[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-326607290d218cfb-sea-s-codex-rollout-87-adoption-evolves-devs-to-or-summary":3,"summaries-facets-categories":75,"summary-related-326607290d218cfb-sea-s-codex-rollout-87-adoption-evolves-devs-to-or-summary":3714},{"id":4,"title":5,"ai":6,"body":13,"categories":46,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":51,"navigation":58,"path":59,"published_at":60,"question":48,"scraped_at":60,"seo":61,"sitemap":62,"source_id":63,"source_name":64,"source_type":65,"source_url":66,"stem":67,"tags":68,"thumbnail_url":48,"tldr":72,"tweet":48,"unknown_tags":73,"__hash__":74},"summaries\u002Fsummaries\u002F326607290d218cfb-sea-s-codex-rollout-87-adoption-evolves-devs-to-or-summary.md","Sea’s Codex Rollout: 87% Adoption Evolves Devs to Orchestrators",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",7092,1268,21047,0.00202975,{"type":14,"value":15,"toc":39},"minimark",[16,21,25,29,32,36],[17,18,20],"h2",{"id":19},"codex-handles-microservices-complexity-for-faster-innovation","Codex Handles Microservices Complexity for Faster Innovation",[22,23,24],"p",{},"At Sea, operating in fragmented Southeast Asian markets demands managing massive microservices architectures where friction arises from tracing dependencies and legacy logic, not syntax. Codex provides deep contextual awareness across large, disparate codebases, acting as a knowledge engine that cuts navigation time for unfamiliar services. This frees engineers to prioritize architectural design and product innovation. Internal data shows 87% weekly active users, with 73% of high raters (4-5\u002F5) recommending it to peers. Rollout treats Codex as a structural multiplier for speed and responsiveness amid hyper-localized complexity.",[17,26,28],{"id":27},"agentic-workflows-drive-thinking-better-and-engineering-discipline","Agentic Workflows Drive 'Thinking Better' and Engineering Discipline",[22,30,31],{},"Developers use Codex daily for code understanding, debugging, and feature development, accelerating experimentation in CI\u002FCD pipelines. Agents reason through requirements, propose test-driven implementations, surface edge cases in distributed systems, and speed debugging loops. Beyond velocity, it enforces discipline by prototyping alternatives, generating exhaustive test coverage, and systematically reducing technical debt—resulting in more resilient systems. Sea transitions from passive autocomplete to integrated agentic flows, enabling 'think better, not just type faster' workflows that bridge ideas to implementation.",[17,33,35],{"id":34},"ai-agents-reshape-teams-and-position-sea-as-ai-native-proving-ground","AI Agents Reshape Teams and Position SEA as AI-Native Proving Ground",[22,37,38],{},"SEA's multilingual, fragmented commerce\u002Flogistics networks make it ideal for leapfrogging to AI-native development, mirroring past mobile-first shifts. Agents will handle execution, evolving developers into 'system orchestrators' focused on product judgment, design, and AI workflow orchestration. Cycles become iterative as experimentation costs drop. Leaders must redesign cultures for human-AI collaboration now, not bolt-on later. Sea partners with OpenAI on Codex Hackathons (Singapore, Indonesia, Taiwan, Vietnam) to democratize AI primitives, upskill builders, and build regional talent ecosystems for scalable AI apps.",{"title":40,"searchDepth":41,"depth":41,"links":42},"",2,[43,44,45],{"id":19,"depth":41,"text":20},{"id":27,"depth":41,"text":28},{"id":34,"depth":41,"text":35},[47],"AI & LLMs",null,"md",false,{"content_references":52,"triage":53},[],{"relevance":54,"novelty":55,"quality":55,"actionability":55,"composite":56,"reasoning":57},5,4,4.35,"Category: AI & LLMs. The article discusses the practical implementation of Codex in a real-world development environment, addressing the audience's pain points about integrating AI into their workflows. It provides insights into how Codex enhances developer productivity and architectural design, making it actionable for those looking to adopt similar AI tools.",true,"\u002Fsummaries\u002F326607290d218cfb-sea-s-codex-rollout-87-adoption-evolves-devs-to-or-summary","2026-05-15 04:01:16",{"title":5,"description":40},{"loc":59},"326607290d218cfb","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Fsea-david-chen","summaries\u002F326607290d218cfb-sea-s-codex-rollout-87-adoption-evolves-devs-to-or-summary",[69,70,71],"agents","ai-tools","dev-productivity","Sea deploys Codex across its dev org with 87% weekly active users, shifting focus from code navigation to architecture via agentic AI that prototypes, tests, and debugs resilient systems in complex 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Codex AI Tasks from ChatGPT Mobile App",{"provider":7,"model":8,"input_tokens":3719,"output_tokens":3720,"processing_time_ms":3721,"cost_usd":3722},6766,1589,19551,0.00164085,{"type":14,"value":3724,"toc":3753},[3725,3729,3732,3736,3739,3743,3746,3750],[17,3726,3728],{"id":3727},"cross-device-sync-for-fluid-codex-collaboration","Cross-Device Sync for Fluid Codex Collaboration",[22,3730,3731],{},"Connect the ChatGPT mobile app to Codex running on laptops, Mac minis, or remote environments to access live session state, including threads, approvals, plugins, and project context. Files, credentials, and setup remain secure on the host machine, while real-time updates like screenshots, terminal output, diffs, and test results stream to your phone. A secure relay layer enables reachability without public internet exposure and syncs state across signed-in ChatGPT devices. This setup supports working across all threads: review outputs, approve commands, switch models, or launch new tasks without remote control limitations.",[17,3733,3735],{"id":3734},"mobile-interventions-to-accelerate-long-running-tasks","Mobile Interventions to Accelerate Long-Running Tasks",[22,3737,3738],{},"Use your phone to unblock Codex during extended operations, preventing rework and maintaining momentum. Specific workflows include: starting bug investigations (inspect files, reproduce issues, run tests, review diffs); directing refactor decision points (evaluate tradeoffs mid-commute); synthesizing customer support updates for briefings; or capturing fresh ideas into active threads. These check-ins—answering questions, approving steps, or adding context—leverage Codex's environment for accurate execution, keeping progress aligned until you return to a desktop.",[17,3740,3742],{"id":3741},"enterprise-integrations-for-managed-environments","Enterprise Integrations for Managed Environments",[22,3744,3745],{},"Remote SSH (now generally available) auto-detects SSH-configured hosts, enabling projects and threads inside secure remote setups with approved dependencies and policies. Teams gain programmatic access tokens (Enterprise\u002FBusiness) for CI\u002FCD and automations; hooks for prompt scanning, validation, logging, memories, or repo-specific customization; and HIPAA compliance in local CLI\u002FIDE\u002Fapp for healthcare workflows. Mobile access extends to these environments via the relay, allowing desktop starts, phone steering, and continuous task progression.",[17,3747,3749],{"id":3748},"immediate-availability-across-plans","Immediate Availability Across Plans",[22,3751,3752],{},"Codex mobile preview rolls out on iOS\u002FAndroid for all plans (Free, Go, etc.) in supported regions—update ChatGPT and macOS Codex apps. Windows mobile support forthcoming. Remote SSH and hooks available everywhere; tokens and HIPAA limited to Enterprise\u002FBusiness as noted.",{"title":40,"searchDepth":41,"depth":41,"links":3754},[3755,3756,3757,3758],{"id":3727,"depth":41,"text":3728},{"id":3734,"depth":41,"text":3735},{"id":3741,"depth":41,"text":3742},{"id":3748,"depth":41,"text":3749},[47],{"content_references":3761,"triage":3762},[],{"relevance":54,"novelty":55,"quality":55,"actionability":55,"composite":56,"reasoning":3763},"Category: AI & LLMs. The article discusses the integration of Codex with the ChatGPT mobile app, providing practical insights into how developers can manage AI tasks remotely, which addresses the audience's need for actionable AI tooling. It offers specific workflows that can be implemented immediately, enhancing developer productivity.","\u002Fsummaries\u002F18f13afbd6901fb3-control-codex-ai-tasks-from-chatgpt-mobile-app-summary","2026-05-14 23:00:58",{"title":3717,"description":40},{"loc":3764},"18f13afbd6901fb3","https:\u002F\u002Fopenai.com\u002Findex\u002Fwork-with-codex-from-anywhere","summaries\u002F18f13afbd6901fb3-control-codex-ai-tasks-from-chatgpt-mobile-app-summary",[69,70,71],"Codex integrates into ChatGPT mobile app for real-time monitoring, approvals, and steering of tasks running on laptops or remote environments, used by 4M weekly.",[71],"jT5eTKYeSQb_u6FRHCaWqw8h6tIRZ6aRVs418IldkSI",{"id":3776,"title":3777,"ai":3778,"body":3783,"categories":3814,"created_at":48,"date_modified":48,"description":3815,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":3816,"navigation":58,"path":3817,"published_at":3818,"question":48,"scraped_at":3819,"seo":3820,"sitemap":3821,"source_id":3822,"source_name":3823,"source_type":3824,"source_url":3825,"stem":3826,"tags":3827,"thumbnail_url":48,"tldr":3828,"tweet":48,"unknown_tags":3829,"__hash__":3830},"summaries\u002Fsummaries\u002Fe559a3e72083a6ab-control-vs-code-agents-permissions-tools-context-summary.md","Control VS Code Agents: Permissions, Tools, Context",{"provider":7,"model":8,"input_tokens":3779,"output_tokens":3780,"processing_time_ms":3781,"cost_usd":3782},4771,1255,17926,0.00111445,{"type":14,"value":3784,"toc":3809},[3785,3789,3792,3795,3799,3802,3806],[17,3786,3788],{"id":3787},"tune-agent-autonomy-with-granular-approval-levels","Tune Agent Autonomy with Granular Approval Levels",[22,3790,3791],{},"VS Code Copilot agents default to 'default approvals,' prompting user confirmation for terminal commands via a dropdown. Choose from: allow exact command (session, workspace, or always); allow all commands starting with a prefix (e.g., 'uv'); or allow all commands in the session. For broader control, switch lab settings to 'bypass approvals' (auto-approves tool calls and retries but asks for clarifications) or 'autopilot' (preview: auto-approves everything and self-resolves clarifications to complete tasks). This setup prevents unintended actions while enabling hands-off execution for trusted workflows—stick to defaults initially for safety.",[22,3793,3794],{},"View agent terminals by clicking 'hidden terminals' in the terminal panel, revealing outputs from approved commands like package installations.",[17,3796,3798],{"id":3797},"harness-tool-calls-for-agent-first-development","Harness Tool Calls for Agent-First Development",[22,3800,3801],{},"Agents autonomously select and chain built-in tools—review them in the chat history under tool calls (e.g., 'reviewed files,' 'edited,' 'created'). 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.",[17,3803,3805],{"id":3804},"prevent-context-overflow-in-long-sessions","Prevent Context Overflow in Long Sessions",[22,3807,3808],{},"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":40,"searchDepth":41,"depth":41,"links":3810},[3811,3812,3813],{"id":3787,"depth":41,"text":3788},{"id":3797,"depth":41,"text":3798},{"id":3804,"depth":41,"text":3805},[47],"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":3777,"description":3815},{"loc":3817},"e559a3e72083a6ab","Visual Studio Code","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=WcN74XvZGes","summaries\u002Fe559a3e72083a6ab-control-vs-code-agents-permissions-tools-context-summary",[69,70,71],"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.",[71],"8jzhWspIbESjAfH22ySR8aT0Gtozv82h-GSV5aABQII",{"id":3832,"title":3833,"ai":3834,"body":3839,"categories":4269,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":4270,"navigation":58,"path":4286,"published_at":48,"question":48,"scraped_at":4287,"seo":4288,"sitemap":4289,"source_id":4290,"source_name":4291,"source_type":65,"source_url":4292,"stem":4293,"tags":4294,"thumbnail_url":48,"tldr":4295,"tweet":48,"unknown_tags":4296,"__hash__":4297},"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":3835,"output_tokens":3836,"processing_time_ms":3837,"cost_usd":3838},6569,1646,7615,0.00211415,{"type":14,"value":3840,"toc":4264},[3841,3845,3866,3876,4001,4024,4028,4038,4172,4186,4190,4211,4214,4245,4260],[17,3842,3844],{"id":3843},"install-mcp-servers-via-extensions-for-instant-ai-tool-access","Install MCP Servers via Extensions for Instant AI Tool Access",[22,3846,3847,3848,3852,3853,3856,3857,3860,3861,3865],{},"Search ",[3849,3850,3851],"code",{},"@mcp"," or ",[3849,3854,3855],{},"@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 ",[3849,3858,3859],{},".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 ",[3862,3863,3864],"strong",{},"Configure Tools"," button.",[22,3867,3868,3869,3872,3873,3875],{},"Manually edit ",[3849,3870,3871],{},"mcp.json"," (user or ",[3849,3874,3859],{},") for custom setups:",[3877,3878,3882],"pre",{"className":3879,"code":3880,"language":3881,"meta":40,"style":40},"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",[3849,3883,3884,3893,3902,3910,3925,3935,3941,3949,3962,3983,3989,3995],{"__ignoreMap":40},[3885,3886,3889],"span",{"class":3887,"line":3888},"line",1,[3885,3890,3892],{"class":3891},"sVt8B","{\n",[3885,3894,3895,3899],{"class":3887,"line":41},[3885,3896,3898],{"class":3897},"sj4cs","  \"servers\"",[3885,3900,3901],{"class":3891},": {\n",[3885,3903,3905,3908],{"class":3887,"line":3904},3,[3885,3906,3907],{"class":3897},"    \"github\"",[3885,3909,3901],{"class":3891},[3885,3911,3912,3915,3918,3922],{"class":3887,"line":55},[3885,3913,3914],{"class":3897},"      \"type\"",[3885,3916,3917],{"class":3891},": ",[3885,3919,3921],{"class":3920},"sZZnC","\"http\"",[3885,3923,3924],{"class":3891},",\n",[3885,3926,3927,3930,3932],{"class":3887,"line":54},[3885,3928,3929],{"class":3897},"      \"url\"",[3885,3931,3917],{"class":3891},[3885,3933,3934],{"class":3920},"\"https:\u002F\u002Fapi.githubcopilot.com\u002Fmcp\"\n",[3885,3936,3938],{"class":3887,"line":3937},6,[3885,3939,3940],{"class":3891},"    },\n",[3885,3942,3944,3947],{"class":3887,"line":3943},7,[3885,3945,3946],{"class":3897},"    \"playwright\"",[3885,3948,3901],{"class":3891},[3885,3950,3952,3955,3957,3960],{"class":3887,"line":3951},8,[3885,3953,3954],{"class":3897},"      \"command\"",[3885,3956,3917],{"class":3891},[3885,3958,3959],{"class":3920},"\"npx\"",[3885,3961,3924],{"class":3891},[3885,3963,3965,3968,3971,3974,3977,3980],{"class":3887,"line":3964},9,[3885,3966,3967],{"class":3897},"      \"args\"",[3885,3969,3970],{"class":3891},": [",[3885,3972,3973],{"class":3920},"\"-y\"",[3885,3975,3976],{"class":3891},", ",[3885,3978,3979],{"class":3920},"\"@microsoft\u002Fmcp-server-playwright\"",[3885,3981,3982],{"class":3891},"]\n",[3885,3984,3986],{"class":3887,"line":3985},10,[3885,3987,3988],{"class":3891},"    }\n",[3885,3990,3992],{"class":3887,"line":3991},11,[3885,3993,3994],{"class":3891},"  }\n",[3885,3996,3998],{"class":3887,"line":3997},12,[3885,3999,4000],{"class":3891},"}\n",[22,4002,4003,4004,4007,4008,4011,4012,4015,4016,4019,4020,4023],{},"Use ",[3862,4005,4006],{},"MCP: Add Server"," command for guided addition. Avoid hardcoding API keys—use input variables. For remotes\u002FDev Containers, configure in ",[3849,4009,4010],{},"devcontainer.json"," under ",[3849,4013,4014],{},"customizations.vscode.mcp",". CLI add: ",[3849,4017,4018],{},"code --add-mcp '{\"name\":\"my-server\",\"command\":\"uvx\",\"args\":[\"mcp-server-fetch\"]}'",". Enable ",[3849,4021,4022],{},"chat.mcp.discovery.enabled"," to reuse from apps like Claude Desktop.",[17,4025,4027],{"id":4026},"secure-servers-with-sandboxing-and-centralized-management","Secure Servers with Sandboxing and Centralized Management",[22,4029,4030,4031,4034,4035,4037],{},"On macOS\u002FLinux, set ",[3849,4032,4033],{},"\"sandboxEnabled\": true"," in ",[3849,4036,3871],{}," for stdio servers, restricting filesystem\u002Fnetwork:",[3877,4039,4041],{"className":3879,"code":4040,"language":3881,"meta":40,"style":40},"{\n  \"servers\": {\n    \"myServer\": {\n      \"type\": \"stdio\",\n      \"command\": \"npx\",\n      \"args\": [\"-y\", \"@example\u002Fmcp-server\"],\n      \"sandboxEnabled\": true,\n      \"sandbox\": {\n        \"filesystem\": { \"allowWrite\": [\"${workspaceFolder}\"] },\n        \"network\": { \"allowedDomains\": [\"api.example.com\"] }\n      }\n    }\n  }\n}\n",[3849,4042,4043,4047,4053,4060,4071,4081,4097,4109,4116,4135,4153,4158,4162,4167],{"__ignoreMap":40},[3885,4044,4045],{"class":3887,"line":3888},[3885,4046,3892],{"class":3891},[3885,4048,4049,4051],{"class":3887,"line":41},[3885,4050,3898],{"class":3897},[3885,4052,3901],{"class":3891},[3885,4054,4055,4058],{"class":3887,"line":3904},[3885,4056,4057],{"class":3897},"    \"myServer\"",[3885,4059,3901],{"class":3891},[3885,4061,4062,4064,4066,4069],{"class":3887,"line":55},[3885,4063,3914],{"class":3897},[3885,4065,3917],{"class":3891},[3885,4067,4068],{"class":3920},"\"stdio\"",[3885,4070,3924],{"class":3891},[3885,4072,4073,4075,4077,4079],{"class":3887,"line":54},[3885,4074,3954],{"class":3897},[3885,4076,3917],{"class":3891},[3885,4078,3959],{"class":3920},[3885,4080,3924],{"class":3891},[3885,4082,4083,4085,4087,4089,4091,4094],{"class":3887,"line":3937},[3885,4084,3967],{"class":3897},[3885,4086,3970],{"class":3891},[3885,4088,3973],{"class":3920},[3885,4090,3976],{"class":3891},[3885,4092,4093],{"class":3920},"\"@example\u002Fmcp-server\"",[3885,4095,4096],{"class":3891},"],\n",[3885,4098,4099,4102,4104,4107],{"class":3887,"line":3943},[3885,4100,4101],{"class":3897},"      \"sandboxEnabled\"",[3885,4103,3917],{"class":3891},[3885,4105,4106],{"class":3897},"true",[3885,4108,3924],{"class":3891},[3885,4110,4111,4114],{"class":3887,"line":3951},[3885,4112,4113],{"class":3897},"      \"sandbox\"",[3885,4115,3901],{"class":3891},[3885,4117,4118,4121,4124,4127,4129,4132],{"class":3887,"line":3964},[3885,4119,4120],{"class":3897},"        \"filesystem\"",[3885,4122,4123],{"class":3891},": { ",[3885,4125,4126],{"class":3897},"\"allowWrite\"",[3885,4128,3970],{"class":3891},[3885,4130,4131],{"class":3920},"\"${workspaceFolder}\"",[3885,4133,4134],{"class":3891},"] },\n",[3885,4136,4137,4140,4142,4145,4147,4150],{"class":3887,"line":3985},[3885,4138,4139],{"class":3897},"        \"network\"",[3885,4141,4123],{"class":3891},[3885,4143,4144],{"class":3897},"\"allowedDomains\"",[3885,4146,3970],{"class":3891},[3885,4148,4149],{"class":3920},"\"api.example.com\"",[3885,4151,4152],{"class":3891},"] }\n",[3885,4154,4155],{"class":3887,"line":3991},[3885,4156,4157],{"class":3891},"      }\n",[3885,4159,4160],{"class":3887,"line":3997},[3885,4161,3988],{"class":3891},[3885,4163,4165],{"class":3887,"line":4164},13,[3885,4166,3994],{"class":3891},[3885,4168,4170],{"class":3887,"line":4169},14,[3885,4171,4000],{"class":3891},[22,4173,4174,4175,4178,4179,4034,4182,4185],{},"Auto-approves tool calls in sandbox. Organizations control via GitHub policies. Trust resets with ",[3862,4176,4177],{},"MCP: Reset Trust",". Sync configs across devices via Settings Sync by enabling ",[3862,4180,4181],{},"MCP Servers",[3862,4183,4184],{},"Settings Sync: Configure",".",[17,4187,4189],{"id":4188},"manage-debug-and-extend-with-resources-prompts-apps","Manage, Debug, and Extend with Resources, Prompts, Apps",[22,4191,4192,4193,4195,4196,4199,4200,4203,4204,4206,4207,4210],{},"Manage via Extensions view (right-click\u002Fgear), ",[3849,4194,3871],{}," lenses (",[3862,4197,4198],{},"MCP: Open User\u002FWorkspace Config","), or ",[3862,4201,4202],{},"MCP: List Servers"," commands: start\u002Fstop, logs, uninstall, cache clear. Enable\u002Fdisable per server\u002Fworkspace without altering ",[3849,4205,3871],{},". Auto-restart on config changes with ",[3849,4208,4209],{},"chat.mcp.autoStart"," (Experimental).",[22,4212,4213],{},"Beyond tools, access:",[4215,4216,4217,4230,4239],"ul",{},[4218,4219,4220,4223,4224,3852,4227,4185],"li",{},[3862,4221,4222],{},"Resources",": Add read-only context (files\u002FDBs\u002FAPIs) via ",[3862,4225,4226],{},"Add Context > MCP Resources",[3862,4228,4229],{},"MCP: Browse Resources",[4218,4231,4232,3917,4235,4238],{},[3862,4233,4234],{},"Prompts",[3849,4236,4237],{},"\u002F\u003Cserver>.\u003Cprompt>"," for templates.",[4218,4240,4241,4244],{},[3862,4242,4243],{},"Apps",": Inline UIs (forms\u002Fvisuals) auto-render if supported.",[22,4246,4247,4248,4251,4252,4255,4256,4259],{},"Debug: Click Chat error > ",[3862,4249,4250],{},"Show Output",", or ",[3862,4253,4254],{},"MCP: List Servers > Show Output",". Check detached containers avoid ",[3849,4257,4258],{},"-d"," flag.",[4261,4262,4263],"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":40,"searchDepth":41,"depth":41,"links":4265},[4266,4267,4268],{"id":3843,"depth":41,"text":3844},{"id":4026,"depth":41,"text":4027},{"id":4188,"depth":41,"text":4189},[47],{"content_references":4271,"triage":4284},[4272,4277,4281],{"type":4273,"title":4274,"url":4275,"context":4276},"other","Model Context Protocol (MCP)","https:\u002F\u002Fmodelcontextprotocol.io\u002F","mentioned",{"type":4278,"title":4279,"url":4280,"context":4276},"tool","Playwright MCP","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fplaywright-mcp",{"type":4273,"title":4282,"url":4283,"context":4276},"MCP Apps blog post","https:\u002F\u002Fcode.visualstudio.com\u002Fblogs\u002F2026\u002F01\u002F26\u002Fmcp-apps-support",{"relevance":54,"novelty":3904,"quality":55,"actionability":54,"composite":56,"reasoning":4285},"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":3833,"description":40},{"loc":4286},"e1aefeeab36a8432","__oneoff__","https:\u002F\u002Fcode.visualstudio.com\u002Fdocs\u002Fcopilot\u002Fchat\u002Fmcp-servers","summaries\u002Fe1aefeeab36a8432-add-mcp-servers-to-vs-code-for-ai-agent-tools-summary",[70,69,71],"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.",[71],"OOLNj8sjVtZMclC5ghBWhSlz6JPacDgKJ4ebUCRp6ek",{"id":4299,"title":4300,"ai":4301,"body":4306,"categories":4343,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":4344,"navigation":58,"path":4364,"published_at":4365,"question":48,"scraped_at":4366,"seo":4367,"sitemap":4368,"source_id":4369,"source_name":4370,"source_type":3824,"source_url":4371,"stem":4372,"tags":4373,"thumbnail_url":4374,"tldr":4375,"tweet":4376,"unknown_tags":4377,"__hash__":4378},"summaries\u002Fsummaries\u002Fd58ce9a1ba653745-gemini-adk-simplifies-multi-agent-builds-on-google-summary.md","Gemini ADK Simplifies Multi-Agent Builds on Google Cloud",{"provider":7,"model":8,"input_tokens":4302,"output_tokens":4303,"processing_time_ms":4304,"cost_usd":4305},7284,1563,17124,0.00221565,{"type":14,"value":4307,"toc":4338},[4308,4312,4315,4318,4322,4325,4328,4332,4335],[17,4309,4311],{"id":4310},"accelerate-agent-development-with-adk-and-integrations","Accelerate Agent Development with ADK and Integrations",[22,4313,4314],{},"Start building multi-agent orchestration systems using Gemini Enterprise's Agent Development Kit (ADK), which requires just 5 lines of code in Python, JavaScript, or other languages to get running. Deploy directly to Google Cloud via tight Agent Engine integration for enterprise-grade workflows. Token optimization comes from the Skills Repository, injecting knowledge precisely when needed without wasting context, paired with out-of-the-box MCP servers for Google Cloud. Observability tools simplify debugging agent behavior, addressing common pain points in production AI.",[22,4316,4317],{},"Governance features build trust in large organizations through security and infrastructure support, enabling developers to ship faster while collaborating with no-code business users on high-code apps.",[17,4319,4321],{"id":4320},"optimize-for-production-and-scale-securely","Optimize for Production and Scale Securely",[22,4323,4324],{},"Multi-agent systems gain reliability from built-in governance, security, and observability, reducing debug friction. Skills deliver targeted knowledge to cut token costs exactly where capacity matters. All keynote demos' code is open-sourced for immediate experimentation, bridging prototypes to production on Gemini Enterprise Agent platform.",[22,4326,4327],{},"Trade-off: While ADK unlocks the ecosystem, fast AI evolution demands upskilling—pair it with production scaling paths to avoid hype pitfalls Ricky notes from past cycles.",[17,4329,4331],{"id":4330},"upskill-via-gear-and-inclusive-communities","Upskill via GEAR and Inclusive Communities",[22,4333,4334],{},"Join Gemini Enterprise Agent Ready (GEAR) for two new learning paths integrated with Google Skills, covering ADK basics to Google Cloud scaling, plus $35 monthly credits. Builder Hub fosters organic learning through Google Developer Groups (GDGs), hackathons like the Gemini app live agent challenge (grand prize winners from non-experts), and DevFests.",[22,4336,4337],{},"Communities lower barriers: 8,000+ developers onsite at Next '26 (32,000 total attendees), regional events adapt (e.g., NYC workshops vs. SF hackathons), welcoming coders from day one to 30-year veterans. Democratization via natural language (echoing Grace Hopper) expands builders to non-technical users, as Sarah built a household app mid-nap for her baby. Get involved via online\u002Foffline GDGs, tweet requests for local events, or hackathons—Google responds within 12 months.",{"title":40,"searchDepth":41,"depth":41,"links":4339},[4340,4341,4342],{"id":4310,"depth":41,"text":4311},{"id":4320,"depth":41,"text":4321},{"id":4330,"depth":41,"text":4331},[],{"content_references":4345,"triage":4362},[4346,4348,4350,4352,4354,4357,4360],{"type":4278,"title":4347,"context":4276},"Gemini Enterprise",{"type":4278,"title":4349,"context":4276},"Agent Development Kit (ADK)",{"type":4278,"title":4351,"context":4276},"Model Context Protocol (MCP) servers",{"type":4278,"title":4353,"context":4276},"Skills Repository",{"type":4278,"title":4355,"context":4356},"Gemini Enterprise Agent Ready (GEAR)","recommended",{"type":4358,"title":4359,"context":4276},"event","Google Cloud Next '26",{"type":4358,"title":4361,"context":4276},"Gemini app live agent challenge",{"relevance":54,"novelty":55,"quality":55,"actionability":55,"composite":56,"reasoning":4363},"Category: AI & LLMs. The article provides a detailed overview of the Agent Development Kit (ADK) for building multi-agent systems, addressing specific pain points like token optimization and debugging in production AI. It offers practical steps for developers to implement the ADK, making it actionable for those looking to integrate AI into their products.","\u002Fsummaries\u002Fd58ce9a1ba653745-gemini-adk-simplifies-multi-agent-builds-on-google-summary","2026-05-13 23:30:14","2026-05-14 00:45:12",{"title":4300,"description":40},{"loc":4364},"d58ce9a1ba653745","Google Cloud Tech","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=o9es-h7SMPQ","summaries\u002Fd58ce9a1ba653745-gemini-adk-simplifies-multi-agent-builds-on-google-summary",[69,70,71],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002Fo9es-h7SMPQ\u002Fhqdefault.jpg","Use Agent Development Kit (ADK) to build agents in 5 lines of Python or JavaScript code, optimize tokens via Skills Repository, and scale with GEAR's free learning paths plus $35 monthly credits.","Casual post-keynote interview with Google Cloud leaders hyping multi-agent tools like Agent Development Kit (ADK), Skills Repository, and GEAR learning program, with tips to start prototyping in five lines of code and join developer communities.",[71],"KXDNP0lIwMH2YwDj8LRvhOmr5NWJ_bQKnNgSlFEbXQc"]