[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-02b5e0c932dfed38-agent-365-govern-sprawling-ai-agents-securely-summary":3,"summaries-facets-categories":114,"summary-related-02b5e0c932dfed38-agent-365-govern-sprawling-ai-agents-securely-summary":3699},{"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":95,"path":96,"published_at":97,"question":57,"scraped_at":98,"seo":99,"sitemap":100,"source_id":101,"source_name":102,"source_type":103,"source_url":104,"stem":105,"tags":106,"thumbnail_url":57,"tldr":111,"tweet":57,"unknown_tags":112,"__hash__":113},"summaries\u002Fsummaries\u002F02b5e0c932dfed38-agent-365-govern-sprawling-ai-agents-securely-summary.md","Agent 365: Govern Sprawling AI Agents Securely",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",5934,1946,22802,0.00213715,{"type":14,"value":15,"toc":48},"minimark",[16,21,25,28,32,35,38,42,45],[17,18,20],"h2",{"id":19},"centralize-control-over-diverse-ai-agents-to-prevent-sprawl-risks","Centralize Control Over Diverse AI Agents to Prevent Sprawl Risks",[22,23,24],"p",{},"AI agents proliferate across apps, endpoints, and clouds, invoking tools, accessing data, and interacting autonomously, which expands attack surfaces through data oversharing or misuse. Agent 365 serves as the single control plane for end-to-end observability, governance, and security, covering agents with delegated user access (e.g., inbox organizers) or independent credentials (e.g., ticket triagers). It manages agents from Microsoft AI, ecosystem partners, local installs like OpenClaw and Claude Code, cloud platforms (AWS Bedrock, Google Gemini), and SaaS providers. General availability starts now, with previews for expanded capabilities like independent agent coverage and worldwide partner support. License at USD15 per user\u002Fmonth covers managers, sponsors, or users of agents for predictable scaling.",[22,26,27],{},"Apply policy-based controls via Intune to block unmanaged agents; use Defender for runtime blocking of malicious behaviors like data exfiltration, generating alerts with incident context. By June 2026, gain asset context mapping for agents—including devices, MCP servers, identities, and cloud resources—to assess blast radius, investigate file\u002Fnetwork activity, and define custom detections.",[17,29,31],{"id":30},"discover-shadow-and-unmanaged-agents-across-environments","Discover Shadow and Unmanaged Agents Across Environments",[22,33,34],{},"Shadow AI emerges from users installing local agents (OpenClaw, GitHub Copilot CLI, Claude Code) or adopting unmanaged SaaS\u002Fcloud agents, which execute tasks, modify code, or access sensitive data outside governance. Use Agent 365's Shadow AI page in Microsoft 365\u002FIntune admin centers to discover these on Windows devices: view usage, devices, and block via Intune policies. Registry inventory syncs to Defender\u002FIntune for unified views, enabling IT\u002Fsecurity teams to act consistently.",[22,36,37],{},"For multi-cloud, public preview registry sync with AWS Bedrock and Google Cloud auto-discovers agents, inventories them, and soon supports lifecycle actions like start\u002Fstop\u002Fdelete. This visibility reveals models used and resources accessed, mitigating risks before breaches. Network controls (GA today) via Microsoft Entra inspect agent traffic, blocking unsanctioned AI services, risky web destinations, unsafe file handling, or prompt attacks—applied to Copilot Studio agents and endpoint locals.",[17,39,41],{"id":40},"secure-production-workflows-with-ecosystem-integrations","Secure Production Workflows with Ecosystem Integrations",[22,43,44],{},"Manage prebuilt agents in Microsoft 365 Copilot\u002FTeams, custom ones from Copilot Studio\u002FFoundry, and partner agents (Genspark, Zensai, Egnyte, Zendesk; factories like Kasisto, Kore, n8n) without IT integration—observe, govern, secure directly in Agent 365. Explore 100+ via Agent Showcase; develop via Microsoft Learn guidance.",[22,46,47],{},"Run agents in production via Windows 365 for Agents (US public preview): Intune-managed Cloud PCs for agentic workloads with employee-grade identity\u002Fsecurity controls. Agent 365 observes these in Microsoft 365 admin center, tracking connected compute. Together, shift from visibility to confident scaling, building on March 2026 announcements and Frontier program feedback.",{"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],"AI & LLMs",null,"md",false,{"content_references":61,"triage":90},[62,67,70,73,76,79,82,86],{"type":63,"title":64,"url":65,"context":66},"tool","Microsoft Agent 365","https:\u002F\u002Faka.ms\u002Fagent365","mentioned",{"type":63,"title":68,"url":69,"context":66},"Microsoft Defender","https:\u002F\u002Fwww.microsoft.com\u002Fen-us\u002Fmicrosoft-365\u002Fmicrosoft-defender-for-individuals",{"type":63,"title":71,"url":72,"context":66},"Microsoft Intune","https:\u002F\u002Fwww.microsoft.com\u002Fen-us\u002Fsecurity\u002Fbusiness\u002Fmicrosoft-intune",{"type":63,"title":74,"url":75,"context":66},"Windows 365 for Agents","https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fwindows-365\u002Fagents\u002Fintroduction-windows-365-for-agents",{"type":63,"title":77,"url":78,"context":66},"Microsoft Copilot Studio","https:\u002F\u002Fwww.microsoft.com\u002Fen-us\u002Fmicrosoft-365-copilot\u002Fmicrosoft-copilot-studio",{"type":63,"title":80,"url":81,"context":66},"Microsoft Foundry","https:\u002F\u002Fazure.microsoft.com\u002Fen-us\u002Fproducts\u002Fai-foundry",{"type":83,"title":84,"url":85,"context":66},"other","Secure agentic AI for your frontier transformation","https:\u002F\u002Fwww.microsoft.com\u002Fsecurity\u002Fblog\u002F2026\u002F03\u002F09\u002Fsecure-agentic-ai-for-your-frontier-transformation\u002F",{"type":83,"title":87,"url":88,"context":89},"Agent Showcase","https:\u002F\u002Fmicrosoftpartners.microsoft.com\u002Fabs\u002Fagent-showcase\u002F","recommended",{"relevance":91,"novelty":92,"quality":92,"actionability":92,"composite":93,"reasoning":94},5,4,4.35,"Category: AI Automation. The article discusses Microsoft Agent 365, which provides a control plane for managing AI agents, addressing a significant pain point of agent sprawl. It offers actionable insights on implementing policy controls and security measures, making it relevant for product builders looking to integrate AI governance into their workflows.",true,"\u002Fsummaries\u002F02b5e0c932dfed38-agent-365-govern-sprawling-ai-agents-securely-summary","2026-05-06 00:01:01","2026-05-06 16:13:41",{"title":5,"description":49},{"loc":96},"02b5e0c932dfed38","Towards AI","article","https:\u002F\u002Fpub.towardsai.net\u002Fmicrosoft-agent-365-is-finally-here-the-manager-your-ai-army-was-missing-e882f88d5d06?source=rss----98111c9905da---4","summaries\u002F02b5e0c932dfed38-agent-365-govern-sprawling-ai-agents-securely-summary",[107,108,109,110],"agents","saas","ai-automation","devops-cloud","Microsoft Agent 365 acts as a control plane to observe, govern, and secure AI agents across Microsoft tools, local devices, multi-cloud platforms, and SaaS partners, addressing agent sprawl with discovery, policy controls, and runtime blocking—now generally available at $15\u002Fuser\u002Fmonth.",[109,110],"_PFLtLy4kkZQOPHXzJzg7RJvRP9wHjxEeGdsH_mAgFU",[115,118,121,123,126,129,131,133,135,137,139,141,144,146,148,150,152,154,156,158,160,162,165,168,170,172,175,177,179,182,184,186,188,190,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265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Agent Delivers 80-Word Sales Briefs, Saves 2-3 Hours\u002FDay",{"provider":7,"model":8,"input_tokens":3704,"output_tokens":3705,"processing_time_ms":3706,"cost_usd":3707},4988,1518,15851,0.0017341,{"type":14,"value":3709,"toc":3740},[3710,3714,3717,3720,3724,3727,3730,3734,3737],[17,3711,3713],{"id":3712},"target-research-bottleneck-to-unlock-outbound-efficiency","Target Research Bottleneck to Unlock Outbound Efficiency",[22,3715,3716],{},"Outbound sales reps waste 30+ minutes per account—and up to six hours daily across 10 accounts—on thinking-intensive steps: account research, person research, and outreach triggers. Tab-switching across LinkedIn, Crunchbase, Salesforce, Google News, and Outreach yields no pipeline. Solving this with AI yields outsized gains because other steps like prospecting and sequencing systematize easily.",[22,3718,3719],{},"The agent automates exactly these: For companies, it pulls Salesforce data by domain (avoids name mismatches), searches recent news\u002Fhiring\u002Ffunding via Tavily, grabs structured data (employee count, industry, tech stack, growth), and cross-references your win stories. For prospects, it analyzes LinkedIn role, tenure, activity, and infers pains tied to company events and seniority. Output: a concise 80-word brief formatted as Trigger (current events), Hypothesised Pain (person-specific problem), Social Proof (mapped customer win), and CTA (door-opening line)—delivered live in Outreach without extra tabs or logins.",[17,3721,3723],{"id":3722},"inline-sourcing-and-workflow-fit-drive-instant-adoption","Inline Sourcing and Workflow Fit Drive Instant Adoption",[22,3725,3726],{},"Reps distrust unsourced AI; one hallucination kills usage. Solution: Every claim includes a clickable inline link to its source (e.g., news article), enabling one-click verification. This shifts reps from skepticism to selection: \"Which of these do I use?\"",[22,3728,3729],{},"Don't interrupt rhythms—embed in them. Briefs appear automatically in Outreach when reps open accounts from Salesforce, matching their flow: Salesforce → Outreach → email. No new tools, copy-paste, or context switches. Built on LangChain, Tavily, GCP, Pydantic, FastAPI; deployed in two weeks to 10 users.",[17,3731,3733],{"id":3732},"shadow-top-users-and-ship-output-first-for-real-impact","Shadow Top Users and Ship Output-First for Real Impact",[22,3735,3736],{},"Watch reps on live accounts (not surveys\u002Fdemos) to capture needs at crunch time—like 4pm Fridays on account #30. This redesigned output from reports to scannable briefs. Managers approve; individual contributors (ICs) adopt.",[22,3738,3739],{},"Results after one month with 10 pilot users (SDRs\u002FAEs): 2-3 hours saved daily per rep, +40 well-researched touches\u002Fweek, expected 2x open rates and opportunities. Scales to 40-48 new meetings\u002Fmonth across 15 reps. Advice: Design output format first (words, structure), then backward-engineer; integrate into Outreach\u002FSalesforce\u002FSlack; prioritize data quality\u002Fformatting over AI itself.",{"title":49,"searchDepth":50,"depth":50,"links":3741},[3742,3743,3744],{"id":3712,"depth":50,"text":3713},{"id":3722,"depth":50,"text":3723},{"id":3732,"depth":50,"text":3733},[125],{"content_references":3747,"triage":3762},[3748,3750,3752,3754,3756,3758,3760],{"type":63,"title":3749,"context":66},"LangChain",{"type":63,"title":3751,"context":66},"Tavily",{"type":63,"title":3753,"context":66},"GCP",{"type":63,"title":3755,"context":66},"Outreach",{"type":63,"title":3757,"context":66},"Pydantic AI",{"type":63,"title":3759,"context":66},"FastAPI",{"type":63,"title":3761,"context":66},"Salesforce",{"relevance":91,"novelty":92,"quality":92,"actionability":91,"composite":3763,"reasoning":3764},4.55,"Category: AI Automation. The article provides a detailed case study on using an AI agent to automate outbound sales research, addressing a specific pain point for product builders looking to enhance efficiency. It offers actionable insights on integrating AI into existing workflows, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002F720cd458ad80f5d9-ai-agent-delivers-80-word-sales-briefs-saves-2-3-h-summary","2026-05-07 12:01:01","2026-05-07 16:43:23",{"title":3702,"description":49},{"loc":3765},"720cd458ad80f5d9","https:\u002F\u002Fpub.towardsai.net\u002Fi-built-an-ai-outbound-agent-heres-what-actually-worked-d8ba6ff378ed?source=rss----98111c9905da---4","summaries\u002F720cd458ad80f5d9-ai-agent-delivers-80-word-sales-briefs-saves-2-3-h-summary",[107,108,109],"LangChain agent pulls Salesforce data, web searches via Tavily, and infers pains to generate sourced research briefs inside Outreach, cutting outbound research from 30+ min\u002Faccount to seconds and boosting touches by 40\u002Fweek per rep.",[109],"jOACE5RLW-qeiG1BCs0DPNzL7tAQ0BJ9ZvE06FmwgGw",{"id":3778,"title":3779,"ai":3780,"body":3785,"categories":4130,"created_at":57,"date_modified":57,"description":49,"extension":58,"faq":57,"featured":59,"kicker_label":57,"meta":4131,"navigation":95,"path":4141,"published_at":4142,"question":57,"scraped_at":4143,"seo":4144,"sitemap":4145,"source_id":4146,"source_name":4147,"source_type":103,"source_url":4148,"stem":4149,"tags":4150,"thumbnail_url":57,"tldr":4151,"tweet":57,"unknown_tags":4152,"__hash__":4153},"summaries\u002Fsummaries\u002F6ca953036b6b121d-manual-deployment-unlocks-foundry-hosted-agents-summary.md","Manual Deployment Unlocks Foundry Hosted Agents",{"provider":7,"model":8,"input_tokens":3781,"output_tokens":3782,"processing_time_ms":3783,"cost_usd":3784},5840,1926,21198,0.0021085,{"type":14,"value":3786,"toc":4125},[3787,3791,3794,3810,3814,3829,3839,3977,3991,4006,4010,4017,4111,4121],[17,3788,3790],{"id":3789},"avoid-azd-black-box-for-reliable-deployments","Avoid azd Black Box for Reliable Deployments",[22,3792,3793],{},"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.",[22,3795,3796,3797,3801,3802,3805,3806,3809],{},"Install azd extension only for init (",[3798,3799,3800],"code",{},"azd ai agent init -m \u003Cagent-definition-url>","), but skip ",[3798,3803,3804],{},"azd up",". Use ",[3798,3807,3808],{},"az acr build"," for cloud-based Docker builds without local Docker.",[17,3811,3813],{"id":3812},"container-workflow-acr-image-to-running-agent","Container Workflow: ACR Image to Running Agent",[22,3815,3816,3817,3820,3821,3824,3825,3828],{},"Build agent as Docker image in Azure Container Registry (ACR): name it ",[3798,3818,3819],{},"debugagent",", push ",[3798,3822,3823],{},"my-hosted-agent:latest"," with ",[3798,3826,3827],{},"az acr build --registry debugagent --image my-hosted-agent:latest --platform linux\u002Famd64 --file .\u002Fsrc\u002Fdebug-agent\u002FDockerfile .\u002Fsrc\u002Fdebug-agent",".",[22,3830,3831,3832,3835,3836,3828],{},"Agent code uses Microsoft Agent Framework: reads config from env vars like ",[3798,3833,3834],{},"AZURE_AI_PROJECT_ENDPOINT"," and ",[3798,3837,3838],{},"AZURE_OPENAI_CHAT_DEPLOYMENT_NAME",[3840,3841,3845],"pre",{"className":3842,"code":3843,"language":3844,"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",[3798,3846,3847,3855,3860,3866,3871,3876,3882,3888,3894,3900,3906,3912,3918,3924,3930,3936,3942,3948,3954,3959,3965,3971],{"__ignoreMap":49},[3848,3849,3852],"span",{"class":3850,"line":3851},"line",1,[3848,3853,3854],{},"import os\n",[3848,3856,3857],{"class":3850,"line":50},[3848,3858,3859],{},"from azure.identity.aio import DefaultAzureCredential\n",[3848,3861,3863],{"class":3850,"line":3862},3,[3848,3864,3865],{},"from dotenv import load_dotenv\n",[3848,3867,3868],{"class":3850,"line":92},[3848,3869,3870],{},"from agent_framework.azure import AzureAIClient\n",[3848,3872,3873],{"class":3850,"line":91},[3848,3874,3875],{},"from azure.ai.agentserver.agentframework import from_agent_framework\n",[3848,3877,3879],{"class":3850,"line":3878},6,[3848,3880,3881],{"emptyLinePlaceholder":95},"\n",[3848,3883,3885],{"class":3850,"line":3884},7,[3848,3886,3887],{},"load_dotenv(override=False)\n",[3848,3889,3891],{"class":3850,"line":3890},8,[3848,3892,3893],{},"async def main():\n",[3848,3895,3897],{"class":3850,"line":3896},9,[3848,3898,3899],{},"    credential = DefaultAzureCredential()\n",[3848,3901,3903],{"class":3850,"line":3902},10,[3848,3904,3905],{},"    async with AzureAIClient(\n",[3848,3907,3909],{"class":3850,"line":3908},11,[3848,3910,3911],{},"        project_endpoint=os.getenv(\"AZURE_AI_PROJECT_ENDPOINT\"),\n",[3848,3913,3915],{"class":3850,"line":3914},12,[3848,3916,3917],{},"        model_deployment_name=os.getenv(\"AZURE_OPENAI_CHAT_DEPLOYMENT_NAME\"),\n",[3848,3919,3921],{"class":3850,"line":3920},13,[3848,3922,3923],{},"        credential=credential,\n",[3848,3925,3927],{"class":3850,"line":3926},14,[3848,3928,3929],{},"    ).as_agent(\n",[3848,3931,3933],{"class":3850,"line":3932},15,[3848,3934,3935],{},"        name=\"Assistant\",\n",[3848,3937,3939],{"class":3850,"line":3938},16,[3848,3940,3941],{},"        instructions=\"You are a helpful assistant. Answer questions concisely and accurately.\",\n",[3848,3943,3945],{"class":3850,"line":3944},17,[3848,3946,3947],{},"    ) as agent:\n",[3848,3949,3951],{"class":3850,"line":3950},18,[3848,3952,3953],{},"        await from_agent_framework(agent).run_async()\n",[3848,3955,3957],{"class":3850,"line":3956},19,[3848,3958,3881],{"emptyLinePlaceholder":95},[3848,3960,3962],{"class":3850,"line":3961},20,[3848,3963,3964],{},"if __name__ == \"__main__\":\n",[3848,3966,3968],{"class":3850,"line":3967},21,[3848,3969,3970],{},"    import asyncio\n",[3848,3972,3974],{"class":3850,"line":3973},22,[3848,3975,3976],{},"    asyncio.run(main())\n",[22,3978,3979,3980,3983,3984,3987,3988,3828],{},"Dockerfile: ",[3798,3981,3982],{},"FROM python:3.12-slim",", copy code, ",[3798,3985,3986],{},"pip install -r requirements.txt"," if present, expose 8088, ",[3798,3989,3990],{},"CMD [\"python\", \"main.py\"]",[22,3992,3993,3994,3997,3998,4001,4002,4005],{},"Create Foundry Project, deploy ",[3798,3995,3996],{},"gpt-4.1"," model. Assign ",[3798,3999,4000],{},"AcrPull"," or ",[3798,4003,4004],{},"Container Registry Repository Reader"," RBAC from ACR to Foundry Project's managed identity for image pull.",[17,4007,4009],{"id":4008},"sdk-agent-creation-with-rbac-secures-access","SDK Agent Creation with RBAC Secures Access",[22,4011,4012,4013,4016],{},"Use ",[3798,4014,4015],{},"azure.ai.projects"," SDK to create agent:",[3840,4018,4020],{"className":3842,"code":4019,"language":3844,"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",[3798,4021,4022,4027,4032,4036,4041,4046,4051,4056,4061,4066,4071,4076,4081,4086,4091,4096,4101,4106],{"__ignoreMap":49},[3848,4023,4024],{"class":3850,"line":3851},[3848,4025,4026],{},"from azure.ai.projects import AIProjectClient\n",[3848,4028,4029],{"class":3850,"line":50},[3848,4030,4031],{},"from azure.ai.projects.models import HostedAgentDefinition, ProtocolVersionRecord, AgentProtocol\n",[3848,4033,4034],{"class":3850,"line":3862},[3848,4035,3881],{"emptyLinePlaceholder":95},[3848,4037,4038],{"class":3850,"line":92},[3848,4039,4040],{},"project_client = AIProjectClient(endpoint=FOUNDRY_ENDPOINT, credential=credential, allow_preview=True)\n",[3848,4042,4043],{"class":3850,"line":91},[3848,4044,4045],{},"agent = project_client.agents.create_version(\n",[3848,4047,4048],{"class":3850,"line":3878},[3848,4049,4050],{},"    agent_name=\"my-hosted-agent\",\n",[3848,4052,4053],{"class":3850,"line":3884},[3848,4054,4055],{},"    definition=HostedAgentDefinition(\n",[3848,4057,4058],{"class":3850,"line":3890},[3848,4059,4060],{},"        kind=\"hosted\",\n",[3848,4062,4063],{"class":3850,"line":3896},[3848,4064,4065],{},"        container_protocol_versions=[ProtocolVersionRecord(protocol=AgentProtocol.RESPONSES, version=\"1.0.0\")],\n",[3848,4067,4068],{"class":3850,"line":3902},[3848,4069,4070],{},"        cpu=\"0.25\",\n",[3848,4072,4073],{"class":3850,"line":3908},[3848,4074,4075],{},"        memory=\"0.5Gi\",\n",[3848,4077,4078],{"class":3850,"line":3914},[3848,4079,4080],{},"        image=\"debugagent.azurecr.io\u002Fmy-hosted-agent:latest\",\n",[3848,4082,4083],{"class":3850,"line":3920},[3848,4084,4085],{},"        environment_variables={\n",[3848,4087,4088],{"class":3850,"line":3926},[3848,4089,4090],{},"            \"AZURE_AI_PROJECT_ENDPOINT\": FOUNDRY_ENDPOINT,\n",[3848,4092,4093],{"class":3850,"line":3932},[3848,4094,4095],{},"            \"AZURE_OPENAI_CHAT_DEPLOYMENT_NAME\": MODEL_DEPLOYMENT,\n",[3848,4097,4098],{"class":3850,"line":3938},[3848,4099,4100],{},"        }\n",[3848,4102,4103],{"class":3850,"line":3944},[3848,4104,4105],{},"    )\n",[3848,4107,4108],{"class":3850,"line":3950},[3848,4109,4110],{},")\n",[22,4112,4113,4114,4001,4117,4120],{},"Agent gets Entra ID (Agent ID). Assign ",[3798,4115,4116],{},"Azure AI User",[3798,4118,4119],{},"Azure AI Project Manager"," RBAC at Foundry Project scope for model access. Result: production-grade hosted agent runs with full control.",[4122,4123,4124],"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":4126},[4127,4128,4129],{"id":3789,"depth":50,"text":3790},{"id":3812,"depth":50,"text":3813},{"id":4008,"depth":50,"text":4009},[438],{"content_references":4132,"triage":4139},[4133,4135,4137],{"type":63,"title":4134,"context":66},"Azure Developer CLI (azd)",{"type":63,"title":4136,"context":66},"Azure AI Projects SDK",{"type":63,"title":4138,"context":66},"Microsoft Agent Framework",{"relevance":91,"novelty":92,"quality":92,"actionability":91,"composite":3763,"reasoning":4140},"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":3779,"description":49},{"loc":4141},"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",[107,110,109],"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.",[110,109],"BGMpgyzF5GQZoZAWWEj9Q0dVoUTGZ0BD8nO1GLLy2F8",{"id":4155,"title":4156,"ai":4157,"body":4162,"categories":4198,"created_at":57,"date_modified":57,"description":4199,"extension":58,"faq":57,"featured":59,"kicker_label":57,"meta":4200,"navigation":95,"path":4201,"published_at":4202,"question":57,"scraped_at":4203,"seo":4204,"sitemap":4205,"source_id":4206,"source_name":4207,"source_type":4208,"source_url":4209,"stem":4210,"tags":4211,"thumbnail_url":57,"tldr":4212,"tweet":57,"unknown_tags":4213,"__hash__":4214},"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":4158,"output_tokens":4159,"processing_time_ms":4160,"cost_usd":4161},7146,1411,14889,0.00211205,{"type":14,"value":4163,"toc":4192},[4164,4168,4171,4175,4178,4182,4185,4189],[17,4165,4167],{"id":4166},"tackle-decentralized-ai-chaos-with-unified-registries","Tackle Decentralized AI Chaos with Unified Registries",[22,4169,4170],{},"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).",[17,4172,4174],{"id":4173},"standardize-development-with-production-ready-blueprints","Standardize Development with Production-Ready Blueprints",[22,4176,4177],{},"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.",[17,4179,4181],{"id":4180},"enable-runtime-discovery-and-secure-routing","Enable Runtime Discovery and Secure Routing",[22,4183,4184],{},"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.",[17,4186,4188],{"id":4187},"deliver-governance-traceability-and-scalability","Deliver Governance, Traceability, and Scalability",[22,4190,4191],{},"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":4193},[4194,4195,4196,4197],{"id":4166,"depth":50,"text":4167},{"id":4173,"depth":50,"text":4174},{"id":4180,"depth":50,"text":4181},{"id":4187,"depth":50,"text":4188},[125],"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":4156,"description":4199},{"loc":4201},"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",[107,109,110],"Build private MCP and A2A registries enriched with enterprise metadata to enable discovery, governance, lineage, and standardized deployment across global teams building AI agents.",[109,110],"z7zTBUHJjGWvtKHrPJQmVkdijFaTQl9XB0iMQd_UZW8",{"id":4216,"title":4217,"ai":4218,"body":4223,"categories":4333,"created_at":57,"date_modified":57,"description":49,"extension":58,"faq":57,"featured":59,"kicker_label":57,"meta":4334,"navigation":95,"path":4362,"published_at":57,"question":57,"scraped_at":4363,"seo":4364,"sitemap":4365,"source_id":4366,"source_name":4367,"source_type":103,"source_url":4368,"stem":4369,"tags":4370,"thumbnail_url":57,"tldr":4371,"tweet":57,"unknown_tags":4372,"__hash__":4373},"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":4219,"output_tokens":4220,"processing_time_ms":4221,"cost_usd":4222},7894,2106,20549,0.0026093,{"type":14,"value":4224,"toc":4327},[4225,4229,4232,4235,4239,4242,4271,4274,4278,4281,4314,4317,4321,4324],[17,4226,4228],{"id":4227},"separate-data-and-control-planes-for-agent-governance","Separate Data and Control Planes for Agent Governance",[22,4230,4231],{},"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.",[22,4233,4234],{},"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.",[17,4236,4238],{"id":4237},"govern-across-four-agentic-estate-layers-simultaneously","Govern Across Four Agentic Estate Layers Simultaneously",[22,4240,4241],{},"Map your agentic estate into four parallel layers, assessing existing governance and constraints at each:",[4243,4244,4245,4253,4259,4265],"ul",{},[4246,4247,4248,4252],"li",{},[4249,4250,4251],"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.",[4246,4254,4255,4258],{},[4249,4256,4257],{},"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.",[4246,4260,4261,4264],{},[4249,4262,4263],{},"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.",[4246,4266,4267,4270],{},[4249,4268,4269],{},"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.",[22,4272,4273],{},"Progress simultaneously: connect layers to common standards via vendor APIs, avoiding sequential perfection.",[17,4275,4277],{"id":4276},"implement-six-interdependent-governing-functions","Implement Six Interdependent Governing Functions",[22,4279,4280],{},"Reassemble the six pillars into concurrent functions:",[4282,4283,4284,4290,4296,4302,4308],"ol",{},[4246,4285,4286,4289],{},[4249,4287,4288],{},"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).",[4246,4291,4292,4295],{},[4249,4293,4294],{},"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?'",[4246,4297,4298,4301],{},[4249,4299,4300],{},"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.",[4246,4303,4304,4307],{},[4249,4305,4306],{},"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).",[4246,4309,4310,4313],{},[4249,4311,4312],{},"Financial\u002FCommercial Controls",": Track token\u002Fcompute costs, indirect flows (licensing surges), vendor risks; enable multi-LLM abstraction for leverage and liability attribution via explainability.",[22,4315,4316],{},"Substrate: Zero Trust security, ABAC, sandboxing enforce policies; federate with cloud providers (AWS, Azure, GCP).",[17,4318,4320],{"id":4319},"maturity-path-and-nested-vendor-challenges","Maturity Path and Nested Vendor Challenges",[22,4322,4323],{},"Advance via levels: (1) Visibility (registry), (2) Policy\u002Fobservability, (3) Quality\u002Fhuman protocols, (4) Full integration. Early visibility yields returns without big-bang.",[22,4325,4326],{},"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":4328},[4329,4330,4331,4332],{"id":4227,"depth":50,"text":4228},{"id":4237,"depth":50,"text":4238},{"id":4276,"depth":50,"text":4277},{"id":4319,"depth":50,"text":4320},[],{"content_references":4335,"triage":4360},[4336,4340,4342,4344,4345,4347,4349,4351,4353,4355,4357,4358],{"type":83,"title":4337,"author":4338,"context":4339},"Futuria's six-part series on the pillars of Enterprise Agentic AI","Futuria","cited",{"type":63,"title":4341,"context":66},"AWS Bedrock",{"type":63,"title":4343,"context":66},"Azure AI Foundry",{"type":63,"title":3749,"context":66},{"type":63,"title":4346,"context":66},"AutoGen",{"type":63,"title":4348,"context":66},"CrewAI",{"type":63,"title":4350,"context":66},"Salesforce Agentforce",{"type":63,"title":4352,"context":66},"Microsoft Copilot",{"type":63,"title":4354,"context":66},"ServiceNow AI Agents",{"type":63,"title":4356,"context":66},"SAP Joule",{"type":63,"title":77,"context":66},{"type":63,"title":4359,"context":66},"Google Agentspace",{"relevance":91,"novelty":92,"quality":92,"actionability":92,"composite":93,"reasoning":4361},"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":4217,"description":49},{"loc":4362},"d2bcecb8d49eeb2a","__oneoff__","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",[107,109,110],"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.",[109,110],"SC8-6BqWnMzqXe1TyH7S8v8nyXhy1oIl07w7UfZDtJg"]