],{"categories":3132},[],{"categories":3134},[110],{"categories":3136},[110],{"categories":3138},[110],{"categories":3140},[],{"categories":3142},[107],{"categories":3144},[],{"categories":3146},[128],{"categories":3148},[101],{"categories":3150},[149],{"categories":3152},[107],{"categories":3154},[128],{"categories":3156},[128],{"categories":3158},[],{"categories":3160},[128],{"categories":3162},[101],{"categories":3164},[107],{"categories":3166},[],{"categories":3168},[110],{"categories":3170},[110],{"categories":3172},[101],{"categories":3174},[],{"categories":3176},[],{"categories":3178},[],{"categories":3180},[149],{"categories":3182},[110],{"categories":3184},[107],{"categories":3186},[],{"categories":3188},[],{"categories":3190},[],{"categories":3192},[149],{"categories":3194},[],{"categories":3196},[101],{"categories":3198},[],{"categories":3200},[],{"categories":3202},[149],{"categories":3204},[107],{"categories":3206},[128],{"categories":3208},[],{"categories":3210},[166],{"categories":3212},[128],{"categories":3214},[166],{"categories":3216},[107],{"categories":3218},[],{"categories":3220},[],{"categories":3222},[110],{"categories":3224},[],{"categories":3226},[],{"categories":3228},[110],{"categories":3230},[107],{"categories":3232},[],{"categories":3234},[110],{"categories":3236},[128],{"categories":3238},[166],{"categories":3240},[152],{"categories":3242},[110],{"categories":3244},[110],{"categories":3246},[],{"categories":3248},[],{"categories":3250},[],{"categories":3252},[128],{"categories":3254},[],{"categories":3256},[],{"categories":3258},[149],{"categories":3260},[101],{"categories":3262},[],{"categories":3264},[104],{"categories":3266},[166],{"categories":3268},[107],{"categories":3270},[159],{"categories":3272},[101],{"categories":3274},[152],{"categories":3276},[104],{"categories":3278},[159],{"categories":3280},[],{"categories":3282},[],{"categories":3284},[110],{"categories":3286},[101],{"categories":3288},[149],{"categories":3290},[101],{"categories":3292},[110],{"categories":3294},[56],{"categories":3296},[110],{"categories":3298},[],{"categories":3300},[107],{"categories":3302},[128],{"categories":3304},[159],{"categories":3306},[],{"categories":3308},[149],{"categories":3310},[128],{"categories":3312},[101],{"categories":3314},[110],{"categories":3316},[107],{"categories":3318},[104],{"categories":3320},[110,56],{"categories":3322},[110],{"categories":3324},[159],{"categories":3326},[107],{"categories":3328},[152],{"categories":3330},[166],{"categories":3332},[110],{"categories":3334},[],{"categories":3336},[110],{"categories":3338},[107],{"categories":3340},[104],{"categories":3342},[],{"categories":3344},[],{"categories":3346},[107],{"categories":3348},[152],{"categories":3350},[107],{"categories":3352},[],{"categories":3354},[128],{"categories":3356},[],{"categories":3358},[128],{"categories":3360},[159],{"categories":3362},[110],{"categories":3364},[107],{"categories":3366},[166],{"categories":3368},[159],{"categories":3370},[],{"categories":3372},[128],{"categories":3374},[107],{"categories":3376},[],{"categories":3378},[107],{"categories":3380},[110],{"categories":3382},[107],{"categories":3384},[110],{"categories":3386},[107],{"categories":3388},[107],{"categories":3390},[107],{"categories":3392},[107],{"categories":3394},[104],{"categories":3396},[],{"categories":3398},[113],{"categories":3400},[128],{"categories":3402},[107],{"categories":3404},[],{"categories":3406},[159],{"categories":3408},[107],{"categories":3410},[107],{"categories":3412},[110],{"categories":3414},[128],{"categories":3416},[107],{"categories":3418},[107],{"categories":3420},[104],{"categories":3422},[110],{"categories":3424},[149],{"categories":3426},[],{"categories":3428},[152],{"categories":3430},[107],{"categories":3432},[],{"categories":3434},[128],{"categories":3436},[166],{"categories":3438},[],{"categories":3440},[],{"categories":3442},[128],{"categories":3444},[128],{"categories":3446},[166],{"categories":3448},[101],{"categories":3450},[110],{"categories":3452},[110],{"categories":3454},[107],{"categories":3456},[104],{"categories":3458},[],{"categories":3460},[],{"categories":3462},[128],{"categories":3464},[152],{"categories":3466},[159],{"categories":3468},[110],{"categories":3470},[149],{"categories":3472},[152],{"categories":3474},[152],{"categories":3476},[],{"categories":3478},[128],{"categories":3480},[107],{"categories":3482},[107],{"categories":3484},[159],{"categories":3486},[],{"categories":3488},[128],{"categories":3490},[128],{"categories":3492},[128],{"categories":3494},[],{"categories":3496},[110],{"categories":3498},[107],{"categories":3500},[],{"categories":3502},[101],{"categories":3504},[104],{"categories":3506},[],{"categories":3508},[107],{"categories":3510},[107],{"categories":3512},[],{"categories":3514},[159],{"categories":3516},[],{"categories":3518},[],{"categories":3520},[],{"categories":3522},[],{"categories":3524},[107],{"categories":3526},[128],{"categories":3528},[],{"categories":3530},[],{"categories":3532},[107],{"categories":3534},[107],{"categories":3536},[107],{"categories":3538},[152],{"categories":3540},[107],{"categories":3542},[152],{"categories":3544},[],{"categories":3546},[152],{"categories":3548},[152],{"categories":3550},[56],{"categories":3552},[110],{"categories":3554},[159],{"categories":3556},[],{"categories":3558},[],{"categories":3560},[152],{"categories":3562},[159],{"categories":3564},[159],{"categories":3566},[159],{"categories":3568},[],{"categories":3570},[101],{"categories":3572},[159],{"categories":3574},[159],{"categories":3576},[101],{"categories":3578},[159],{"categories":3580},[104],{"categories":3582},[159],{"categories":3584},[159],{"categories":3586},[159],{"categories":3588},[152],{"categories":3590},[128],{"categories":3592},[128],{"categories":3594},[107],{"categories":3596},[159],{"categories":3598},[152],{"categories":3600},[56],{"categories":3602},[152],{"categories":3604},[152],{"categories":3606},[152],{"categories":3608},[],{"categories":3610},[104],{"categories":3612},[],{"categories":3614},[56],{"categories":3616},[159],{"categories":3618},[159],{"categories":3620},[159],{"categories":3622},[110],{"categories":3624},[128,104],{"categories":3626},[152],{"categories":3628},[],{"categories":3630},[],{"categories":3632},[152],{"categories":3634},[],{"categories":3636},[152],{"categories":3638},[128],{"categories":3640},[110],{"categories":3642},[],{"categories":3644},[159],{"categories":3646},[107],{"categories":3648},[149],{"categories":3650},[],{"categories":3652},[107],{"categories":3654},[],{"categories":3656},[128],{"categories":3658},[101],{"categories":3660},[152],{"categories":3662},[],{"categories":3664},[159],{"categories":3666},[128],[3668,4047,4108,4188],{"id":3669,"title":3670,"ai":3671,"body":3676,"categories":4021,"created_at":57,"date_modified":57,"description":49,"extension":58,"faq":57,"featured":59,"kicker_label":57,"meta":4022,"navigation":80,"path":4033,"published_at":4034,"question":57,"scraped_at":4035,"seo":4036,"sitemap":4037,"source_id":4038,"source_name":4039,"source_type":88,"source_url":4040,"stem":4041,"tags":4042,"thumbnail_url":57,"tldr":4044,"tweet":57,"unknown_tags":4045,"__hash__":4046},"summaries\u002Fsummaries\u002F6ca953036b6b121d-manual-deployment-unlocks-foundry-hosted-agents-summary.md","Manual Deployment Unlocks Foundry Hosted Agents",{"provider":7,"model":8,"input_tokens":3672,"output_tokens":3673,"processing_time_ms":3674,"cost_usd":3675},5840,1926,21198,0.0021085,{"type":14,"value":3677,"toc":4016},[3678,3682,3685,3701,3705,3720,3730,3868,3882,3897,3901,3908,4002,4012],[17,3679,3681],{"id":3680},"avoid-azd-black-box-for-reliable-deployments","Avoid azd Black Box for Reliable Deployments",[22,3683,3684],{},"Azure Developer CLI (azd) templates for Foundry hosted agents fail in preview due to opaque internals, making troubleshooting impossible without understanding the underlying cloud-native container model. Instead, deploy manually using basic Azure CLI tools and portal steps: create infrastructure first (ACR, image, Foundry Project, RBAC), then the agent second. This gives full control over orchestration and harness, unlike prompt agents.",[22,3686,3687,3688,3692,3693,3696,3697,3700],{},"Install azd extension only for init (",[3689,3690,3691],"code",{},"azd ai agent init -m \u003Cagent-definition-url>","), but skip ",[3689,3694,3695],{},"azd up",". Use ",[3689,3698,3699],{},"az acr build"," for cloud-based Docker builds without local Docker.",[17,3702,3704],{"id":3703},"container-workflow-acr-image-to-running-agent","Container Workflow: ACR Image to Running Agent",[22,3706,3707,3708,3711,3712,3715,3716,3719],{},"Build agent as Docker image in Azure Container Registry (ACR): name it ",[3689,3709,3710],{},"debugagent",", push ",[3689,3713,3714],{},"my-hosted-agent:latest"," with ",[3689,3717,3718],{},"az acr build --registry debugagent --image my-hosted-agent:latest --platform linux\u002Famd64 --file .\u002Fsrc\u002Fdebug-agent\u002FDockerfile .\u002Fsrc\u002Fdebug-agent",".",[22,3721,3722,3723,3726,3727,3719],{},"Agent code uses Microsoft Agent Framework: reads config from env vars like ",[3689,3724,3725],{},"AZURE_AI_PROJECT_ENDPOINT"," and ",[3689,3728,3729],{},"AZURE_OPENAI_CHAT_DEPLOYMENT_NAME",[3731,3732,3736],"pre",{"className":3733,"code":3734,"language":3735,"meta":49,"style":49},"language-python shiki shiki-themes github-light github-dark","import os\nfrom azure.identity.aio import DefaultAzureCredential\nfrom dotenv import load_dotenv\nfrom agent_framework.azure import AzureAIClient\nfrom azure.ai.agentserver.agentframework import from_agent_framework\n\nload_dotenv(override=False)\nasync def main():\n    credential = DefaultAzureCredential()\n    async with AzureAIClient(\n        project_endpoint=os.getenv(\"AZURE_AI_PROJECT_ENDPOINT\"),\n        model_deployment_name=os.getenv(\"AZURE_OPENAI_CHAT_DEPLOYMENT_NAME\"),\n        credential=credential,\n    ).as_agent(\n        name=\"Assistant\",\n        instructions=\"You are a helpful assistant. Answer questions concisely and accurately.\",\n    ) as agent:\n        await from_agent_framework(agent).run_async()\n\nif __name__ == \"__main__\":\n    import asyncio\n    asyncio.run(main())\n","python",[3689,3737,3738,3746,3751,3757,3762,3767,3773,3779,3785,3791,3797,3803,3809,3815,3821,3827,3833,3839,3845,3850,3856,3862],{"__ignoreMap":49},[3739,3740,3743],"span",{"class":3741,"line":3742},"line",1,[3739,3744,3745],{},"import os\n",[3739,3747,3748],{"class":3741,"line":50},[3739,3749,3750],{},"from azure.identity.aio import DefaultAzureCredential\n",[3739,3752,3754],{"class":3741,"line":3753},3,[3739,3755,3756],{},"from dotenv import load_dotenv\n",[3739,3758,3759],{"class":3741,"line":77},[3739,3760,3761],{},"from agent_framework.azure import AzureAIClient\n",[3739,3763,3764],{"class":3741,"line":76},[3739,3765,3766],{},"from azure.ai.agentserver.agentframework import from_agent_framework\n",[3739,3768,3770],{"class":3741,"line":3769},6,[3739,3771,3772],{"emptyLinePlaceholder":80},"\n",[3739,3774,3776],{"class":3741,"line":3775},7,[3739,3777,3778],{},"load_dotenv(override=False)\n",[3739,3780,3782],{"class":3741,"line":3781},8,[3739,3783,3784],{},"async def main():\n",[3739,3786,3788],{"class":3741,"line":3787},9,[3739,3789,3790],{},"    credential = DefaultAzureCredential()\n",[3739,3792,3794],{"class":3741,"line":3793},10,[3739,3795,3796],{},"    async with AzureAIClient(\n",[3739,3798,3800],{"class":3741,"line":3799},11,[3739,3801,3802],{},"        project_endpoint=os.getenv(\"AZURE_AI_PROJECT_ENDPOINT\"),\n",[3739,3804,3806],{"class":3741,"line":3805},12,[3739,3807,3808],{},"        model_deployment_name=os.getenv(\"AZURE_OPENAI_CHAT_DEPLOYMENT_NAME\"),\n",[3739,3810,3812],{"class":3741,"line":3811},13,[3739,3813,3814],{},"        credential=credential,\n",[3739,3816,3818],{"class":3741,"line":3817},14,[3739,3819,3820],{},"    ).as_agent(\n",[3739,3822,3824],{"class":3741,"line":3823},15,[3739,3825,3826],{},"        name=\"Assistant\",\n",[3739,3828,3830],{"class":3741,"line":3829},16,[3739,3831,3832],{},"        instructions=\"You are a helpful assistant. Answer questions concisely and accurately.\",\n",[3739,3834,3836],{"class":3741,"line":3835},17,[3739,3837,3838],{},"    ) as agent:\n",[3739,3840,3842],{"class":3741,"line":3841},18,[3739,3843,3844],{},"        await from_agent_framework(agent).run_async()\n",[3739,3846,3848],{"class":3741,"line":3847},19,[3739,3849,3772],{"emptyLinePlaceholder":80},[3739,3851,3853],{"class":3741,"line":3852},20,[3739,3854,3855],{},"if __name__ == \"__main__\":\n",[3739,3857,3859],{"class":3741,"line":3858},21,[3739,3860,3861],{},"    import asyncio\n",[3739,3863,3865],{"class":3741,"line":3864},22,[3739,3866,3867],{},"    asyncio.run(main())\n",[22,3869,3870,3871,3874,3875,3878,3879,3719],{},"Dockerfile: ",[3689,3872,3873],{},"FROM python:3.12-slim",", copy code, ",[3689,3876,3877],{},"pip install -r requirements.txt"," if present, expose 8088, ",[3689,3880,3881],{},"CMD [\"python\", \"main.py\"]",[22,3883,3884,3885,3888,3889,3892,3893,3896],{},"Create Foundry Project, deploy ",[3689,3886,3887],{},"gpt-4.1"," model. Assign ",[3689,3890,3891],{},"AcrPull"," or ",[3689,3894,3895],{},"Container Registry Repository Reader"," RBAC from ACR to Foundry Project's managed identity for image pull.",[17,3898,3900],{"id":3899},"sdk-agent-creation-with-rbac-secures-access","SDK Agent Creation with RBAC Secures Access",[22,3902,3903,3904,3907],{},"Use ",[3689,3905,3906],{},"azure.ai.projects"," SDK to create agent:",[3731,3909,3911],{"className":3733,"code":3910,"language":3735,"meta":49,"style":49},"from azure.ai.projects import AIProjectClient\nfrom azure.ai.projects.models import HostedAgentDefinition, ProtocolVersionRecord, AgentProtocol\n\nproject_client = AIProjectClient(endpoint=FOUNDRY_ENDPOINT, credential=credential, allow_preview=True)\nagent = project_client.agents.create_version(\n    agent_name=\"my-hosted-agent\",\n    definition=HostedAgentDefinition(\n        kind=\"hosted\",\n        container_protocol_versions=[ProtocolVersionRecord(protocol=AgentProtocol.RESPONSES, version=\"1.0.0\")],\n        cpu=\"0.25\",\n        memory=\"0.5Gi\",\n        image=\"debugagent.azurecr.io\u002Fmy-hosted-agent:latest\",\n        environment_variables={\n            \"AZURE_AI_PROJECT_ENDPOINT\": FOUNDRY_ENDPOINT,\n            \"AZURE_OPENAI_CHAT_DEPLOYMENT_NAME\": MODEL_DEPLOYMENT,\n        }\n    )\n)\n",[3689,3912,3913,3918,3923,3927,3932,3937,3942,3947,3952,3957,3962,3967,3972,3977,3982,3987,3992,3997],{"__ignoreMap":49},[3739,3914,3915],{"class":3741,"line":3742},[3739,3916,3917],{},"from azure.ai.projects import AIProjectClient\n",[3739,3919,3920],{"class":3741,"line":50},[3739,3921,3922],{},"from azure.ai.projects.models import HostedAgentDefinition, ProtocolVersionRecord, AgentProtocol\n",[3739,3924,3925],{"class":3741,"line":3753},[3739,3926,3772],{"emptyLinePlaceholder":80},[3739,3928,3929],{"class":3741,"line":77},[3739,3930,3931],{},"project_client = AIProjectClient(endpoint=FOUNDRY_ENDPOINT, credential=credential, allow_preview=True)\n",[3739,3933,3934],{"class":3741,"line":76},[3739,3935,3936],{},"agent = project_client.agents.create_version(\n",[3739,3938,3939],{"class":3741,"line":3769},[3739,3940,3941],{},"    agent_name=\"my-hosted-agent\",\n",[3739,3943,3944],{"class":3741,"line":3775},[3739,3945,3946],{},"    definition=HostedAgentDefinition(\n",[3739,3948,3949],{"class":3741,"line":3781},[3739,3950,3951],{},"        kind=\"hosted\",\n",[3739,3953,3954],{"class":3741,"line":3787},[3739,3955,3956],{},"        container_protocol_versions=[ProtocolVersionRecord(protocol=AgentProtocol.RESPONSES, version=\"1.0.0\")],\n",[3739,3958,3959],{"class":3741,"line":3793},[3739,3960,3961],{},"        cpu=\"0.25\",\n",[3739,3963,3964],{"class":3741,"line":3799},[3739,3965,3966],{},"        memory=\"0.5Gi\",\n",[3739,3968,3969],{"class":3741,"line":3805},[3739,3970,3971],{},"        image=\"debugagent.azurecr.io\u002Fmy-hosted-agent:latest\",\n",[3739,3973,3974],{"class":3741,"line":3811},[3739,3975,3976],{},"        environment_variables={\n",[3739,3978,3979],{"class":3741,"line":3817},[3739,3980,3981],{},"            \"AZURE_AI_PROJECT_ENDPOINT\": FOUNDRY_ENDPOINT,\n",[3739,3983,3984],{"class":3741,"line":3823},[3739,3985,3986],{},"            \"AZURE_OPENAI_CHAT_DEPLOYMENT_NAME\": MODEL_DEPLOYMENT,\n",[3739,3988,3989],{"class":3741,"line":3829},[3739,3990,3991],{},"        }\n",[3739,3993,3994],{"class":3741,"line":3835},[3739,3995,3996],{},"    )\n",[3739,3998,3999],{"class":3741,"line":3841},[3739,4000,4001],{},")\n",[22,4003,4004,4005,3892,4008,4011],{},"Agent gets Entra ID (Agent ID). Assign ",[3689,4006,4007],{},"Azure AI User",[3689,4009,4010],{},"Azure AI Project Manager"," RBAC at Foundry Project scope for model access. Result: production-grade hosted agent runs with full control.",[4013,4014,4015],"style",{},"html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":49,"searchDepth":50,"depth":50,"links":4017},[4018,4019,4020],{"id":3680,"depth":50,"text":3681},{"id":3703,"depth":50,"text":3704},{"id":3899,"depth":50,"text":3900},[56],{"content_references":4023,"triage":4030},[4024,4026,4028],{"type":63,"title":4025,"context":65},"Azure Developer CLI (azd)",{"type":63,"title":4027,"context":65},"Azure AI Projects SDK",{"type":63,"title":4029,"context":65},"Microsoft Agent Framework",{"relevance":76,"novelty":77,"quality":77,"actionability":76,"composite":4031,"reasoning":4032},4.55,"Category: AI Automation. The article provides a detailed, practical guide on deploying Foundry hosted agents using Azure tools, addressing a specific pain point for developers overwhelmed by deployment complexities. It includes step-by-step instructions and code snippets that the audience can directly implement.","\u002Fsummaries\u002F6ca953036b6b121d-manual-deployment-unlocks-foundry-hosted-agents-summary","2026-05-06 17:04:31","2026-05-07 11:23:31",{"title":3670,"description":49},{"loc":4033},"6ca953036b6b121d","Level Up Coding","https:\u002F\u002Flevelup.gitconnected.com\u002Fbreaking-open-the-black-box-the-real-deployment-path-for-microsoft-foundry-hosted-agents-d93cde1ede72?source=rss----5517fd7b58a6---4","summaries\u002F6ca953036b6b121d-manual-deployment-unlocks-foundry-hosted-agents-summary",[4043,92,93],"agents","Deploy Foundry hosted agents by building container images in ACR, setting up Foundry Project with RBAC, creating via Azure SDK with env vars and resources (cpu=0.25, mem=0.5Gi), then assigning Azure AI User RBAC to Agent ID—avoids azd preview failures.",[92,93],"BGMpgyzF5GQZoZAWWEj9Q0dVoUTGZ0BD8nO1GLLy2F8",{"id":4048,"title":4049,"ai":4050,"body":4055,"categories":4091,"created_at":57,"date_modified":57,"description":4092,"extension":58,"faq":57,"featured":59,"kicker_label":57,"meta":4093,"navigation":80,"path":4094,"published_at":4095,"question":57,"scraped_at":4096,"seo":4097,"sitemap":4098,"source_id":4099,"source_name":4100,"source_type":4101,"source_url":4102,"stem":4103,"tags":4104,"thumbnail_url":57,"tldr":4105,"tweet":57,"unknown_tags":4106,"__hash__":4107},"summaries\u002Fsummaries\u002F0780fb0ae6f63671-enterprise-registry-unifies-mcp-a2a-agents-at-scal-summary.md","Enterprise Registry Unifies MCP & A2A Agents at Scale",{"provider":7,"model":8,"input_tokens":4051,"output_tokens":4052,"processing_time_ms":4053,"cost_usd":4054},7146,1411,14889,0.00211205,{"type":14,"value":4056,"toc":4085},[4057,4061,4064,4068,4071,4075,4078,4082],[17,4058,4060],{"id":4059},"tackle-decentralized-ai-chaos-with-unified-registries","Tackle Decentralized AI Chaos with Unified Registries",[22,4062,4063],{},"Global teams across 26 countries, 20,000+ employees, and 10,000 stores at Amplifon faced reinvented security, fragmented infrastructure, and untraceable AI agents. Their Amplify program (launched Jan 2025) counters this via an AI gateway and three interconnected registries: MCP (tools\u002Ffunctions for LLMs), A2A (agent-to-agent), and Use Case. The gateway provides unified model access, Intra ID authentication, per-use-case budgeting (monthly\u002Fweekly), and centralized auditing\u002Fmonitoring. MCP registry extends the open-source spec with internal\u002Fcustom servers plus certified public ones, adding metadata like ownership (team\u002Fproject), environments (dev\u002Ftest\u002Fprod), auth models, cost attribution (tied to gateway budgets), and use case linkages. This enables impact analysis: trace server usage, audit trails, and lineage across assets. A2A registry uses agent cards (identity, endpoint, capabilities, modalities, auth) auto-published via CI\u002FCD on deployment, making agents self-discovering and interoperable. Use Case registry maps agents\u002Ftools\u002Fmodels to business contexts, tracking status, versions, lifecycle history, serving systems, and inter-use-case impacts for regulatory compliance and maintenance (e.g., LLM disruptions).",[17,4065,4067],{"id":4066},"standardize-development-with-production-ready-blueprints","Standardize Development with Production-Ready Blueprints",[22,4069,4070],{},"Provide GitHub template repos for MCP and A2A servers using FastAPI for consistent exposure, Dockerfiles, package management, built-in auth, and cost tracking. Integrate Langfuse for observability (tracing, evals, performance). A2A blueprint is framework-agnostic (LangChain, AutoGen, etc.) via ports\u002Finterfaces, letting teams focus on business logic while ensuring uniform interfaces. Wizards generate server.json (MCP) or agent cards (A2A) from forms, with JSON previews. Inspectors validate MCP servers or A2A compatibility in new tabs. Link repos to DevOps: tag a branch, GitHub Actions build\u002Fpush Docker images to artifact repo and auto-publish metadata to registry backend.",[17,4072,4074],{"id":4073},"enable-runtime-discovery-and-secure-routing","Enable Runtime Discovery and Secure Routing",[22,4076,4077],{},"Agents discover MCP\u002FA2A services dynamically: route via AI gateway proxies (MCP\u002FA2A proxies) that query registries for backend URLs, then forward with auth headers. This hides fragmentation—developers point to unified endpoints without knowing internals. Demo dashboard catalogs 6+ entities (use cases, MCPs, A2As), shows lineage graphs (e.g., 'Ticket Optimization' use case links to agents\u002Fmodels), and supports CRUD for use cases\u002Fassets.",[17,4079,4081],{"id":4080},"deliver-governance-traceability-and-scalability","Deliver Governance, Traceability, and Scalability",[22,4083,4084],{},"Outcome: Full catalog visibility across teams\u002Fcontinents; traceability from use cases to agents\u002Ftools\u002Fmodels; standardized blueprints\u002FCI\u002FCD reduce reinvention; prompt maintenance (e.g., model outages trigger targeted fixes via lineage). Production deployment imminent, with ongoing expansions. Contact speakers for blueprints or discussions.",{"title":49,"searchDepth":50,"depth":50,"links":4086},[4087,4088,4089,4090],{"id":4059,"depth":50,"text":4060},{"id":4066,"depth":50,"text":4067},{"id":4073,"depth":50,"text":4074},{"id":4080,"depth":50,"text":4081},[110],"As internal MCP servers and A2A agents explode in number, discovery and governance become critical challenges for production-grade AI systems. We'll demonstrate how we built an enterprise infrastructure to index MCP servers and A2A agents, and link them to relevant use cases. We'll show how moving from a fragmented environment to a searchable, metadata-rich registry transformed a chaotic development cycle into a standardized, scalable deployment process.\n \nIn this talk, we'll cover:\n- How we developed an internal private company MCP registry based on the open source specification\n- How we defined an A2A registry based on agent cards\n- How we achieved agent runtime discovery using an MCP server that exposes company A2A agents\n- How we linked A2A agent and MCP server template repositories to DevOps processes\n\nMauro Luchetti - AI CoE Manager, Quantyca\n\nI work as an AI Engineer and CoE Manager at Quantyca, where I focus on artificial intelligence solutions, data engineering, and cloud architectures, drawing on nearly 8 years of professional experience in the field. Over the years I've had the opportunity to work on projects involving generative AI, machine learning, data governance and data management, trying to combine hands-on technical skills with a broader strategic perspective. I enjoy sharing what I've learned with the teams I work with, contributing to collective growth in modern AI engineering practices.\n\nSocials:\nhttps:\u002F\u002Fwww.quantyca.it\u002F\n\nSlides:\nhttps:\u002F\u002Fquantyca-my.sharepoint.com\u002F:b:\u002Fg\u002Fpersonal\u002Fmauro_luchetti_quantyca_it\u002FIQBUCcMBzsAfSZtJXrCdaqV0AaUyDhifxP360fqCUupyaGc?e=S6ytoA",{},"\u002Fsummaries\u002F0780fb0ae6f63671-enterprise-registry-unifies-mcp-a2a-agents-at-scal-summary","2026-04-10 11:30:06","2026-04-10 15:01:09",{"title":4049,"description":4092},{"loc":4094},"0780fb0ae6f63671","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=VXfRt_H-V08","summaries\u002F0780fb0ae6f63671-enterprise-registry-unifies-mcp-a2a-agents-at-scal-summary",[4043,93,92],"Build private MCP and A2A registries enriched with enterprise metadata to enable discovery, governance, lineage, and standardized deployment across global teams building AI agents.",[93,92],"z7zTBUHJjGWvtKHrPJQmVkdijFaTQl9XB0iMQd_UZW8",{"id":4109,"title":4110,"ai":4111,"body":4116,"categories":4156,"created_at":57,"date_modified":57,"description":49,"extension":58,"faq":57,"featured":59,"kicker_label":57,"meta":4157,"navigation":80,"path":4175,"published_at":57,"question":57,"scraped_at":4176,"seo":4177,"sitemap":4178,"source_id":4179,"source_name":4180,"source_type":88,"source_url":4181,"stem":4182,"tags":4183,"thumbnail_url":57,"tldr":4185,"tweet":57,"unknown_tags":4186,"__hash__":4187},"summaries\u002Fsummaries\u002F76c9fc48a407a280-orbital-data-centers-unlock-gw-scale-ai-training-summary.md","Orbital Data Centers Unlock GW-Scale AI Training",{"provider":7,"model":8,"input_tokens":4112,"output_tokens":4113,"processing_time_ms":4114,"cost_usd":4115},8365,2074,12531,0.00268735,{"type":14,"value":4117,"toc":4151},[4118,4122,4125,4128,4131,4135,4138,4141,4144,4148],[17,4119,4121],{"id":4120},"harness-space-solar-and-cooling-for-massive-cost-savings","Harness Space Solar and Cooling for Massive Cost Savings",[22,4123,4124],{},"Terrestrial data centers face tripling electricity demand, silicon shortages, and transformer bottlenecks within 1-2 years, limiting clusters to 100MW-1GW while multi-GW setups are needed for AGI-scale LLMs like Llama 5 or GPT-6 by 2027. Orbital data centers solve this by tapping uninterrupted solar power with >95% capacity factor (vs. 24% median US terrestrial solar), 40% higher irradiance without atmospheric losses, yielding 5x more energy per array. At $0.03\u002FW solar cells and $5M launches for 40MW modules (amortized over 10 years), energy costs drop to $0.002\u002FkWh—22x below US wholesale $0.045\u002FkWh.",[22,4126,4127],{},"Cooling leverages deep space's -270°C as a heatsink via deployable radiators (half the solar array size), achieving 838W\u002Fm² radiation at 20°C (net 633W\u002Fm² after sun\u002FEarth absorption). This eliminates water use (1.7M tons\u002F40MW cluster on Earth), chillers ($7M\u002F10yrs), and backup power ($20M), yielding $8.2M total 10-year cost for 40MW vs. $167M terrestrial. PUE matches hyperscalers without overprovisioning for 45°C peaks, using two-phase loops, direct-to-chip, or immersion cooling in pressurized modules.",[22,4129,4130],{},"A 5GW cluster (4km x 4km silicon array at 22% efficiency) costs less than equivalent Earth solar farms, with \u003C0.15%\u002Fyear degradation via radiation-hardened thin-film cells (>1000W\u002Fkg, foldable for launch).",[17,4132,4134],{"id":4133},"scale-indefinitely-without-earth-constraints","Scale Indefinitely Without Earth Constraints",[22,4136,4137],{},"Earth's permitting delays (10+ years for GW projects) and physical limits block multi-GW clusters exceeding largest US power plants. Space enables linear modular scaling: dockable 40MW containers in 3D architectures for low-latency AI training (containers within 200m, daisy-chain networking with spine switches for bisection bandwidth). Speed-of-light 35% faster in vacuum vs. fiber aids tight coupling.",[22,4139,4140],{},"Deployment skips grid\u002Ftransmission hurdles (e.g., xAI's gas generators in Memphis); launch reusables hit $5M\u002F100t SSO ($30\u002Fkg, potentially $10\u002Fkg). Single universal ports minimize failure points; resiliency ensures graceful degradation. Data shuttles (e.g., Snowcone-scale, petabyte\u002Fexabyte hauls) or laser links to Starlink\u002FKuiper\u002FKepler handle I\u002FO, bypassing RF spectrum limits.",[22,4142,4143],{},"Orbit choice (SSO) minimizes debris via maneuverability, tracking, underused paths; solar arrays self-heal debris hits per ISS data. No astronomy impact at dawn\u002Fdusk visibility; EU ASCEND study confirms lower GHG emissions, zero water use.",[17,4145,4147],{"id":4146},"proven-design-principles-ensure-feasibility","Proven Design Principles Ensure Feasibility",[22,4149,4150],{},"Starcloud's concepts follow modularity (independent dock\u002Fundock), maintainability (10+ year life, easy swaps), minimal moving parts (one power\u002Fnetwork\u002Fcooling port), resiliency (no single failures), and incremental scaling (profitable from container 1). HVDC transfers power; ADCS controls huge deployable arrays (Z-fold\u002Froll-out). Radiation shielding ($1.2M\u002F40MW at 1kg\u002FkW, $30\u002Fkg) and UV\u002Fthermal mitigation enable GW viability. Heat pumps boost radiator output via T^4 law if needed, but passive designs suffice.",{"title":49,"searchDepth":50,"depth":50,"links":4152},[4153,4154,4155],{"id":4120,"depth":50,"text":4121},{"id":4133,"depth":50,"text":4134},{"id":4146,"depth":50,"text":4147},[107],{"content_references":4158,"triage":4172},[4159,4164,4167,4170],{"type":4160,"title":4161,"author":4162,"context":4163},"report","ASCEND study","European Commission","cited",{"type":71,"title":4165,"author":4166,"context":4163},"Global data center power demand trend and forecast","Semianalysis",{"type":71,"title":4168,"author":4169,"context":65},"Situational Awareness","Leopold Aschenbrenner",{"type":63,"title":4171,"context":65},"Amazon Snowcone",{"relevance":77,"novelty":3753,"quality":77,"actionability":50,"composite":4173,"reasoning":4174},3.4,"Category: AI & LLMs. The article discusses innovative solutions for AI training using orbital data centers, addressing a specific audience pain point regarding energy costs and scalability for AI models. However, while it presents interesting concepts, it lacks detailed actionable steps for implementation.","\u002Fsummaries\u002F76c9fc48a407a280-orbital-data-centers-unlock-gw-scale-ai-training-summary","2026-04-16 03:03:10",{"title":4110,"description":49},{"loc":4175},"76c9fc48a407a280","__oneoff__","https:\u002F\u002Fwww.starcloud.com\u002Fwp","summaries\u002F76c9fc48a407a280-orbital-data-centers-unlock-gw-scale-ai-training-summary",[4184,92,93],"llm","Shift AI training to space for 22x cheaper energy ($0.002\u002FkWh via 95% capacity factor solar), radiative cooling, indefinite GW scalability, and rapid deployment without Earth permitting delays.",[92,93],"JRezit8hRGxhsuYwZCMC2DYv66yHpoKMQPqrfH-zkbw",{"id":4189,"title":4190,"ai":4191,"body":4196,"categories":4306,"created_at":57,"date_modified":57,"description":49,"extension":58,"faq":57,"featured":59,"kicker_label":57,"meta":4307,"navigation":80,"path":4336,"published_at":57,"question":57,"scraped_at":4337,"seo":4338,"sitemap":4339,"source_id":4340,"source_name":4180,"source_type":88,"source_url":4341,"stem":4342,"tags":4343,"thumbnail_url":57,"tldr":4344,"tweet":57,"unknown_tags":4345,"__hash__":4346},"summaries\u002Fsummaries\u002Fd2bcecb8d49eeb2a-agentic-control-plane-governs-enterprise-ai-mesh-summary.md","Agentic Control Plane Governs Enterprise AI Mesh",{"provider":7,"model":8,"input_tokens":4192,"output_tokens":4193,"processing_time_ms":4194,"cost_usd":4195},7894,2106,20549,0.0026093,{"type":14,"value":4197,"toc":4300},[4198,4202,4205,4208,4212,4215,4244,4247,4251,4254,4287,4290,4294,4297],[17,4199,4201],{"id":4200},"separate-data-and-control-planes-for-agent-governance","Separate Data and Control Planes for Agent Governance",[22,4203,4204],{},"Agents form the data plane—executing tasks like routing packets—while the Agentic Control Plane governs them by setting policies, monitoring behavior, and intervening dynamically. This architecture addresses the pillar framework's limitations: pillars like Safety, Control, and Quality are interdependent, not sequential, and assume centralized deployments that no longer exist. Instead, agents proliferate across a 'mesh'—JPMorgan Chase runs 450 production use cases yielding billions in productivity—without oversight. Build the control plane as a cross-platform capability, not a dashboard or vendor tool, to enforce rules at runtime across distributed systems.",[22,4206,4207],{},"Start with a live agent registry: require every agent to register at instantiation with metadata (risk classification, ownership, model dependencies, use cases). Couple it to policy enforcement so risk changes trigger reviews and decommissioned agents lose access. This meets US regulatory demands like SEC AI disclosures and FTC scrutiny on automated decisions.",[17,4209,4211],{"id":4210},"govern-across-four-agentic-estate-layers-simultaneously","Govern Across Four Agentic Estate Layers Simultaneously",[22,4213,4214],{},"Map your agentic estate into four parallel layers, assessing existing governance and constraints at each:",[4216,4217,4218,4226,4232,4238],"ul",{},[4219,4220,4221,4225],"li",{},[4222,4223,4224],"strong",{},"Layer 1 (Purpose-built agents)",": Custom agents on AWS Bedrock, Azure AI Foundry, or LangChain offer full design control but often lack oversight from experimental teams—prioritize registry and guardrails here for highest leverage.",[4219,4227,4228,4231],{},[4222,4229,4230],{},"Layer 2 (Orchestrated teams)",": Multi-agent systems via AutoGen or CrewAI need team-level metrics for coordination, handoffs, and emergent behaviors beyond single-agent controls.",[4219,4233,4234,4237],{},[4222,4235,4236],{},"Layer 3 (Embedded in apps)",": Vendor agents like Salesforce Agentforce, Microsoft Copilot (M365\u002FDynamics), ServiceNow, SAP Joule arrive via renewals with limited visibility—negotiate APIs and contracts for federated access.",[4219,4239,4240,4243],{},[4222,4241,4242],{},"Layer 4 (Democratized platforms)",": Tools like Microsoft Copilot Studio or Google Agentspace enable non-technical creation; implement lightweight registration in workflows to channel, not block, citizen developers.",[22,4245,4246],{},"Progress simultaneously: connect layers to common standards via vendor APIs, avoiding sequential perfection.",[17,4248,4250],{"id":4249},"implement-six-interdependent-governing-functions","Implement Six Interdependent Governing Functions",[22,4252,4253],{},"Reassemble the six pillars into concurrent functions:",[4255,4256,4257,4263,4269,4275,4281],"ol",{},[4219,4258,4259,4262],{},[4222,4260,4261],{},"Policy and Behavioral Governance",": Embed design-time guardrails (ethics, oversight triggers) and runtime enforcement (access adjustment, escalations). Resolve conflicts via hierarchy prioritizing enterprise\u002Fregulatory rules over vendors (e.g., OCC, FINRA, HIPAA).",[4219,4264,4265,4268],{},[4222,4266,4267],{},"Observability and Audit",": Capture intent, causality, context—not just actions—for litigation-proof trails across agent teams. Version-control policies to answer 'What rules applied then?'",[4219,4270,4271,4274],{},[4222,4272,4273],{},"Quality and Performance",": Set dynamic benchmarks per agent type (contextual\u002Fprocess integrity) and team (coordination fidelity); monitor real-time drift in reasoning, retries, outputs for auto-gates. Translate to board-level outcomes like risk-tied KPIs.",[4219,4276,4277,4280],{},[4222,4278,4279],{},"Human-Agent Teaming",": Design bi-directional interfaces for feedback, circuit breakers, and 'Just Culture' accountability to avoid cultural failures; retain human agency in legal decisions (hiring, customer interactions).",[4219,4282,4283,4286],{},[4222,4284,4285],{},"Financial\u002FCommercial Controls",": Track token\u002Fcompute costs, indirect flows (licensing surges), vendor risks; enable multi-LLM abstraction for leverage and liability attribution via explainability.",[22,4288,4289],{},"Substrate: Zero Trust security, ABAC, sandboxing enforce policies; federate with cloud providers (AWS, Azure, GCP).",[17,4291,4293],{"id":4292},"maturity-path-and-nested-vendor-challenges","Maturity Path and Nested Vendor Challenges",[22,4295,4296],{},"Advance via levels: (1) Visibility (registry), (2) Policy\u002Fobservability, (3) Quality\u002Fhuman protocols, (4) Full integration. Early visibility yields returns without big-bang.",[22,4298,4299],{},"Solve 'nested control planes': Federate vendor logs (e.g., Copilot audits) via APIs for aggregate views; map policy hierarchies to override vendor guardrails; design for visibility gaps and conflicts. This scales governance with agent growth.",{"title":49,"searchDepth":50,"depth":50,"links":4301},[4302,4303,4304,4305],{"id":4200,"depth":50,"text":4201},{"id":4210,"depth":50,"text":4211},{"id":4249,"depth":50,"text":4250},{"id":4292,"depth":50,"text":4293},[],{"content_references":4308,"triage":4334},[4309,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332],{"type":71,"title":4310,"author":4311,"context":4163},"Futuria's six-part series on the pillars of Enterprise Agentic AI","Futuria",{"type":63,"title":4313,"context":65},"AWS Bedrock",{"type":63,"title":4315,"context":65},"Azure AI Foundry",{"type":63,"title":4317,"context":65},"LangChain",{"type":63,"title":4319,"context":65},"AutoGen",{"type":63,"title":4321,"context":65},"CrewAI",{"type":63,"title":4323,"context":65},"Salesforce Agentforce",{"type":63,"title":4325,"context":65},"Microsoft Copilot",{"type":63,"title":4327,"context":65},"ServiceNow AI Agents",{"type":63,"title":4329,"context":65},"SAP Joule",{"type":63,"title":4331,"context":65},"Microsoft Copilot Studio",{"type":63,"title":4333,"context":65},"Google Agentspace",{"relevance":76,"novelty":77,"quality":77,"actionability":77,"composite":78,"reasoning":4335},"Category: AI Automation. The article provides a detailed framework for establishing an Agentic Control Plane, addressing a critical need for governance in AI systems, which is highly relevant for product builders. It offers specific steps for implementation, such as requiring agent registration and policy enforcement, making it actionable for the audience.","\u002Fsummaries\u002Fd2bcecb8d49eeb2a-agentic-control-plane-governs-enterprise-ai-mesh-summary","2026-04-14 14:31:01",{"title":4190,"description":49},{"loc":4336},"d2bcecb8d49eeb2a","https:\u002F\u002Fwww.linkedin.com\u002Fpulse\u002Fagentic-control-plane-governing-enterprise-ai-mesh-rob-price-fjn1e\u002F","summaries\u002Fd2bcecb8d49eeb2a-agentic-control-plane-governs-enterprise-ai-mesh-summary",[4043,93,92],"Enterprises must build an Agentic Control Plane—a federated governance layer across four agent layers—to register, monitor, and control proliferating AI agents from custom builds to vendor-embedded ones, using six interdependent functions derived from prior pillars.",[93,92],"SC8-6BqWnMzqXe1TyH7S8v8nyXhy1oIl07w7UfZDtJg"]