[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-ffc0c970c8c73d52-building-multi-agent-systems-with-google-cloud-and-summary":3,"summaries-facets-categories":131,"summary-related-ffc0c970c8c73d52-building-multi-agent-systems-with-google-cloud-and-summary":4606},{"id":4,"title":5,"ai":6,"body":13,"categories":86,"created_at":88,"date_modified":88,"description":80,"extension":89,"faq":88,"featured":90,"kicker_label":88,"meta":91,"navigation":110,"path":111,"published_at":112,"question":88,"scraped_at":113,"seo":114,"sitemap":115,"source_id":116,"source_name":117,"source_type":118,"source_url":119,"stem":120,"tags":121,"thumbnail_url":126,"tldr":127,"tweet":128,"unknown_tags":129,"__hash__":130},"summaries\u002Fsummaries\u002Fffc0c970c8c73d52-building-multi-agent-systems-with-google-cloud-and-summary.md","Building Multi-Agent Systems with Google Cloud and MCP",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",5318,724,3725,0.0024155,{"type":14,"value":15,"toc":79},"minimark",[16,21,25,48,52,55,58,72,76],[17,18,20],"h2",{"id":19},"architecture-for-scalable-agentic-workflows","Architecture for Scalable Agentic Workflows",[22,23,24],"p",{},"The system replaces manual project vetting with an automated pipeline that enriches incoming requests with risk scores, resource availability, and historical analysis. The architecture is built on three distinct layers:",[26,27,28,36,42],"ul",{},[29,30,31,35],"li",{},[32,33,34],"strong",{},"Interface Layer:"," Asana serves as the human-facing input. A form submission triggers a webhook that initiates the entire processing chain.",[29,37,38,41],{},[32,39,40],{},"Orchestration Layer:"," A central orchestrator built with the Google Agent Development Kit (ADK) manages the workflow. ADK simplifies agent development by handling session state, tool dispatching, and Gemini API integration, allowing the developer to define agent behavior through simple class-based instructions.",[29,43,44,47],{},[32,45,46],{},"Specialist Agent Layer:"," Four independent agents (Risk Scorer, Resource Advisor, Asana Context, and BigQuery Analyst) execute tasks. These agents run as individual Cloud Run containers, which scale to zero when idle, ensuring cost-efficiency by charging only per request.",[17,49,51],{"id":50},"leveraging-open-standards-and-parallel-execution","Leveraging Open Standards and Parallel Execution",[22,53,54],{},"The system utilizes the Agent-to-Agent (A2A) protocol to decouple the orchestrator from the specialist agents. The orchestrator does not need to understand the internal logic of each specialist; it simply dispatches tasks to specific URLs and waits for results. This modularity allows for swapping or updating agents without modifying the orchestrator code.",[22,56,57],{},"To avoid the limitations of static data injection (which risks context window overflow and stale data), the system uses the Model Context Protocol (MCP) to connect agents directly to live data sources:",[26,59,60,66],{},[29,61,62,65],{},[32,63,64],{},"BigQuery Integration:"," The BigQuery agent dynamically generates SQL at runtime to query historical project data, enabling pattern recognition across years of enterprise records.",[29,67,68,71],{},[32,69,70],{},"Live Work Graph:"," The Asana MCP server allows agents to query live workspace context, such as current team task loads and overlapping project timelines, ensuring decisions are based on real-time data rather than snapshots.",[17,73,75],{"id":74},"observability-and-security","Observability and Security",[22,77,78],{},"By deploying agents as containerized services on Google Cloud, the system benefits from native integration with Google Cloud Logging. Every step—including agent payloads, tool calls, and inter-agent communication—is traceable. Security is maintained through the use of Application Default Credentials and Secret Manager, ensuring that agents interact with enterprise data sources securely without hardcoding sensitive information.",{"title":80,"searchDepth":81,"depth":81,"links":82},"",2,[83,84,85],{"id":19,"depth":81,"text":20},{"id":50,"depth":81,"text":51},{"id":74,"depth":81,"text":75},[87],"AI Automation",null,"md",false,{"content_references":92,"triage":105},[93,97,99,101,103],{"type":94,"title":95,"context":96},"tool","Google Agent Development Kit (ADK)","recommended",{"type":94,"title":98,"context":96},"Model Context Protocol (MCP)",{"type":94,"title":100,"context":96},"Google Cloud Run",{"type":94,"title":102,"context":96},"BigQuery",{"type":94,"title":104,"context":96},"Asana",{"relevance":106,"novelty":107,"quality":107,"actionability":107,"composite":108,"reasoning":109},5,4,4.35,"Category: AI Automation. The article provides a detailed architecture for building multi-agent systems using Google Cloud, addressing practical applications of automation in project intake processes. It outlines specific components like the Google Agent Development Kit and Cloud Run, which are directly applicable for developers looking to implement similar systems.",true,"\u002Fsummaries\u002Fffc0c970c8c73d52-building-multi-agent-systems-with-google-cloud-and-summary","2026-06-02 04:00:01","2026-06-06 16:11:12",{"title":5,"description":80},{"loc":111},"ffc0c970c8c73d52","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=okx6dUzDPRY","summaries\u002Fffc0c970c8c73d52-building-multi-agent-systems-with-google-cloud-and-summary",[122,123,124,125],"automation","ai-agents","google-cloud","mcp","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002Fokx6dUzDPRY\u002Fhqdefault.jpg","Automate project intake by using a multi-agent architecture that leverages Google ADK, MCP, and Cloud Run to perform real-time risk assessment and resource analysis.","This video is a technical walkthrough of a multi-agent system that automates project intake by connecting [Asana](https:\u002F\u002Fasana.com) to [Google Cloud](https:\u002F\u002Fcloud.google.com) services. The presenter demonstrates how to use the [Agent Development Kit](https:\u002F\u002Fgithub.com\u002Fgoogle\u002Fagent-development-kit) to orchestrate specialist agents that query [BigQuery](https:\u002F\u002Fcloud.google.com\u002Fbigquery) and live workspace data via [Model Context Protocol](https:\u002F\u002Fmodelcontextprotocol.io) servers.",[123,124,125],"yEgyOsOmpvbzb38fwQAnFWRszIdbj4JZ25tOd1Gc328",[132,135,138,141,143,146,148,150,152,154,156,158,161,163,165,167,169,171,173,175,177,179,181,183,185,187,190,193,195,197,199,201,204,206,208,210,213,215,217,219,221,223,225,227,229,231,233,235,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,228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AI Workflows into Reusable Skills",{"provider":7,"model":8,"input_tokens":4611,"output_tokens":4612,"processing_time_ms":4613,"cost_usd":4614},4073,581,3472,0.00188975,{"type":14,"value":4616,"toc":4681},[4617,4621,4624,4650,4654,4657,4678],[17,4618,4620],{"id":4619},"the-four-pillar-decomposition-framework","The Four-Pillar Decomposition Framework",[22,4622,4623],{},"The 'Workflow-to-Skill' (W2S) approach addresses the common challenge of monolithic AI agent architectures by breaking down complex tasks into a structured, modular format. By separating the logic of a skill into four distinct dimensions, developers can create more reusable and maintainable AI components:",[26,4625,4626,4632,4638,4644],{},[29,4627,4628,4631],{},[32,4629,4630],{},"Routing:"," Defines the decision-making logic that determines when and how a specific skill should be invoked based on input context.",[29,4633,4634,4637],{},[32,4635,4636],{},"Workflow:"," Maps the sequence of operations or sub-tasks required to execute the skill, effectively acting as the 'control flow' for the agent's action.",[29,4639,4640,4643],{},[32,4641,4642],{},"Semantics:"," Encapsulates the domain-specific knowledge and definitions required to interpret inputs and generate meaningful outputs, ensuring the agent 'understands' the context of the task.",[29,4645,4646,4649],{},[32,4647,4648],{},"Attachments:"," Manages external dependencies, such as API keys, database connections, or specific file assets, that are required for the skill to interact with the real world.",[17,4651,4653],{"id":4652},"improving-agent-modularity-and-scalability","Improving Agent Modularity and Scalability",[22,4655,4656],{},"By decoupling these four elements, the W2S framework allows builders to treat AI capabilities as discrete 'skills' rather than hard-coded logic. This modularity provides several practical advantages for production systems:",[4658,4659,4660,4666,4672],"ol",{},[29,4661,4662,4665],{},[32,4663,4664],{},"Reusability:"," Once a 'Workflow' or 'Semantics' block is defined for a specific domain, it can be reused across different agent implementations without modification.",[29,4667,4668,4671],{},[32,4669,4670],{},"Debugging:"," Isolating failures becomes significantly easier; a developer can determine if an issue stems from the routing logic, the workflow sequence, or the semantic interpretation of the data.",[29,4673,4674,4677],{},[32,4675,4676],{},"Dynamic Composition:"," Agents can dynamically assemble skills at runtime, selecting the appropriate routing and workflow paths based on the user's intent, rather than relying on rigid, pre-defined chains.",[22,4679,4680],{},"This approach shifts the paradigm from building 'all-in-one' agents to building a library of specialized skills that can be orchestrated to handle complex, multi-step business processes.",{"title":80,"searchDepth":81,"depth":81,"links":4682},[4683,4684],{"id":4619,"depth":81,"text":4620},{"id":4652,"depth":81,"text":4653},[140],{"content_references":4687,"triage":4694},[4688],{"type":4689,"title":4690,"author":4691,"url":4692,"context":4693},"paper","Workflow-to-Skill: Skill Creation via Routing-Workflow-Semantics-Attachments Decomposition","arXiv","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.06893","cited",{"relevance":106,"novelty":107,"quality":107,"actionability":107,"composite":108,"reasoning":4695},"Category: AI Automation. The article presents a structured framework for decomposing AI workflows into reusable skills, addressing a key pain point for developers in creating modular AI agents. It offers practical advantages such as reusability and easier debugging, which are directly applicable to building AI-powered products.","\u002Fsummaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary","2026-06-08 12:56:53",{"title":4609,"description":80},{"loc":4696},"a2e69b3ac342f3a6","arXiv cs.AI","article","summaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary",[4705,122,123],"llm","The 'Workflow-to-Skill' framework improves AI agent modularity by decomposing complex processes into four distinct components: Routing, Workflow, Semantics, and Attachments.",[123],"V8SKbx2bTbTlIPpKlB35j-kcY7_UI_GghVKHsne5GyY",{"id":4710,"title":4711,"ai":4712,"body":4717,"categories":4765,"created_at":88,"date_modified":88,"description":80,"extension":89,"faq":88,"featured":90,"kicker_label":88,"meta":4766,"navigation":110,"path":4774,"published_at":4775,"question":88,"scraped_at":4775,"seo":4776,"sitemap":4777,"source_id":4778,"source_name":4701,"source_type":4702,"source_url":4771,"stem":4779,"tags":4780,"thumbnail_url":88,"tldr":4782,"tweet":88,"unknown_tags":4783,"__hash__":4784},"summaries\u002Fsummaries\u002F277954d4ab44a360-cax-agent-reliable-apdl-automation-via-lightweight-summary.md","CAX-Agent: Reliable APDL Automation via Lightweight Agent Harnesses",{"provider":7,"model":8,"input_tokens":4713,"output_tokens":4714,"processing_time_ms":4715,"cost_usd":4716},4099,578,3338,0.00189175,{"type":14,"value":4718,"toc":4760},[4719,4723,4726,4730,4733,4753,4757],[17,4720,4722],{"id":4721},"the-challenge-of-apdl-automation","The Challenge of APDL Automation",[22,4724,4725],{},"APDL (ANSYS Parametric Design Language) is a powerful but rigid scripting environment used in computational engineering. Automating it with general-purpose LLMs often fails because these models struggle with the specific syntax, state-dependent commands, and error-handling requirements of engineering simulation software. CAX-Agent addresses this by providing a dedicated harness that bridges the gap between high-level intent and low-level APDL execution.",[17,4727,4729],{"id":4728},"the-cax-agent-architecture","The CAX-Agent Architecture",[22,4731,4732],{},"CAX-Agent functions as a lightweight middleware layer that constrains the agent's action space to valid APDL operations. Instead of allowing an LLM to generate raw, unverified scripts, the framework:",[26,4734,4735,4741,4747],{},[29,4736,4737,4740],{},[32,4738,4739],{},"Constrains Execution:"," It forces the agent to interact with the simulation environment through a predefined set of verified functions rather than open-ended code generation.",[29,4742,4743,4746],{},[32,4744,4745],{},"Error Feedback Loops:"," When a simulation fails, the harness captures the specific APDL error logs and feeds them back into the agent's context, allowing for iterative self-correction.",[29,4748,4749,4752],{},[32,4750,4751],{},"State Management:"," It maintains the simulation state, ensuring that the agent understands the current geometry and mesh status before issuing subsequent commands.",[17,4754,4756],{"id":4755},"improving-reliability-in-engineering-workflows","Improving Reliability in Engineering Workflows",[22,4758,4759],{},"By shifting from a 'generate-and-pray' approach to a 'harness-and-verify' model, CAX-Agent significantly reduces the hallucination rate common in engineering automation. The framework is designed to be lightweight, meaning it does not require massive fine-tuning of base models. Instead, it relies on prompt engineering combined with a robust execution environment that treats APDL as a structured API. This approach allows engineers to automate complex simulation setups—such as parametric sweeps or iterative design optimization—with higher success rates and less manual debugging.",{"title":80,"searchDepth":81,"depth":81,"links":4761},[4762,4763,4764],{"id":4721,"depth":81,"text":4722},{"id":4728,"depth":81,"text":4729},{"id":4755,"depth":81,"text":4756},[140],{"content_references":4767,"triage":4772},[4768],{"type":4689,"title":4769,"author":4770,"url":4771,"context":4693},"CAX-Agent: A Lightweight Agent Harness for Reliable APDL Automation","Not specified","https:\u002F\u002Farxiv.org\u002Fabs\u002F2605.15218",{"relevance":106,"novelty":107,"quality":107,"actionability":107,"composite":108,"reasoning":4773},"Category: AI Automation. The article discusses a specialized framework for automating APDL tasks, addressing a specific pain point for engineers in computational workflows. It provides a structured approach to error handling and state management, making it actionable for those looking to implement AI in engineering automation.","\u002Fsummaries\u002F277954d4ab44a360-cax-agent-reliable-apdl-automation-via-lightweight-summary","2026-05-18 07:11:45",{"title":4711,"description":80},{"loc":4774},"277954d4ab44a360","summaries\u002F277954d4ab44a360-cax-agent-reliable-apdl-automation-via-lightweight-summary",[122,123,4781],"computational-engineering","CAX-Agent provides a specialized, lightweight framework designed to automate ANSYS Parametric Design Language (APDL) tasks, improving reliability in computational engineering workflows through structured agent interaction.",[123,4781],"hOwPmkpcIPw_MDGo4gk6eHBpfF-bqGZdG_OEqQz3AVM",{"id":4786,"title":4787,"ai":4788,"body":4793,"categories":4890,"created_at":88,"date_modified":88,"description":80,"extension":89,"faq":88,"featured":90,"kicker_label":88,"meta":4891,"navigation":110,"path":4907,"published_at":4908,"question":88,"scraped_at":4908,"seo":4909,"sitemap":4910,"source_id":4911,"source_name":4912,"source_type":4702,"source_url":4913,"stem":4914,"tags":4915,"thumbnail_url":88,"tldr":4917,"tweet":88,"unknown_tags":4918,"__hash__":4919},"summaries\u002Fsummaries\u002F7134d3eeadba582a-loop-engineering-moving-from-prompting-to-system-d-summary.md","Loop Engineering: Moving from Prompting to System Design",{"provider":7,"model":8,"input_tokens":4789,"output_tokens":4790,"processing_time_ms":4791,"cost_usd":4792},7054,914,4817,0.0017719,{"type":14,"value":4794,"toc":4885},[4795,4799,4802,4806,4809,4855,4859,4862,4882],[17,4796,4798],{"id":4797},"the-shift-from-prompting-to-loop-engineering","The Shift from Prompting to Loop Engineering",[22,4800,4801],{},"Loop engineering represents a fundamental shift in how developers interact with coding agents. Instead of a manual, turn-based interaction where a human prompts an agent, developers now design autonomous systems—loops—that manage the discovery, execution, and verification of tasks. The goal is to move from being the agent's operator to being the architect of the system that directs it.",[17,4803,4805],{"id":4804},"the-six-primitives-of-a-functional-loop","The Six Primitives of a Functional Loop",[22,4807,4808],{},"To build a robust, self-sustaining loop, you need six core components that ensure the system can operate without constant human intervention:",[4658,4810,4811,4817,4828,4838,4844,4850],{},[29,4812,4813,4816],{},[32,4814,4815],{},"Automations:"," The heartbeat of the loop. These are scheduled tasks that handle discovery and triage (e.g., scanning CI failures or issue trackers) and trigger the agentic workflow.",[29,4818,4819,4822,4823,4827],{},[32,4820,4821],{},"Worktrees:"," Essential for parallel execution. By using ",[4824,4825,4826],"code",{},"git worktree",", you isolate agent tasks into separate directories, preventing file collisions when multiple agents work on the same repository.",[29,4829,4830,4833,4834,4837],{},[32,4831,4832],{},"Skills:"," A repository of project-specific knowledge (stored in ",[4824,4835,4836],{},"SKILL.md"," files). This prevents the \"goldfish effect,\" where agents lose context between sessions, and allows you to codify project conventions and constraints.",[29,4839,4840,4843],{},[32,4841,4842],{},"Plugins and Connectors:"," Using standards like MCP (Model Context Protocol), these allow agents to interact with external tools like Slack, databases, or issue trackers, moving the agent from a local file-editor to a system-integrated worker.",[29,4845,4846,4849],{},[32,4847,4848],{},"Sub-agents:"," A structural necessity for quality control. By splitting the \"maker\" (the agent writing code) from the \"checker\" (a separate agent verifying the code against specs), you reduce the risk of the model grading its own homework too leniently.",[29,4851,4852,4854],{},[32,4853,4751],{}," The \"spine\" of the loop. Because models are stateless between runs, you must maintain state on disk (via Markdown or tools like Linear). This allows the loop to resume where it left off, tracking what has been attempted and what remains.",[17,4856,4858],{"id":4857},"the-human-responsibility-avoiding-cognitive-surrender","The Human Responsibility: Avoiding Cognitive Surrender",[22,4860,4861],{},"While loop engineering increases leverage, it does not remove the human from the loop. It introduces three specific risks:",[26,4863,4864,4870,4876],{},[29,4865,4866,4869],{},[32,4867,4868],{},"Verification:"," An autonomous loop is an autonomous error-generator. \"Done\" is a claim, not a proof; the developer remains responsible for confirming the code works.",[29,4871,4872,4875],{},[32,4873,4874],{},"Comprehension Debt:"," As the loop ships code faster, the gap between the codebase and the developer's understanding grows. If you do not review the output, your mental model of the project will rot.",[29,4877,4878,4881],{},[32,4879,4880],{},"Cognitive Surrender:"," The temptation to stop having an opinion and blindly accept agent output is high. Loop design requires more judgment than prompt engineering, not less. The loop is a tool for acceleration, but it becomes a liability if used to avoid thinking.",[22,4883,4884],{},"Ultimately, the leverage point has moved. The engineer's job is no longer to write the prompt, but to design the system that ensures the loop is acting with the same rigor as a human developer.",{"title":80,"searchDepth":81,"depth":81,"links":4886},[4887,4888,4889],{"id":4797,"depth":81,"text":4798},{"id":4804,"depth":81,"text":4805},{"id":4857,"depth":81,"text":4858},[87],{"group":4892,"content_references":4893,"triage":4905},"addy-osmani",[4894,4897,4899,4901,4903],{"type":94,"title":4895,"context":4896},"Codex app","mentioned",{"type":94,"title":4898,"context":4896},"Claude Code",{"type":94,"title":4900,"context":4896},"MCP (Model Context Protocol)",{"type":94,"title":4902,"context":4896},"GitHub Actions",{"type":94,"title":4904,"context":4896},"Linear",{"relevance":106,"novelty":107,"quality":107,"actionability":107,"composite":108,"reasoning":4906},"Category: AI Automation. The article provides a comprehensive overview of loop engineering, which is directly relevant to building AI-powered products by shifting the focus from prompting to system design. It introduces actionable components like automations and state management that developers can implement in their workflows.","\u002Fsummaries\u002F7134d3eeadba582a-loop-engineering-moving-from-prompting-to-system-d-summary","2026-06-08 12:56:55",{"title":4787,"description":80},{"loc":4907},"7134d3eeadba582a","Addy Osmani Blog","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Floop-engineering\u002F","summaries\u002F7134d3eeadba582a-loop-engineering-moving-from-prompting-to-system-d-summary",[122,4705,123,4916],"software-engineering","Loop engineering shifts the developer's role from manually prompting agents to designing autonomous systems that orchestrate agents, manage state, and verify work independently.",[123,4916],"X11Y2Q_mm9lq2M_gi1WAhNF_VbE9GmT6zN_uiNaFwL0",{"id":4921,"title":4922,"ai":4923,"body":4928,"categories":5028,"created_at":88,"date_modified":88,"description":80,"extension":89,"faq":88,"featured":90,"kicker_label":88,"meta":5029,"navigation":110,"path":5033,"published_at":5034,"question":88,"scraped_at":5035,"seo":5036,"sitemap":5037,"source_id":5038,"source_name":5039,"source_type":118,"source_url":5040,"stem":5041,"tags":5042,"thumbnail_url":5045,"tldr":5046,"tweet":5047,"unknown_tags":5048,"__hash__":5049},"summaries\u002Fsummaries\u002Fa473e1262879e850-modernizing-legacy-systems-with-agentic-coding-summary.md","Modernizing Legacy Systems with Agentic Coding",{"provider":7,"model":8,"input_tokens":4924,"output_tokens":4925,"processing_time_ms":4926,"cost_usd":4927},6059,564,3576,0.00236075,{"type":14,"value":4929,"toc":5023},[4930,4934,4937,4957,4961,4964,4996,5000,5003],[17,4931,4933],{"id":4932},"the-hidden-cost-of-legacy-systems","The Hidden Cost of Legacy Systems",[22,4935,4936],{},"Software teams often lose 60-70% of their development time to \"code archaeology\"—the process of understanding undocumented legacy systems before making changes. In complex environments, such as financial services, this is complicated by three primary factors:",[26,4938,4939,4945,4951],{},[29,4940,4941,4944],{},[32,4942,4943],{},"Tangled Dependencies:"," Hidden coupling where disparate systems share database tables or logic, causing cascading failures when one component is modified.",[29,4946,4947,4950],{},[32,4948,4949],{},"Framework Gaps:"," The technical debt of running on outdated versions (e.g., Java 8), which creates compatibility issues during modernization.",[29,4952,4953,4956],{},[32,4954,4955],{},"Undocumented External Connections:"," Unmapped integrations with external bureaus or regulatory bodies that fail silently when internal data formats change.",[17,4958,4960],{"id":4959},"the-agentic-modernization-cycle","The Agentic Modernization Cycle",[22,4962,4963],{},"Agentic coding acts as an \"AI building inspector\" that performs iterative discovery and validation. The process follows a structured cycle to mitigate risk:",[4658,4965,4966,4972,4978,4984,4990],{},[29,4967,4968,4971],{},[32,4969,4970],{},"System Analysis:"," The AI builds a functional model of the codebase, mapping call paths and data flows to uncover undocumented business logic (e.g., specific sequences of compliance checks).",[29,4973,4974,4977],{},[32,4975,4976],{},"Boundary Identification:"," Instead of manual guessing, the AI proposes safe extraction points for new services, flagging potential conflicts with existing dependencies.",[29,4979,4980,4983],{},[32,4981,4982],{},"Automated Test Generation:"," The AI generates comprehensive test suites based on actual system behavior, including edge cases like timeouts and partial failures, which are often overlooked in manual testing.",[29,4985,4986,4989],{},[32,4987,4988],{},"Human-in-the-Loop Validation:"," Developers review the AI's proposed boundaries and tests, applying their domain expertise to approve changes before implementation.",[29,4991,4992,4995],{},[32,4993,4994],{},"Parallel Execution:"," The new service runs alongside the legacy system with identical inputs. The AI flags any output divergence, allowing for immediate correction before the feature goes live.",[17,4997,4999],{"id":4998},"maintaining-control-and-trust","Maintaining Control and Trust",[22,5001,5002],{},"To safely apply agentic coding to mission-critical systems, teams must enforce strict guardrails:",[26,5004,5005,5011,5017],{},[29,5006,5007,5010],{},[32,5008,5009],{},"Human Approval:"," No code is modified or deployed without explicit developer review.",[29,5012,5013,5016],{},[32,5014,5015],{},"Traceability:"," Every change is committed to Git, ensuring a full history for auditing and easy rollbacks.",[29,5018,5019,5022],{},[32,5020,5021],{},"No Autonomous Deployment:"," The AI serves as an investigative and generative partner, but the final decision to push to production remains firmly with the human engineering team.",{"title":80,"searchDepth":81,"depth":81,"links":5024},[5025,5026,5027],{"id":4932,"depth":81,"text":4933},{"id":4959,"depth":81,"text":4960},{"id":4998,"depth":81,"text":4999},[87],{"content_references":5030,"triage":5031},[],{"relevance":106,"novelty":107,"quality":107,"actionability":107,"composite":108,"reasoning":5032},"Category: AI Automation. The article discusses agentic coding, a practical application of AI in modernizing legacy systems, which directly addresses the pain points of developers dealing with outdated code. It provides a structured cycle for implementation, making it actionable for the audience.","\u002Fsummaries\u002Fa473e1262879e850-modernizing-legacy-systems-with-agentic-coding-summary","2026-06-08 11:00:07","2026-06-08 12:56:26",{"title":4922,"description":80},{"loc":5033},"a473e1262879e850","IBM Technology","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=PjrXaC5UsIw","summaries\u002Fa473e1262879e850-modernizing-legacy-systems-with-agentic-coding-summary",[122,5043,123,5044],"devops","legacy-code","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FPjrXaC5UsIw\u002Fhqdefault.jpg","Agentic coding uses AI to map complex dependencies and automate discovery in legacy systems, allowing developers to focus on high-level architecture and validation rather than manual code archaeology.","This video provides a high-level conceptual overview of how AI-assisted tools can be used to map and refactor legacy codebases. It functions as a pitch for the [IBM approach to agentic coding](https:\u002F\u002Fibm.biz\u002F~aGxquxVMS), focusing on the theoretical workflow of using AI to analyze dependencies and generate tests before human developers perform manual updates.",[123,5044],"jyQWFoH-npiIW6u9wHvW0CQUaU0-y6YZKh0Qmzru-Xo"]