[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-08f2075285687341-free-nvidia-apis-unlock-kimi-k2-5-glm-5-in-kilo-cl-summary":3,"summaries-facets-categories":87,"summary-related-08f2075285687341-free-nvidia-apis-unlock-kimi-k2-5-glm-5-in-kilo-cl-summary":3656},{"id":4,"title":5,"ai":6,"body":13,"categories":61,"created_at":63,"date_modified":63,"description":64,"extension":65,"faq":63,"featured":66,"kicker_label":63,"meta":67,"navigation":68,"path":69,"published_at":70,"question":63,"scraped_at":71,"seo":72,"sitemap":73,"source_id":74,"source_name":75,"source_type":76,"source_url":77,"stem":78,"tags":79,"thumbnail_url":63,"tldr":84,"tweet":63,"unknown_tags":85,"__hash__":86},"summaries\u002Fsummaries\u002F08f2075285687341-free-nvidia-apis-unlock-kimi-k2-5-glm-5-in-kilo-cl-summary.md","Free NVIDIA APIs Unlock Kimi K2.5, GLM-5 in Kilo CLI",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",5673,1238,10985,0.00173095,{"type":14,"value":15,"toc":54},"minimark",[16,21,34,38,41,45],[17,18,20],"h2",{"id":19},"slash-commands-simplify-provider-integration","Slash Commands Simplify Provider Integration",[22,23,24,25,29,30,33],"p",{},"Connect NVIDIA's API Catalog to Kilo CLI (or OpenCode fork) without editing configs, JSON providers, base URLs, or env vars. Get a free API key from build.nvidia.com by joining the developer program. In Kilo CLI, run ",[26,27,28],"code",{},"\u002Fconnect",", select NVIDIA, paste the key—setup completes automatically. Then ",[26,31,32],{},"\u002Fmodels"," lists available options like Kimi K2.5, MiniMax M2.5, GLM-5. This one-time connection exposes multiple labs' models through NVIDIA, avoiding separate dashboards and billing. Free serverless access suits dev\u002Ftesting but follows trial terms—not infinite production use.",[17,35,37],{"id":36},"leverage-long-context-models-for-complex-tasks","Leverage Long-Context Models for Complex Tasks",[22,39,40],{},"Kimi K2.5 offers 256K token context as an open-source multimodal agentic model, ideal for retaining project state in multi-step coding. MiniMax M2.5 (204K context) excels at action-oriented tasks. GLM-5 (205K context) targets complex systems engineering and long-horizon agentic workflows with strong reasoning over large context. Access all via one provider, testing without per-token costs during dev.",[17,42,44],{"id":43},"switch-models-mid-workflow-for-optimal-results","Switch Models Mid-Workflow for Optimal Results",[22,46,47,48,50,51,53],{},"Post-setup, use Kilo CLI's agentic flow unchanged: inspect repos, analyze architecture, fix debt, build apps (e.g., Atari cropper, Next.js dashboard). Run ",[26,49,32],{}," to swap instantly—compare Kimi on one task, GLM-5 on reasoning-heavy refactors, MiniMax on long edits—without reconnecting. Test multiple prompts per model to match task styles. Caveats: Availability\u002Flimits may shift; verify ",[26,52,32],{}," list matches your NVIDIA catalog; free tier for testing, not heavy production.",{"title":55,"searchDepth":56,"depth":56,"links":57},"",2,[58,59,60],{"id":19,"depth":56,"text":20},{"id":36,"depth":56,"text":37},{"id":43,"depth":56,"text":44},[62],"AI & LLMs",null,"Visit OnDemand: https:\u002F\u002Fapp.on-demand.io\u002Fauth\u002Fsignup?refCode=AICODEKING_MI5\n\nIn this video, I'll show you how to use NVIDIA's API Catalog in Kilo CLI to access models like Kimi K2.5, MiniMax M2.5, and GLM-5 in an agentic coding workflow, with NVIDIA currently offering free serverless API access for development and testing.\n\n--\nKey Takeaways:\n\n🚀 You can connect NVIDIA's API Catalog to Kilo CLI in just a few steps using the slash connect command.\n🔑 All you need is an NVIDIA API key from build dot nvidia dot com to get started.\n🧠 NVIDIA gives you access to strong models like Kimi K2.5, MiniMax M2.5, and GLM-5 through one provider.\n💻 You do not need to manually edit config files, write provider JSON, or mess with base URLs.\n🔄 Once connected, you can quickly switch between models inside Kilo CLI using the slash models command.\n🛠️ The same general flow also works in OpenCode, since Kilo is very similar in setup and usage.\n💸 NVIDIA's serverless API access is currently free for development, making this a practical option for testing and coding workflows.\n👍 Overall, this is a very easy and budget-friendly way to use high-end models in a real agentic coding environment.","md",false,{},true,"\u002Fsummaries\u002F08f2075285687341-free-nvidia-apis-unlock-kimi-k2-5-glm-5-in-kilo-cl-summary","2026-03-18 09:45:37","2026-04-04 23:37:05",{"title":5,"description":64},{"loc":69},"08f2075285687341","AICodeKing","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=bdNf-KieKTY","summaries\u002F08f2075285687341-free-nvidia-apis-unlock-kimi-k2-5-glm-5-in-kilo-cl-summary",[80,81,82,83],"agents","ai-tools","ai-llms","dev-productivity","Use NVIDIA's free dev APIs in Kilo CLI: \u002Fconnect with API key from build.nvidia.com, then \u002Fmodels to swap Kimi K2.5 (256K ctx), MiniMax M2.5 (204K), GLM-5 (205K) for agentic coding—no config edits needed.",[82,83],"ng_BOm13eAONt5popWCNG6Oj98UmU4x-6vnhli9mZro",[88,91,94,96,99,102,104,106,108,110,112,114,117,119,121,123,125,127,129,131,133,135,138,141,143,145,148,150,152,155,157,159,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,201,203,205,207,209,211,213,215,217,219,221,223,225,227,229,231,233,235,237,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,22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Common tools include read, write, run command, search, and web search. Prefix chat messages with # (e.g., #read) to invoke tools manually, but agentic programming shines when you describe tasks in natural language, letting the agent decide tool usage. This shifts development from manual scripting to high-level orchestration, accelerating tasks like writing tests or code updates.",[17,3685,3687],{"id":3686},"prevent-context-overflow-in-long-sessions","Prevent Context Overflow in Long Sessions",[22,3689,3690],{},"Agents operate within a 200,000-token context window (roughly one English word per token), visible as a percentage bar that turns red when nearing capacity. Breakdown shows: system instructions (built-in guidelines), tool definitions (minimize by enabling only needed tools), user context (messages, responses, tool outputs like file reads or terminal results), and compact conversation (summarized chat history). Manually compact via the button or \u002Fcompact slash command to retain key details without bloating memory. VS Code auto-compacts intelligently in the background. As sessions grow with more code\u002Ffeatures, monitor to avoid early messages being forgotten, ensuring consistent task completion.",{"title":55,"searchDepth":56,"depth":56,"links":3692},[3693,3694,3695],{"id":3669,"depth":56,"text":3670},{"id":3679,"depth":56,"text":3680},{"id":3686,"depth":56,"text":3687},[62],"In this video we'll look at Permissions, Tool Calls and the Context Window.\n\n🔎 Chapters:\n00:00 In this video\n00:28 Permissions and Levels of Approval\n03:16 Tool Calls\n03:55 Context Window\n06:19 Summary\n06:37 What's next - Reviewing and controlling agent changes\n\n🎙️ Featuring: Gwyneth Peña-Siguenza (https:\u002F\u002Fx.com\u002Fmadebygps)\n\n📲 Follow VS Code:\nX: https:\u002F\u002Fx.com\u002Fcode\nBluesky: https:\u002F\u002Fbsky.app\u002Fprofile\u002Fvscode.dev\nYouTube:    \u002F code  \nLinkedIn:   \u002F 104107263  \nGitHub: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fvscode\n\n#vscode #agents",{},"\u002Fsummaries\u002Fe559a3e72083a6ab-control-vs-code-agents-permissions-tools-context-summary","2026-04-06 16:15:03","2026-04-06 16:40:13",{"title":3659,"description":3697},{"loc":3699},"e559a3e72083a6ab","Visual Studio Code","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=WcN74XvZGes","summaries\u002Fe559a3e72083a6ab-control-vs-code-agents-permissions-tools-context-summary",[80,81,83],"Set default, bypass, or autopilot approvals to tune VS Code Copilot agent autonomy; monitor tool calls like read\u002Fwrite\u002Frun; track 200k-token context window and compact it to avoid forgetting.",[83],"8jzhWspIbESjAfH22ySR8aT0Gtozv82h-GSV5aABQII",{"id":3713,"title":3714,"ai":3715,"body":3720,"categories":4151,"created_at":63,"date_modified":63,"description":55,"extension":65,"faq":63,"featured":66,"kicker_label":63,"meta":4152,"navigation":68,"path":4169,"published_at":63,"question":63,"scraped_at":4170,"seo":4171,"sitemap":4172,"source_id":4173,"source_name":4174,"source_type":4175,"source_url":4176,"stem":4177,"tags":4178,"thumbnail_url":63,"tldr":4179,"tweet":63,"unknown_tags":4180,"__hash__":4181},"summaries\u002Fsummaries\u002Fe1aefeeab36a8432-add-mcp-servers-to-vs-code-for-ai-agent-tools-summary.md","Add MCP Servers to VS Code for AI Agent Tools",{"provider":7,"model":8,"input_tokens":3716,"output_tokens":3717,"processing_time_ms":3718,"cost_usd":3719},6569,1646,7615,0.00211415,{"type":14,"value":3721,"toc":4146},[3722,3726,3746,3756,3883,3906,3910,3920,4054,4068,4072,4093,4096,4127,4142],[17,3723,3725],{"id":3724},"install-mcp-servers-via-extensions-for-instant-ai-tool-access","Install MCP Servers via Extensions for Instant AI Tool Access",[22,3727,3728,3729,3732,3733,3736,3737,3740,3741,3745],{},"Search ",[26,3730,3731],{},"@mcp"," or ",[26,3734,3735],{},"@mcp playwright"," in the Extensions view (⇧⌘X) to find and install servers like Playwright MCP from the gallery. User installs go to your profile; right-click for workspace installs, updating ",[26,3738,3739],{},".vscode\u002Fmcp.json",". Confirm trust in the dialog to start—VS Code auto-discovers tools for chat. Prompt example: \"Go to code.visualstudio.com, decline cookie banner, screenshot homepage\" invokes browser tools, with optional confirmation per call. Toggle tools via ",[3742,3743,3744],"strong",{},"Configure Tools"," button.",[22,3747,3748,3749,3752,3753,3755],{},"Manually edit ",[26,3750,3751],{},"mcp.json"," (user or ",[26,3754,3739],{},") for custom setups:",[3757,3758,3762],"pre",{"className":3759,"code":3760,"language":3761,"meta":55,"style":55},"language-json shiki shiki-themes github-light github-dark","{\n  \"servers\": {\n    \"github\": {\n      \"type\": \"http\",\n      \"url\": \"https:\u002F\u002Fapi.githubcopilot.com\u002Fmcp\"\n    },\n    \"playwright\": {\n      \"command\": \"npx\",\n      \"args\": [\"-y\", \"@microsoft\u002Fmcp-server-playwright\"]\n    }\n  }\n}\n","json",[26,3763,3764,3773,3782,3790,3806,3817,3823,3831,3844,3865,3871,3877],{"__ignoreMap":55},[3765,3766,3769],"span",{"class":3767,"line":3768},"line",1,[3765,3770,3772],{"class":3771},"sVt8B","{\n",[3765,3774,3775,3779],{"class":3767,"line":56},[3765,3776,3778],{"class":3777},"sj4cs","  \"servers\"",[3765,3780,3781],{"class":3771},": {\n",[3765,3783,3785,3788],{"class":3767,"line":3784},3,[3765,3786,3787],{"class":3777},"    \"github\"",[3765,3789,3781],{"class":3771},[3765,3791,3793,3796,3799,3803],{"class":3767,"line":3792},4,[3765,3794,3795],{"class":3777},"      \"type\"",[3765,3797,3798],{"class":3771},": ",[3765,3800,3802],{"class":3801},"sZZnC","\"http\"",[3765,3804,3805],{"class":3771},",\n",[3765,3807,3809,3812,3814],{"class":3767,"line":3808},5,[3765,3810,3811],{"class":3777},"      \"url\"",[3765,3813,3798],{"class":3771},[3765,3815,3816],{"class":3801},"\"https:\u002F\u002Fapi.githubcopilot.com\u002Fmcp\"\n",[3765,3818,3820],{"class":3767,"line":3819},6,[3765,3821,3822],{"class":3771},"    },\n",[3765,3824,3826,3829],{"class":3767,"line":3825},7,[3765,3827,3828],{"class":3777},"    \"playwright\"",[3765,3830,3781],{"class":3771},[3765,3832,3834,3837,3839,3842],{"class":3767,"line":3833},8,[3765,3835,3836],{"class":3777},"      \"command\"",[3765,3838,3798],{"class":3771},[3765,3840,3841],{"class":3801},"\"npx\"",[3765,3843,3805],{"class":3771},[3765,3845,3847,3850,3853,3856,3859,3862],{"class":3767,"line":3846},9,[3765,3848,3849],{"class":3777},"      \"args\"",[3765,3851,3852],{"class":3771},": [",[3765,3854,3855],{"class":3801},"\"-y\"",[3765,3857,3858],{"class":3771},", ",[3765,3860,3861],{"class":3801},"\"@microsoft\u002Fmcp-server-playwright\"",[3765,3863,3864],{"class":3771},"]\n",[3765,3866,3868],{"class":3767,"line":3867},10,[3765,3869,3870],{"class":3771},"    }\n",[3765,3872,3874],{"class":3767,"line":3873},11,[3765,3875,3876],{"class":3771},"  }\n",[3765,3878,3880],{"class":3767,"line":3879},12,[3765,3881,3882],{"class":3771},"}\n",[22,3884,3885,3886,3889,3890,3893,3894,3897,3898,3901,3902,3905],{},"Use ",[3742,3887,3888],{},"MCP: Add Server"," command for guided addition. Avoid hardcoding API keys—use input variables. For remotes\u002FDev Containers, configure in ",[26,3891,3892],{},"devcontainer.json"," under ",[26,3895,3896],{},"customizations.vscode.mcp",". CLI add: ",[26,3899,3900],{},"code --add-mcp '{\"name\":\"my-server\",\"command\":\"uvx\",\"args\":[\"mcp-server-fetch\"]}'",". Enable ",[26,3903,3904],{},"chat.mcp.discovery.enabled"," to reuse from apps like Claude Desktop.",[17,3907,3909],{"id":3908},"secure-servers-with-sandboxing-and-centralized-management","Secure Servers with Sandboxing and Centralized Management",[22,3911,3912,3913,3916,3917,3919],{},"On macOS\u002FLinux, set ",[26,3914,3915],{},"\"sandboxEnabled\": true"," in ",[26,3918,3751],{}," for stdio servers, restricting filesystem\u002Fnetwork:",[3757,3921,3923],{"className":3759,"code":3922,"language":3761,"meta":55,"style":55},"{\n  \"servers\": {\n    \"myServer\": {\n      \"type\": \"stdio\",\n      \"command\": \"npx\",\n      \"args\": [\"-y\", \"@example\u002Fmcp-server\"],\n      \"sandboxEnabled\": true,\n      \"sandbox\": {\n        \"filesystem\": { \"allowWrite\": [\"${workspaceFolder}\"] },\n        \"network\": { \"allowedDomains\": [\"api.example.com\"] }\n      }\n    }\n  }\n}\n",[26,3924,3925,3929,3935,3942,3953,3963,3979,3991,3998,4017,4035,4040,4044,4049],{"__ignoreMap":55},[3765,3926,3927],{"class":3767,"line":3768},[3765,3928,3772],{"class":3771},[3765,3930,3931,3933],{"class":3767,"line":56},[3765,3932,3778],{"class":3777},[3765,3934,3781],{"class":3771},[3765,3936,3937,3940],{"class":3767,"line":3784},[3765,3938,3939],{"class":3777},"    \"myServer\"",[3765,3941,3781],{"class":3771},[3765,3943,3944,3946,3948,3951],{"class":3767,"line":3792},[3765,3945,3795],{"class":3777},[3765,3947,3798],{"class":3771},[3765,3949,3950],{"class":3801},"\"stdio\"",[3765,3952,3805],{"class":3771},[3765,3954,3955,3957,3959,3961],{"class":3767,"line":3808},[3765,3956,3836],{"class":3777},[3765,3958,3798],{"class":3771},[3765,3960,3841],{"class":3801},[3765,3962,3805],{"class":3771},[3765,3964,3965,3967,3969,3971,3973,3976],{"class":3767,"line":3819},[3765,3966,3849],{"class":3777},[3765,3968,3852],{"class":3771},[3765,3970,3855],{"class":3801},[3765,3972,3858],{"class":3771},[3765,3974,3975],{"class":3801},"\"@example\u002Fmcp-server\"",[3765,3977,3978],{"class":3771},"],\n",[3765,3980,3981,3984,3986,3989],{"class":3767,"line":3825},[3765,3982,3983],{"class":3777},"      \"sandboxEnabled\"",[3765,3985,3798],{"class":3771},[3765,3987,3988],{"class":3777},"true",[3765,3990,3805],{"class":3771},[3765,3992,3993,3996],{"class":3767,"line":3833},[3765,3994,3995],{"class":3777},"      \"sandbox\"",[3765,3997,3781],{"class":3771},[3765,3999,4000,4003,4006,4009,4011,4014],{"class":3767,"line":3846},[3765,4001,4002],{"class":3777},"        \"filesystem\"",[3765,4004,4005],{"class":3771},": { ",[3765,4007,4008],{"class":3777},"\"allowWrite\"",[3765,4010,3852],{"class":3771},[3765,4012,4013],{"class":3801},"\"${workspaceFolder}\"",[3765,4015,4016],{"class":3771},"] },\n",[3765,4018,4019,4022,4024,4027,4029,4032],{"class":3767,"line":3867},[3765,4020,4021],{"class":3777},"        \"network\"",[3765,4023,4005],{"class":3771},[3765,4025,4026],{"class":3777},"\"allowedDomains\"",[3765,4028,3852],{"class":3771},[3765,4030,4031],{"class":3801},"\"api.example.com\"",[3765,4033,4034],{"class":3771},"] }\n",[3765,4036,4037],{"class":3767,"line":3873},[3765,4038,4039],{"class":3771},"      }\n",[3765,4041,4042],{"class":3767,"line":3879},[3765,4043,3870],{"class":3771},[3765,4045,4047],{"class":3767,"line":4046},13,[3765,4048,3876],{"class":3771},[3765,4050,4052],{"class":3767,"line":4051},14,[3765,4053,3882],{"class":3771},[22,4055,4056,4057,4060,4061,3916,4064,4067],{},"Auto-approves tool calls in sandbox. Organizations control via GitHub policies. Trust resets with ",[3742,4058,4059],{},"MCP: Reset Trust",". Sync configs across devices via Settings Sync by enabling ",[3742,4062,4063],{},"MCP Servers",[3742,4065,4066],{},"Settings Sync: Configure",".",[17,4069,4071],{"id":4070},"manage-debug-and-extend-with-resources-prompts-apps","Manage, Debug, and Extend with Resources, Prompts, Apps",[22,4073,4074,4075,4077,4078,4081,4082,4085,4086,4088,4089,4092],{},"Manage via Extensions view (right-click\u002Fgear), ",[26,4076,3751],{}," lenses (",[3742,4079,4080],{},"MCP: Open User\u002FWorkspace Config","), or ",[3742,4083,4084],{},"MCP: List Servers"," commands: start\u002Fstop, logs, uninstall, cache clear. Enable\u002Fdisable per server\u002Fworkspace without altering ",[26,4087,3751],{},". Auto-restart on config changes with ",[26,4090,4091],{},"chat.mcp.autoStart"," (Experimental).",[22,4094,4095],{},"Beyond tools, access:",[4097,4098,4099,4112,4121],"ul",{},[4100,4101,4102,4105,4106,3732,4109,4067],"li",{},[3742,4103,4104],{},"Resources",": Add read-only context (files\u002FDBs\u002FAPIs) via ",[3742,4107,4108],{},"Add Context > MCP Resources",[3742,4110,4111],{},"MCP: Browse Resources",[4100,4113,4114,3798,4117,4120],{},[3742,4115,4116],{},"Prompts",[26,4118,4119],{},"\u002F\u003Cserver>.\u003Cprompt>"," for templates.",[4100,4122,4123,4126],{},[3742,4124,4125],{},"Apps",": Inline UIs (forms\u002Fvisuals) auto-render if supported.",[22,4128,4129,4130,4133,4134,4137,4138,4141],{},"Debug: Click Chat error > ",[3742,4131,4132],{},"Show Output",", or ",[3742,4135,4136],{},"MCP: List Servers > Show Output",". Check detached containers avoid ",[26,4139,4140],{},"-d"," flag.",[4143,4144,4145],"style",{},"html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}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":55,"searchDepth":56,"depth":56,"links":4147},[4148,4149,4150],{"id":3724,"depth":56,"text":3725},{"id":3908,"depth":56,"text":3909},{"id":4070,"depth":56,"text":4071},[62],{"content_references":4153,"triage":4166},[4154,4159,4163],{"type":4155,"title":4156,"url":4157,"context":4158},"other","Model Context Protocol (MCP)","https:\u002F\u002Fmodelcontextprotocol.io\u002F","mentioned",{"type":4160,"title":4161,"url":4162,"context":4158},"tool","Playwright MCP","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fplaywright-mcp",{"type":4155,"title":4164,"url":4165,"context":4158},"MCP Apps blog post","https:\u002F\u002Fcode.visualstudio.com\u002Fblogs\u002F2026\u002F01\u002F26\u002Fmcp-apps-support",{"relevance":3808,"novelty":3784,"quality":3792,"actionability":3808,"composite":4167,"reasoning":4168},4.35,"Category: AI & LLMs. The article provides a detailed guide on integrating MCP servers into VS Code, addressing practical applications for AI agents, which is highly relevant for developers looking to enhance their productivity with AI tools. It includes specific commands and configurations that users can implement directly, making it immediately actionable.","\u002Fsummaries\u002Fe1aefeeab36a8432-add-mcp-servers-to-vs-code-for-ai-agent-tools-summary","2026-04-16 03:04:16",{"title":3714,"description":55},{"loc":4169},"e1aefeeab36a8432","__oneoff__","article","https:\u002F\u002Fcode.visualstudio.com\u002Fdocs\u002Fcopilot\u002Fchat\u002Fmcp-servers","summaries\u002Fe1aefeeab36a8432-add-mcp-servers-to-vs-code-for-ai-agent-tools-summary",[81,80,83],"Install MCP servers via VS Code extensions or mcp.json to give AI agents access to tools like browsers, databases, and APIs, with built-in trust prompts and sandboxing for security.",[83],"OOLNj8sjVtZMclC5ghBWhSlz6JPacDgKJ4ebUCRp6ek",{"id":4183,"title":4184,"ai":4185,"body":4190,"categories":4218,"created_at":63,"date_modified":63,"description":55,"extension":65,"faq":63,"featured":66,"kicker_label":63,"meta":4219,"navigation":68,"path":4232,"published_at":4233,"question":63,"scraped_at":4233,"seo":4234,"sitemap":4235,"source_id":4236,"source_name":4237,"source_type":4175,"source_url":4238,"stem":4239,"tags":4240,"thumbnail_url":63,"tldr":4241,"tweet":63,"unknown_tags":4242,"__hash__":4243},"summaries\u002Fsummaries\u002Fdd83ecd40f2ff407-10x-engineering-speed-with-codex-and-chatgpt-rollo-summary.md","10x Engineering Speed with Codex and ChatGPT Rollout",{"provider":7,"model":8,"input_tokens":4186,"output_tokens":4187,"processing_time_ms":4188,"cost_usd":4189},6573,1470,21414,0.00202695,{"type":14,"value":4191,"toc":4213},[4192,4196,4199,4203,4206,4210],[17,4193,4195],{"id":4194},"dual-layer-rollout-balances-broad-access-and-deep-integration","Dual-Layer Rollout Balances Broad Access and Deep Integration",[22,4197,4198],{},"AutoScout24 deployed ChatGPT organization-wide to 2,000 employees for baseline AI literacy, while integrating Codex—a coding agent—into engineering, data, and product workflows for 1,000 builders. After a 3-month team evaluation confirming usability, compatibility, and productivity gains, Codex handled high-impact tasks like automated pull request reviews, large-scale refactoring, technical documentation, and post-incident analysis. Non-technical roles used AI for rapid prototyping, cutting manual workloads and enabling faster platform improvements for 30 million users and 45,000 dealers. A cross-functional AI Champions network created feedback loops, embedding AI into existing processes to drive organic adoption without top-down mandates.",[17,4200,4202],{"id":4201},"quantified-wins-in-speed-quality-and-throughput","Quantified Wins in Speed, Quality, and Throughput",[22,4204,4205],{},"Development timelines dropped ~10x for select projects—from 2-3 weeks to 2-3 days—boosting iteration and experimentation. Code quality rose via automated reviews ensuring consistency, while engineering throughput increased overall. This scaled innovation amid legacy migrations and complexity, directly improving buyer search\u002Fpurchase flows and dealer marketing tools.",[17,4207,4209],{"id":4208},"leadership-principles-for-ai-scaling","Leadership Principles for AI Scaling",[22,4211,4212],{},"Combine broad access (ChatGPT) with targeted integration (Codex) to amplify impact; prioritize real-world use cases over mandates; use champions for organic knowledge spread; evaluate tools on metrics like productivity and quality; augment teams rather than replace them. Future plans deepen AI into core systems for greater automation.",{"title":55,"searchDepth":56,"depth":56,"links":4214},[4215,4216,4217],{"id":4194,"depth":56,"text":4195},{"id":4201,"depth":56,"text":4202},{"id":4208,"depth":56,"text":4209},[90],{"content_references":4220,"triage":4230},[4221,4225,4227],{"type":4160,"title":4222,"publisher":4223,"url":4224,"context":4158},"ChatGPT","OpenAI","https:\u002F\u002Fchatgpt.com",{"type":4160,"title":4226,"publisher":4223,"context":4158},"Codex",{"type":4155,"title":4228,"url":4229,"context":4158},"AutoScout24 Group","https:\u002F\u002Fwww.autoscout24.com\u002F",{"relevance":3808,"novelty":3792,"quality":3792,"actionability":3792,"composite":4167,"reasoning":4231},"Category: AI Automation. The article provides a detailed case study on how AutoScout24 effectively integrated AI tools like ChatGPT and Codex to enhance engineering productivity, addressing the audience's need for practical applications of AI in product development. It outlines specific outcomes, such as reducing development cycles by 10x, which offers actionable insights for builders looking to implement similar strategies.","\u002Fsummaries\u002Fdd83ecd40f2ff407-10x-engineering-speed-with-codex-and-chatgpt-rollo-summary","2026-05-13 12:01:01",{"title":4184,"description":55},{"loc":4232},"dd83ecd40f2ff407","OpenAI News","https:\u002F\u002Fopenai.com\u002Findex\u002Fautoscout24","summaries\u002Fdd83ecd40f2ff407-10x-engineering-speed-with-codex-and-chatgpt-rollo-summary",[81,83,82],"AutoScout24 slashed dev cycles from 2-3 weeks to 2-3 days by giving ChatGPT to 2,000 employees and Codex to 1,000 builders, using AI champions and workflow integration for organic adoption.",[83,82],"DW5vKJyQMcoZ528SVvGRb8e-hP_6f5KPNEHwSymNVE4",{"id":4245,"title":4246,"ai":4247,"body":4252,"categories":4289,"created_at":63,"date_modified":63,"description":55,"extension":65,"faq":63,"featured":66,"kicker_label":63,"meta":4290,"navigation":68,"path":4308,"published_at":4309,"question":63,"scraped_at":4310,"seo":4311,"sitemap":4312,"source_id":4313,"source_name":4314,"source_type":76,"source_url":4315,"stem":4316,"tags":4317,"thumbnail_url":4318,"tldr":4319,"tweet":4320,"unknown_tags":4321,"__hash__":4322},"summaries\u002Fsummaries\u002F608b6bf8ea822974-voice-ai-s-her-moment-blocked-by-latency-duplex-an-summary.md","Voice AI's 'Her' Moment Blocked by Latency, Duplex, and Cost",{"provider":7,"model":8,"input_tokens":4248,"output_tokens":4249,"processing_time_ms":4250,"cost_usd":4251},7506,1841,21875,0.00191485,{"type":14,"value":4253,"toc":4284},[4254,4258,4261,4264,4268,4271,4274,4278,4281],[17,4255,4257],{"id":4256},"cascaded-pipelines-deliver-intelligence-but-fail-human-latency","Cascaded Pipelines Deliver Intelligence but Fail Human Latency",[22,4259,4260],{},"Cascaded systems—speech-to-text, LLM, text-to-speech—power useful voice agents today but can't mimic human conversations. Human responses total ~200ms across understanding, reasoning, and speaking; even fast TTS alone exceeds 200ms, and tool calls add 500ms-4s delays, making interactions laggy and robotic. Fillers help: while awaiting tool results, the LLM generates chit-chat (e.g., praising Tokyo's shrines during hotel search) to maintain flow, masking unpredictable latencies without solving the root architectural flaw.",[22,4262,4263],{},"Demos from top players like 11 Labs show smooth voices but high latency and no overlap handling, feeling scripted. Agents gain traction as LLMs get smarter, but voice merely wraps text intelligence, ignoring audio nuances.",[17,4265,4267],{"id":4266},"full-duplex-unlocks-natural-overlap-but-stupidity-persists","Full-Duplex Unlocks Natural Overlap, but Stupidity Persists",[22,4269,4270],{},"Speech-to-speech models cut latency by skipping transcription but remain half-duplex (listen or speak, never both), breaking on backchanneling—overlaps like 'uh-huh' that fill 20% of human talk, signaling active listening (cultural in Japanese). Half-duplex demos frustrate: models halt on interruptions, demanding 'don't interrupt' despite humans doing it constantly.",[22,4272,4273],{},"Moshi, the first full-duplex model (~2 years old), handles overlaps robustly: users talk over it mid-response (e.g., querying ship supplies while it plots a Sirius trajectory), and it adapts without breaking. Nvidia's recent Personal Voice builds on it. Yet Moshi stays 'stupid'—no tools, agents, or tasks; pointless after minutes. Full-duplex flows indistinguishably human if trained on dialogue data, but lacks cascaded systems' reliability, observability, and intelligence. Path forward: infuse full-duplex with agent smarts.",[17,4275,4277],{"id":4276},"paralinguistics-and-economics-block-emotional-depth","Paralinguistics and Economics Block Emotional Depth",[22,4279,4280],{},"Voice encodes tone, hesitation, discomfort—paralinguistic cues lost in transcription. 'Her' nails this: Samantha infers unease from tone alone. Speech-to-speech retains cues but ignores them unless trained to respond (e.g., factual QA datasets teach nothing emotional). True 'Her' demands models exploiting voice for empathy, a science challenge beyond prompts.",[22,4282,4283],{},"Scaling kills: hours-long use burns cash on TTS (hyperscalers run at loss; startups exhaust funds pre-growth). LLM costs are negligible; TTS dominates. Privacy pushes on-device: Gradium Phonon (\u003C1B params) runs on smartphone CPUs with voice cloning, outperforming priors like Coqui sans cloning. Enables consumer apps without API fees, total privacy, no cloud latency—demoed in Rick & Morty voice for smooth, local synthesis.",{"title":55,"searchDepth":56,"depth":56,"links":4285},[4286,4287,4288],{"id":4256,"depth":56,"text":4257},{"id":4266,"depth":56,"text":4267},{"id":4276,"depth":56,"text":4277},[],{"content_references":4291,"triage":4305},[4292,4295,4298,4300,4303],{"type":4155,"title":4293,"context":4294},"Her","cited",{"type":4160,"title":4296,"author":4297,"context":4158},"Moshi","Gradium AI",{"type":4160,"title":4299,"context":4158},"11 Labs",{"type":4160,"title":4301,"author":4297,"context":4302},"Gradium Phonon","recommended",{"type":4160,"title":4304,"context":4158},"Nvidia Personal Voice",{"relevance":3792,"novelty":3784,"quality":3792,"actionability":56,"composite":4306,"reasoning":4307},3.4,"Category: AI & LLMs. The article discusses the limitations of current voice AI systems, particularly in latency and interaction quality, which directly addresses pain points for developers looking to build AI-powered voice features. However, while it presents some insights, it lacks concrete actionable steps for implementation.","\u002Fsummaries\u002F608b6bf8ea822974-voice-ai-s-her-moment-blocked-by-latency-duplex-an-summary","2026-05-09 15:00:06","2026-05-10 15:03:47",{"title":4246,"description":55},{"loc":4308},"7e4fed592ca769cb","AI Engineer","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=P_RI1kCkRbo","summaries\u002F608b6bf8ea822974-voice-ai-s-her-moment-blocked-by-latency-duplex-an-summary",[81,80,82],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FP_RI1kCkRbo\u002Fhqdefault.jpg","Cascaded voice systems hit 500ms-4s tool delays vs. human 200ms; half-duplex kills backchanneling; full-duplex like Moshi flows naturally but lacks agent intelligence, paralinguistics, and cheap scaling.","[Neil Zeghidour](https:\u002F\u002Fx.com\u002Fneilzegh) ([LinkedIn](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fneil-zeghidour-a838aaa7\u002F)), Gradium AI CEO and Moshi researcher, delivers a clear-eyed conference talk on voice AI's core gaps to \"Her\"-style conversations: cascaded system latencies, half-duplex speech-to-speech limits, tool-call delays, scaling costs, and paralinguistic signal loss in transcription. Includes live demos of current agents and his filler technique for smoother waits.",[82],"_bDF6bN7apkjWrGPawTErgtIlngvSrqqrhrPOhxQlVk"]