[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-82e42ac56aef66cd-harness-engineering-scaling-production-ai-agents-summary":3,"summaries-facets-categories":120,"summary-related-82e42ac56aef66cd-harness-engineering-scaling-production-ai-agents-summary":7464},{"id":4,"title":5,"ai":6,"body":13,"categories":75,"created_at":77,"date_modified":77,"description":69,"extension":78,"faq":77,"featured":79,"kicker_label":77,"meta":80,"navigation":99,"path":100,"published_at":101,"question":77,"scraped_at":102,"seo":103,"sitemap":104,"source_id":105,"source_name":106,"source_type":107,"source_url":108,"stem":109,"tags":110,"thumbnail_url":115,"tldr":116,"tweet":117,"unknown_tags":118,"__hash__":119},"summaries\u002Fsummaries\u002F82e42ac56aef66cd-harness-engineering-scaling-production-ai-agents-summary.md","Harness Engineering: Scaling Production AI Agents",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",8639,763,5059,0.00330425,{"type":14,"value":15,"toc":68},"minimark",[16,21,25,28,32,35,39,42,65],[17,18,20],"h2",{"id":19},"the-case-for-harness-engineering","The Case for Harness Engineering",[22,23,24],"p",{},"Mike Chambers distinguishes between two types of agents: those we use (coding assistants like Cursor or Claude Code) and those we build. While the former focuses on developer productivity, the latter requires a robust architecture to handle production-grade demands like multi-tenancy, identity, and scaling.",[22,26,27],{},"He defines a \"harness\" by subtraction: if you remove the LLM from an agent, everything remaining—memory, tools, loop management, and runtime—is the harness. The core mistake in early agent development is bundling these components into a single container. Instead, developers should treat these as independent, composable services that can scale separately. This approach, which he calls \"harness engineering,\" is essential for moving from local prototypes to production systems serving thousands of users.",[17,29,31],{"id":30},"moving-beyond-slop-ops","Moving Beyond 'Slop Ops'",[22,33,34],{},"Chambers strongly advocates against \"slop ops,\" the agentic equivalent of \"click ops.\" Developers should avoid having agents manually spin up cloud resources via console clicks. Instead, agents should be designed to generate Infrastructure as Code (IaC). This ensures that the infrastructure remains owned and managed by the engineering team, maintaining security, reproducibility, and visibility into the deployment environment.",[17,36,38],{"id":37},"composable-architecture-with-agent-core","Composable Architecture with Agent Core",[22,40,41],{},"To achieve production readiness, Chambers demonstrates the use of AWS Bedrock Agent Core. This framework allows developers to decouple critical agent functions:",[43,44,45,53,59],"ul",{},[46,47,48,52],"li",{},[49,50,51],"strong",{},"Memory Management:"," By offloading long-term and short-term memory to managed, asynchronous infrastructure, the agent remains lightweight and scalable.",[46,54,55,58],{},[49,56,57],{},"Multi-tenancy:"," Using frameworks like the Strands Agents SDK in conjunction with Agent Core allows developers to handle isolation and identity without writing custom multi-tenant logic from scratch.",[46,60,61,64],{},[49,62,63],{},"Observability:"," Chambers emphasizes that observability and evaluation should be the first priority, not an afterthought. By separating the harness, developers can implement tracing and evaluation metrics across individual components.",[22,66,67],{},"Ultimately, Chambers suggests that for many use cases, the \"harness\" is the product. He demonstrates that by using a simple JSON configuration, one can define an agent's model and system prompt without writing any custom agent code, allowing the infrastructure to handle the heavy lifting of execution, tool integration via MCP (Model Context Protocol), and state management.",{"title":69,"searchDepth":70,"depth":70,"links":71},"",2,[72,73,74],{"id":19,"depth":70,"text":20},{"id":30,"depth":70,"text":31},{"id":37,"depth":70,"text":38},[76],"AI Automation",null,"md",false,{"content_references":81,"triage":94},[82,87,90],{"type":83,"title":84,"url":85,"context":86},"tool","Strands Agents SDK","https:\u002F\u002Fgithub.com\u002Fstrands-ai\u002Fagents","recommended",{"type":83,"title":88,"url":89,"context":86},"Amazon Bedrock Agent Core","https:\u002F\u002Faws.amazon.com\u002Fbedrock\u002F",{"type":83,"title":91,"url":92,"context":93},"Model Context Protocol (MCP)","https:\u002F\u002Fmodelcontextprotocol.io\u002F","mentioned",{"relevance":95,"novelty":96,"quality":96,"actionability":96,"composite":97,"reasoning":98},5,4,4.35,"Category: AI & LLMs. The article provides a deep dive into harness engineering, a critical concept for scaling AI agents, which directly addresses the audience's need for practical applications in AI integration. It offers actionable insights on separating components for scalability and emphasizes the importance of observability, making it relevant and useful for developers looking to implement these strategies.",true,"\u002Fsummaries\u002F82e42ac56aef66cd-harness-engineering-scaling-production-ai-agents-summary","2026-09-14 14:30:38","2026-09-15 03:12:26",{"title":5,"description":69},{"loc":100},"82e42ac56aef66cd","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=gxVZ_1tuuq4","summaries\u002F82e42ac56aef66cd-harness-engineering-scaling-production-ai-agents-summary",[111,112,113,114],"agents","ai-tools","cloud","infrastructure","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FgxVZ_1tuuq4\u002Fhqdefault.jpg","To scale AI agents, developers must separate the model from the 'harness'—the infrastructure for memory, tools, and observability—allowing each component to scale independently rather than bundling everything into a single, monolithic container.","A practical guide to \"harness engineering,\" which the speaker defines as decoupling the model from the surrounding infrastructure—such as memory, observability, and scaling—to build production-grade agents. The session moves from a basic SDK agent to a modular deployment, emphasizing infrastructure-as-code over \"slop ops.\"",[114],"KrUo8ZRZcaM7yNMBvK56ItkrekoD361RdDRIXqLbQ5Q",[121,124,127,129,132,134,136,139,141,143,145,147,150,153,155,157,159,161,164,166,168,170,172,175,177,179,181,183,185,187,189,191,193,195,197,199,201,203,205,207,209,211,213,215,217,219,221,223,225,227,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,408,410,412,414,416,418,420,422,424,426,428,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,464,466,468,470,472,474,476,478,480,482,484,486,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,558,560,562,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,604,606,608,610,612,614,616,618,620,622,624,626,628,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,930,932,934,936,938,941,943,945,947,949,951,953,955,957,959,961,963,965,967,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,22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Unlike massive, centralized hyperscale facilities that take years to build, these pods can be deployed in days wherever power is available. By positioning compute resources closer to end users, Runware aims to reduce latency and improve inference performance.",[17,7483,7485],{"id":7484},"operational-advantages-and-trade-offs","Operational Advantages and Trade-offs",[22,7487,7488],{},"The modular approach offers several distinct advantages over traditional infrastructure:",[43,7490,7491,7497,7503],{},[46,7492,7493,7496],{},[49,7494,7495],{},"Scalability:"," Capacity can be added incrementally by deploying new pods rather than undertaking massive, fixed-site expansions.",[46,7498,7499,7502],{},[49,7500,7501],{},"Resilience:"," The pods operate as a single, distributed network. If one pod fails, traffic is automatically rerouted to others, preventing the single-point-of-failure risks associated with large, centralized facilities.",[46,7504,7505,7508],{},[49,7506,7507],{},"Resource Efficiency:"," The system utilizes a closed-loop, waterless cooling design, which mitigates the environmental impact and utility strain often associated with traditional data center cooling methods.",[17,7510,7512],{"id":7511},"strategic-positioning","Strategic Positioning",[22,7514,7515],{},"Runware is positioning its pods as a complement to, rather than a replacement for, the massive data center projects currently being pursued by major AI labs. The company emphasizes that its infrastructure is specifically optimized for inference—the process of running AI models—rather than the heavy training workloads that typically require hyperscale facilities. By leveraging existing power grid capacity and avoiding the need for new, dedicated grid infrastructure, Runware argues that its model provides a more sustainable path to meeting the surging global demand for AI compute.",{"title":69,"searchDepth":70,"depth":70,"links":7517},[7518,7519,7520],{"id":7477,"depth":70,"text":7478},{"id":7484,"depth":70,"text":7485},{"id":7511,"depth":70,"text":7512},[76],{"content_references":7523,"triage":7529},[7524],{"type":7525,"title":7526,"author":7527,"url":7528,"context":93},"other","Runware Series A Funding","Runware","https:\u002F\u002Ftechcrunch.com\u002F2025\u002F12\u002F11\u002Frunware-raises-50m-series-a-from-dawn-capital-comcast-ventures-to-become-the-api-for-all-ai\u002F",{"relevance":96,"novelty":7530,"quality":96,"actionability":70,"composite":7531,"reasoning":7532},3,3.4,"Category: AI & LLMs. The article discusses a new modular data center solution specifically designed for AI inference, addressing a key pain point of scalability and latency in AI applications. However, while it presents interesting insights into the operational advantages of the Sonic Inference Pods, it lacks specific actionable steps for implementation or integration into existing workflows.","\u002Fsummaries\u002F296f0ef22a125c0b-runware-s-modular-pods-a-portable-alternative-to-d-summary","2026-08-04 13:00:00","2026-08-05 03:10:10",{"title":7467,"description":69},{"loc":7533},"296f0ef22a125c0b","TechCrunch — AI","article","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F08\u002F04\u002Fis-the-future-of-data-centers-portable-runware-builds-a-pod-to-find-out\u002F","summaries\u002F296f0ef22a125c0b-runware-s-modular-pods-a-portable-alternative-to-d-summary",[112,113,114,7544],"ai-llms","Runware is deploying modular, transportable 'Sonic Inference Pods' to provide decentralized, waterless AI inference capacity that scales faster than traditional, fixed-facility data centers.",[114,7544],"iEPNtdoO_NLzY0Z0gws1qulqfNKYIcCGAkZpSCnNy_4",{"id":7549,"title":7550,"ai":7551,"body":7556,"categories":7672,"created_at":77,"date_modified":77,"description":69,"extension":78,"faq":77,"featured":79,"kicker_label":77,"meta":7673,"navigation":99,"path":7686,"published_at":7687,"question":77,"scraped_at":7688,"seo":7689,"sitemap":7690,"source_id":7691,"source_name":7692,"source_type":107,"source_url":7693,"stem":7694,"tags":7695,"thumbnail_url":7697,"tldr":7698,"tweet":7699,"unknown_tags":7700,"__hash__":7701},"summaries\u002Fsummaries\u002F3d21c1e69e606f97-building-scalable-multi-agent-systems-with-a2a-and-summary.md","Building Scalable Multi-Agent Systems with A2A and Agent Registry",{"provider":7,"model":8,"input_tokens":7552,"output_tokens":7553,"processing_time_ms":7554,"cost_usd":7555},9141,873,4030,0.00359475,{"type":14,"value":7557,"toc":7662},[7558,7562,7565,7569,7572,7577,7591,7595,7598,7602,7622,7626],[17,7559,7561],{"id":7560},"the-challenge-of-agent-sprawl","The Challenge of Agent Sprawl",[22,7563,7564],{},"As organizations scale from a single AI agent to dozens or hundreds, they face significant fragmentation. Agents are often scattered across cloud environments and on-premise servers, leading to \"agent sprawl.\" Hard-coding URLs between agents creates tightly coupled, fragile systems that are difficult to maintain, update, or audit. The solution is to move away from custom \"glue code\" and toward a standardized discovery and communication framework.",[17,7566,7568],{"id":7567},"the-agent2agent-a2a-protocol","The Agent2Agent (A2A) Protocol",[22,7570,7571],{},"A2A is essentially \"HTTP for AI agents.\" It provides a universal language for agents to discover each other and exchange tasks, regardless of the underlying framework (e.g., Google ADK, LangChain, CrewAI).",[7573,7574,7576],"h3",{"id":7575},"key-components-of-a2a","Key Components of A2A:",[43,7578,7579,7585],{},[46,7580,7581,7584],{},[49,7582,7583],{},"Agent Cards:"," Think of these as an agent's \"LinkedIn profile.\" They are JSON files that define the agent's identity, capabilities, skills, and connection endpoints. By reading an agent card, a client agent can dynamically determine if a remote agent is suitable for a specific task.",[46,7586,7587,7590],{},[49,7588,7589],{},"Communication Modes:"," A2A supports both synchronous and asynchronous patterns. While synchronous polling is simple, it is often inefficient. Asynchronous patterns, such as streaming with Server-Sent Events (SSE), allow for more responsive, event-driven architectures where agents can be notified when a task is complete.",[17,7592,7594],{"id":7593},"solving-sprawl-with-agent-registry","Solving Sprawl with Agent Registry",[22,7596,7597],{},"Agent Registry acts as a centralized directory that eliminates the need for hard-coded URLs. It provides a single source of truth for all agents, tools, and Model Context Protocol (MCP) servers within an organization.",[7573,7599,7601],{"id":7600},"why-use-a-registry","Why Use a Registry?",[43,7603,7604,7610,7616],{},[46,7605,7606,7609],{},[49,7607,7608],{},"Reusability:"," Instead of embedding tools or sub-agents directly into an orchestrator, you register them once and make them available to any agent in the organization.",[46,7611,7612,7615],{},[49,7613,7614],{},"Standardization:"," It provides a unified way to connect to diverse resources, reducing the \"plumbing\" overhead required to integrate different types of agents and endpoints.",[46,7617,7618,7621],{},[49,7619,7620],{},"Governance and Audit:"," By centralizing connections, organizations gain visibility into agent activity, enabling better compliance, cost monitoring, and risk management through standard cloud logging and audit tools.",[17,7623,7625],{"id":7624},"implementation-workflow","Implementation Workflow",[7627,7628,7629,7640,7650,7656],"ol",{},[46,7630,7631,7634,7635,7639],{},[49,7632,7633],{},"Wrap Agents:"," Use the ",[7636,7637,7638],"code",{},"to_a2a"," library (in ADK) to wrap existing agents. This automatically generates an agent card if one is not manually defined.",[46,7641,7642,7645,7646,7649],{},[49,7643,7644],{},"Register:"," Use ",[7636,7647,7648],{},"gcloud"," or the Cloud Console to register the agent's endpoint and metadata in the Agent Registry.",[46,7651,7652,7655],{},[49,7653,7654],{},"Discover:"," Instead of calling a hard-coded URL, the orchestrator agent queries the Registry to find the appropriate agent based on its capabilities (defined in the agent card).",[46,7657,7658,7661],{},[49,7659,7660],{},"Orchestrate:"," The orchestrator dynamically connects to the discovered agent, allowing for a modular, loosely coupled system that is easy to extend.",{"title":69,"searchDepth":70,"depth":70,"links":7663},[7664,7665,7668,7671],{"id":7560,"depth":70,"text":7561},{"id":7567,"depth":70,"text":7568,"children":7666},[7667],{"id":7575,"depth":7530,"text":7576},{"id":7593,"depth":70,"text":7594,"children":7669},[7670],{"id":7600,"depth":7530,"text":7601},{"id":7624,"depth":70,"text":7625},[76],{"content_references":7674,"triage":7684},[7675,7678,7681],{"type":83,"title":7676,"url":7677,"context":86},"Google Agent Development Kit (ADK)","https:\u002F\u002Fgoo.gle\u002F3PItVzL",{"type":83,"title":7679,"url":7680,"context":86},"Agent2Agent (A2A) Protocol","https:\u002F\u002Fgoo.gle\u002F4u5x8HF",{"type":83,"title":7682,"url":7683,"context":86},"Agent Registry","https:\u002F\u002Fgoo.gle\u002F4aZAdlM",{"relevance":95,"novelty":96,"quality":96,"actionability":96,"composite":97,"reasoning":7685},"Category: AI Automation. The article addresses the challenge of agent sprawl and presents the A2A protocol and Agent Registry as solutions, which are highly relevant for developers building AI-powered products. It provides concrete details on how to implement a standardized communication framework for AI agents, making it actionable for the audience.","\u002Fsummaries\u002F3d21c1e69e606f97-building-scalable-multi-agent-systems-with-a2a-and-summary","2026-06-27 16:00:07","2026-06-28 12:56:24",{"title":7550,"description":69},{"loc":7686},"3d21c1e69e606f97","Google Cloud Tech","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=-MME36Ft9Gc","summaries\u002F3d21c1e69e606f97-building-scalable-multi-agent-systems-with-a2a-and-summary",[111,112,7696,113],"automation","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F-MME36Ft9Gc\u002Fhqdefault.jpg","The Agent2Agent (A2A) protocol and Agent Registry solve agent sprawl by providing a standardized, discoverable way for AI agents to communicate, replacing hard-coded URLs with a centralized, governed directory.","This video provides a technical walkthrough of Google's [Agent2Agent (A2A) Protocol](https:\u002F\u002Fgoo.gle\u002F4u5x8HF) and [Agent Registry](https:\u002F\u002Fgoo.gle\u002F4aZAdlM), demonstrating how to move away from hard-coded URLs toward a discovery-based architecture for multi-agent systems. The presenters use the [Google Agent Development Kit (ADK)](https:\u002F\u002Fgoo.gle\u002F3PItVzL) to build and register two sample agents, showing how to orchestrate them using the registry's MCP server.",[],"wA5sOH1HewFwRi7ONFcuh-7yeWbq5hf26wh5Ht9bI-Y",{"id":7703,"title":7704,"ai":7705,"body":7711,"categories":7755,"created_at":77,"date_modified":77,"description":69,"extension":78,"faq":77,"featured":79,"kicker_label":77,"meta":7756,"navigation":99,"path":7770,"published_at":7771,"question":77,"scraped_at":7772,"seo":7773,"sitemap":7774,"source_id":7775,"source_name":7692,"source_type":107,"source_url":7776,"stem":7777,"tags":7778,"thumbnail_url":7780,"tldr":7781,"tweet":7782,"unknown_tags":7783,"__hash__":7784},"summaries\u002Fsummaries\u002F29afff84121a00de-secure-healthcare-agents-with-bigtable-adk-model-a-summary.md","Secure Healthcare Agents with Bigtable, ADK & Model Armor",{"provider":7,"model":7706,"input_tokens":7707,"output_tokens":7708,"processing_time_ms":7709,"cost_usd":7710},"x-ai\u002Fgrok-4.1-fast",5383,1711,23537,0.00190945,{"type":14,"value":7712,"toc":7750},[7713,7717,7720,7723,7727,7734,7737,7741,7744,7747],[17,7714,7716],{"id":7715},"architect-multi-step-agents-for-personalized-healthcare-queries","Architect Multi-Step Agents for Personalized Healthcare Queries",[22,7718,7719],{},"Root agents orchestrate sub-agents as tools: query agent accesses Bigtable via SQL for patient data (profile, prescriptions, visits, tests column families keyed by user email); search agent grounds responses with Google Search and Maps for nearby facilities; booking agent checks calendar availability and creates events. Pre-agent tools provide context—get profile info fetches age, gender, zip code for personalization; update time supplies current date for relative filters like \"past 3 months.\" Agent instructions enforce markdown tables for multi-result responses and Recharts JSON for interactive charts (e.g., test results over time with start\u002Fend dates and result limits). This agent-as-tool pattern handles operational queries efficiently, as context windows expand and token costs drop, avoiding full data dumps.",[22,7721,7722],{},"For complex reasoning, root agent chains sub-agent calls: retrieves medical history from Bigtable, combines with profile data, searches for age-appropriate norms (e.g., colonoscopy frequency), and synthesizes responses. Relative time parsing identifies past (March 2nd) vs. future (June 11th, 2026) dates, links descriptions (flu shot in checkup note), and associates synonyms (high blood pressure = hypertension → cardiologist).",[17,7724,7726],{"id":7725},"enforce-row-level-security-and-type-safety-in-database-tools","Enforce Row-Level Security and Type Safety in Database Tools",[22,7728,7729,7730,7733],{},"Bigtable's ADK query tool converts SQL into function tools in few lines: parameterize queries with Pydantic for type enforcement (dates, integers) blocking SQL injection (e.g., attempts to bypass row key filters). Tool context passes user identity (from OAuth scopes including Google Calendar) for row-level access control (RLAC)—filter ",[7636,7731,7732],{},"WHERE row_key = user_email"," without agent visibility, preventing impersonation since agents run as service accounts.",[22,7735,7736],{},"Column families act as SQL maps: tests family keys test types (glucose, cholesterol) with timestamped JSON values. Single queries suffice for most user data (recent orders\u002Ftickets); for heavy analytics, use Data Agent Developer Platform (faceted search) or Conversational Analytics API.",[17,7738,7740],{"id":7739},"iterate-with-evals-self-tuning-and-injection-guards","Iterate with Evals, Self-Tuning, and Injection Guards",[22,7742,7743],{},"ADK evals visualize agent traces (sub-agent calls, tool inputs) to debug regressions during instruction\u002Ftool tweaks. Implement hill-climbing loops: agent runs evals, suggests improvements (e.g., better prompts), applies changes, re-runs—achieving self-tuning without manual intervention.",[22,7745,7746],{},"Integrate ADK calendar tools (find availability, create\u002Fmodify\u002Fcancel events) scoped to user identity. Guard inputs\u002Foutputs with Model Armor templates (injection, jailbreaking controls) via callbacks: blocks prompt injections like \"ignore previous instructions\" and sensitive data (SSNs, credit cards). OAuth setup requires client ID\u002Fsecret, origins\u002Fredirect URIs, and scopes for calendar\u002Fdatabase access.",[22,7748,7749],{},"This stack delivers production-ready agents: authenticates users, personalizes via DB+context, reasons multi-step, visualizes data, books actions, and stays secure—demo data randomly generated in Bigtable patients table.",{"title":69,"searchDepth":70,"depth":70,"links":7751},[7752,7753,7754],{"id":7715,"depth":70,"text":7716},{"id":7725,"depth":70,"text":7726},{"id":7739,"depth":70,"text":7740},[76],{"content_references":7757,"triage":7767},[7758,7761,7763,7765],{"type":83,"title":7759,"url":7760,"context":93},"Bigtable","https:\u002F\u002Fgoo.gle\u002F4wqWan1",{"type":83,"title":7762,"context":93},"Agent Development Kit (ADK)",{"type":83,"title":7764,"context":93},"Model Armor",{"type":83,"title":7766,"context":93},"Recharts",{"relevance":96,"novelty":7530,"quality":96,"actionability":96,"composite":7768,"reasoning":7769},3.8,"Category: AI & LLMs. The article discusses building personalized healthcare agents using AI tools, addressing practical applications of AI in healthcare, which is relevant to the target audience. It provides specific examples of agent architecture and security measures, making it actionable for developers looking to implement similar solutions.","\u002Fsummaries\u002F29afff84121a00de-secure-healthcare-agents-with-bigtable-adk-model-a-summary","2026-05-14 22:13:53","2026-05-14 23:00:28",{"title":7704,"description":69},{"loc":7770},"29afff84121a00de","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=HE1ldmzennU","summaries\u002F29afff84121a00de-secure-healthcare-agents-with-bigtable-adk-model-a-summary",[111,112,113,7779],"devops-cloud","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FHE1ldmzennU\u002Fhqdefault.jpg","Build personalized conversational agents using Bigtable's SQL query tools via ADK for secure user data access, sub-agents for multi-step reasoning, calendar integration for bookings, and Model Armor to block SQL\u002Fprompt injections.","Demo of a healthcare agent built with [Bigtable](https:\u002F\u002Fgoo.gle\u002F4wqWan1) for patient data (via SQL API with row-level security), ADK for query tools\u002Fsub-agents\u002Fcalendar integration\u002Fevals, and Model Armor for SQL\u002Fprompt injection guards. Walks through auth flow, multi-step reasoning, and self-tuning evals.",[7779],"_6t15eUlWp5BsueQIcUrU30nl-ZaoY8QybEFHLLFRdY",{"id":7786,"title":7787,"ai":7788,"body":7793,"categories":7821,"created_at":77,"date_modified":77,"description":69,"extension":78,"faq":77,"featured":79,"kicker_label":77,"meta":7822,"navigation":99,"path":7852,"published_at":7853,"question":77,"scraped_at":7854,"seo":7855,"sitemap":7856,"source_id":7857,"source_name":7692,"source_type":107,"source_url":7858,"stem":7859,"tags":7860,"thumbnail_url":7861,"tldr":7862,"tweet":7863,"unknown_tags":7864,"__hash__":7865},"summaries\u002Fsummaries\u002F13a7be7216932e4a-agentic-data-cloud-powers-ai-swarms-from-insights-summary.md","Agentic Data Cloud Powers AI Swarms from Insights to Action",{"provider":7,"model":7706,"input_tokens":7789,"output_tokens":7790,"processing_time_ms":7791,"cost_usd":7792},8084,2064,37170,0.00262615,{"type":14,"value":7794,"toc":7816},[7795,7799,7802,7806,7809,7813],[17,7796,7798],{"id":7797},"enrich-data-with-inferred-context-for-accurate-agent-reasoning","Enrich Data with Inferred Context for Accurate Agent Reasoning",[22,7800,7801],{},"Traditional data strategies focused on clean, structured data with lineage and quality, achieving only 50% agent accuracy; the other 50% requires business context like hidden PDF codes or supply chain meanings previously siloed in human minds. Google's Knowledge Catalog uses GenAI to infer schemas, descriptions, and relationships across thousands of structured\u002Funstructured files (e.g., PDFs), avoiding context window limits and high costs of feeding raw docs to models. This enables agents to access precise, low-cost context, boosting trust and efficiency over human-coded glossaries. Combined with semantic hybrid search from Google Search (including reranking), it serves optimal real-time context, preventing agents from getting lost in excess data.",[17,7803,7805],{"id":7804},"intent-driven-agent-swarms-via-tools-and-integrations","Intent-Driven Agent Swarms via Tools and Integrations",[22,7807,7808],{},"Move beyond persona-based agents to swarms handling end-to-end tasks (data wrangling, modeling, visualization, deployment) with intent-driven engineering, freeing practitioners for outcomes over tasks. Data Agent Kit provides pre-built plugins\u002Fskills for natively orchestrating BigQuery, Spark, AlloyDB pipelines, and multi-tool actions into ledgers\u002Fmarketing systems. Gemini Enterprise acts as the front door: business users chat with conversational agents backed by BigQuery\u002FLooker assets or Deep Research agents blending enterprise data (via Knowledge Catalog) with web\u002Fdocs for holistic insights (e.g., shipping optimization from weather\u002Ftraffic + internal data) in seconds vs. weeks. This grounds agents in machine-readable, real-time data for true ROI.",[17,7810,7812],{"id":7811},"multi-cloud-scale-with-optimized-economics","Multi-Cloud Scale with Optimized Economics",[22,7814,7815],{},"Apache Iceberg open standard and Cross-Cloud Lakehouse unify data across AWS S3, Azure, Databricks Unity Catalog, Snowflake without migration, using Cross-Cloud Interconnect for subsecond latencies and petabyte-scale transfers, solving proprietary format silos. For agent-scale (10-20 API calls per human click, swarms spiking traffic), Google optimizes the full stack: BigQuery 35% faster queries\u002F40% cost drop, Spark Lightning Engine 5x faster\u002F2x price-performance vs. alternatives, 230x token reduction for AI inferencing. TPU v8 separates training\u002Finference to avoid silicon bottlenecks. Vertical integration ensures seamless, cost-effective low-latency swarms, turning 45-minute human processes into 1-minute actions.",{"title":69,"searchDepth":70,"depth":70,"links":7817},[7818,7819,7820],{"id":7797,"depth":70,"text":7798},{"id":7804,"depth":70,"text":7805},{"id":7811,"depth":70,"text":7812},[76],{"content_references":7823,"triage":7849},[7824,7827,7829,7831,7833,7835,7837,7840,7842,7844,7846],{"type":83,"title":7825,"author":7826,"context":93},"Agentic Data Cloud","Google Cloud",{"type":83,"title":7828,"author":7826,"context":93},"Google Cloud Data Agent Kit",{"type":83,"title":7830,"author":7826,"context":93},"Knowledge Catalog",{"type":83,"title":7832,"author":7826,"context":93},"BigQuery",{"type":83,"title":7834,"author":7826,"context":93},"Spark",{"type":83,"title":7836,"context":93},"Apache Iceberg",{"type":83,"title":7838,"author":7839,"context":93},"Gemini Enterprise","Google",{"type":83,"title":7841,"author":7826,"context":93},"Deep Research Agent",{"type":83,"title":7843,"author":7826,"context":93},"Cross Cloud Lakehouse",{"type":83,"title":7845,"author":7826,"context":93},"TPU v8",{"type":7847,"title":7848,"author":7826,"context":93},"event","Google Cloud Next '26",{"relevance":96,"novelty":7530,"quality":96,"actionability":7530,"composite":7850,"reasoning":7851},3.6,"Category: AI Automation. The article discusses the use of context-enriched data and agent swarms for improved AI functionality, addressing the audience's need for practical applications of AI tools. It provides insights into tools like the Data Agent Kit and Knowledge Catalog, which can be directly relevant for product builders looking to implement AI solutions.","\u002Fsummaries\u002F13a7be7216932e4a-agentic-data-cloud-powers-ai-swarms-from-insights-summary","2026-05-14 04:00:36","2026-05-14 07:00:48",{"title":7787,"description":69},{"loc":7852},"13a7be7216932e4a","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=WQIODOuXWr8","summaries\u002F13a7be7216932e4a-agentic-data-cloud-powers-ai-swarms-from-insights-summary",[111,112,7696,113],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FWQIODOuXWr8\u002Fhqdefault.jpg","Shift data platforms from systems of intelligence (1-20% insights actioned) to action via context-enriched data in Knowledge Catalog, Data Agent Kit tools for BigQuery\u002FSpark, and infra optimizations like 230x token cuts for efficient agent swarms.","Google Cloud exec Yasmeen Ahmad pitches their \"Agentic Data Cloud\" in a conference interview, explaining Knowledge Catalog for data context, Data Agent Kit for agent tools on BigQuery\u002FSpark, and Iceberg for multi-cloud access. Mostly high-level vision talk with customer anecdotes.",[],"6kElqLM_fPo-Gbs4Onk9dozXClqfzTms-39hv05FI94"]