[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-d312b58b29d5c32f-vs-code-april-2026-agents-window-and-copilot-cli-u-summary":3,"summaries-facets-categories":107,"summary-related-d312b58b29d5c32f-vs-code-april-2026-agents-window-and-copilot-cli-u-summary":7011},{"id":4,"title":5,"ai":6,"body":13,"categories":66,"created_at":68,"date_modified":68,"description":59,"extension":69,"faq":68,"featured":70,"kicker_label":68,"meta":71,"navigation":88,"path":89,"published_at":90,"question":68,"scraped_at":91,"seo":92,"sitemap":93,"source_id":94,"source_name":95,"source_type":96,"source_url":97,"stem":98,"tags":99,"thumbnail_url":68,"tldr":103,"tweet":104,"unknown_tags":105,"__hash__":106},"summaries\u002Fsummaries\u002Fd312b58b29d5c32f-vs-code-april-2026-agents-window-and-copilot-cli-u-summary.md","VS Code April 2026: Agents Window and Copilot CLI Upgrades",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",4553,1634,34357,0.00170495,{"type":14,"value":15,"toc":58},"minimark",[16,21,32,36,39,43,46,50],[17,18,20],"h2",{"id":19},"streamline-agent-first-workflows-with-agents-window","Streamline Agent-First Workflows with Agents Window",[22,23,24,25,31],"p",{},"The new Agents Window (preview, ships with VS Code Insiders) creates a dedicated environment for agent development. Open it via the icon. It organizes sessions list (past\u002Fcurrent tasks by project with stats) on upper left, customization controls (edit skills, instructions, hooks, MCP servers, plugins) on bottom left, main agent chat (prompts, progress, results, task continuation) in center, and changes view (edited files, diffs, merge updates) on right. Use it to manage agent tasks without cluttering the main editor; docs at ",[26,27,28],"a",{"href":28,"rel":29},"https:\u002F\u002Faka.ms\u002Fagent-window",[30],"nofollow",".",[17,33,35],{"id":34},"analyze-and-fix-chat-customizations-automatically","Analyze and Fix Chat Customizations Automatically",[22,37,38],{},"Install the Chat Customizations Evaluations extension to evaluate prompt files, custom agents, instructions. Click Analyze button in customization files (e.g., prompt file) for assessments and optimization suggestions. Yellow squiggly lines highlight issues like high cognitive load; hover for explanations, apply quick fixes to adjust phrasing. This reduces manual trial-and-error, improving custom chat performance directly in VS Code.",[17,40,42],{"id":41},"balance-speed-and-quality-in-copilot-cli","Balance Speed and Quality in Copilot CLI",[22,44,45],{},"Configure thinking effort in Copilot CLI to control model reasoning per request, trading latency for response quality based on task needs. Remote control lets you monitor progress, approve, steer sessions from GitHub.com or mobile app while the CLI runs on the original machine. 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Use these to ramp up on agents quickly; more content planned.",{"title":59,"searchDepth":60,"depth":60,"links":61},"",2,[62,63,64,65],{"id":19,"depth":60,"text":20},{"id":34,"depth":60,"text":35},{"id":41,"depth":60,"text":42},{"id":48,"depth":60,"text":49},[67],"Developer Productivity",null,"md",false,{"content_references":72,"triage":82},[73,78,80],{"type":74,"title":75,"url":76,"context":77},"other","VS Code Release Notes","https:\u002F\u002Faka.ms\u002Fvscode\u002Frelease","recommended",{"type":74,"title":79,"url":28,"context":77},"Agent Window Docs",{"type":74,"title":81,"url":55,"context":77},"VS Code Learn",{"relevance":83,"novelty":84,"quality":85,"actionability":85,"composite":86,"reasoning":87},5,3,4,4.15,"Category: AI & LLMs. The article provides detailed insights into new features in VS Code that enhance agent workflows, which is highly relevant for developers building AI-powered products. It includes actionable steps for using the Agents Window and Copilot CLI, making it practical for the audience.",true,"\u002Fsummaries\u002Fd312b58b29d5c32f-vs-code-april-2026-agents-window-and-copilot-cli-u-summary","2026-05-07 17:28:41","2026-05-08 11:12:06",{"title":5,"description":59},{"loc":89},"954508abf26f2fb8","Visual Studio Code","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=JiMap1t4okA","summaries\u002Fd312b58b29d5c32f-vs-code-april-2026-agents-window-and-copilot-cli-u-summary",[100,101,102],"ai-tools","coding","automation","April 2026 VS Code releases add Agents Window for agent workflows, a chat customizations evaluator extension, configurable thinking effort and remote control in Copilot CLI, plus new agent learning courses.","Quick 3-minute official demo of five VS Code April 2026 updates: Agents Window preview for agent workflows, a chat customizations eval extension, Copilot CLI thinking effort and remote control options, plus new Learn docs section. Directs to full release notes for the 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Agents first verify findings to cut false positives, rank them by severity, and post inline comments—then automatically apply patches in the cloud while PRs remain open. This closed-loop process handles continuous monitoring post-PR opening, freeing developers from manual fixes. Result: PRs ship faster without human intervention on routine issues, justifying the unchanged $15-25 per PR cost through direct productivity gains.",[22,7030,7031],{},"Trade-offs include reliance on agent accuracy (despite verification) and fixed pricing that scales with PR volume—high for frequent small changes but viable for teams prioritizing speed over cost per edit.",[17,7033,7035],{"id":7034},"backlash-to-buy-in-at-code-w-claude-2026","Backlash to Buy-In at Code w\u002F Claude 2026",[22,7037,7038],{},"Launched two months prior, Code Review drew outrage on Reddit, Hacker News, and r\u002FAnthropic over its $15-25\u002FPR tag, seen as overpriced for read-only feedback. At the May 6, 2026, Code w\u002F Claude conference in San Francisco, Anthropic responded not with cuts but enhancement: auto-fix makes the tool output actionable code changes. Keynote demos (per Simon Willison and InfoQ coverage) showed seamless integration, shifting perception from expensive critic to autonomous contributor. For small teams or indie builders, this means one agent swarm replaces junior reviewer hours, but test on non-critical repos first to validate fix quality.",{"title":59,"searchDepth":60,"depth":60,"links":7040},[7041,7042],{"id":7024,"depth":60,"text":7025},{"id":7034,"depth":60,"text":7035},[67],{"content_references":7045,"triage":7064},[7046,7050,7054,7057,7061],{"type":74,"title":7047,"url":7048,"context":7049},"Anthropic wants $25 per pull request devs are losing their minds over Claude Code Review","https:\u002F\u002Fmedium.com\u002Fgitconnected\u002Fanthropic-wants-25-per-pull-request-devs-are-losing-their-minds-over-claude-code-review-55dbbaca4996","cited",{"type":74,"title":7051,"author":7052,"url":7053,"context":7049},"Code w\u002F Claude 2026 live blog","Simon Willison","https:\u002F\u002Fsimonwillison.net\u002F2026\u002FMay\u002F6\u002Fcode-w-claude-2026\u002F",{"type":74,"title":7055,"url":7056,"context":7049},"Anthropic Claude Code Auto Mode","https:\u002F\u002Fwww.infoq.com\u002Fnews\u002F2026\u002F05\u002Fanthropic-claude-code-auto-mode\u002F",{"type":7058,"title":7059,"context":7060},"event","Code w\u002F Claude 2026","mentioned",{"type":74,"title":7062,"url":7063,"context":7060},"Code Review","https:\u002F\u002Fclaude.com\u002Fblog\u002Fcode-review",{"relevance":85,"novelty":84,"quality":85,"actionability":85,"composite":7065,"reasoning":7066},3.8,"Category: AI Automation. The article discusses a new feature in Anthropic's Code Review that automates code fixes in pull requests, addressing a specific pain point for developers who want to streamline their CI processes. 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Tool discovery\u002Fimage generation default-on improves UI debugging with high-detail handling.",[22,7111,7112],{},"v0.123.0 adds Amazon Bedrock provider (AWS profiles\u002FSigV4); \u002Fmcp verbose for diagnostics\u002Ftemplates. v0.124.0 introduces Alt+, (lower reasoning) \u002F Alt+. (raise) for quick terminal tweaks; multi-env app servers switch directories per turn. 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Trusted workspaces required for hooks\u002Fexec; automatic approval reviews route risky actions through reviewer agent, showing risk\u002Fstatus (approved\u002Fdenied\u002Ftimed out) for safer delegation.",[22,7124,7125],{},"Permission profiles sync across sessions, user turns, MCP sandbox, shell escalation—keeps CLI\u002Fapp\u002Fserver aligned on access.",[17,7127,7129],{"id":7128},"gpt-55-and-integrations-unlock-broader-capabilities","GPT-5.5 and Integrations Unlock Broader Capabilities",[22,7131,7132],{},"GPT-5.5 recommends for implementation\u002Frefactors\u002Fdebugging\u002Ftesting\u002Fvalidation\u002Fartifacts (GPT-5.4 fallback during rollout)—update CLI\u002Fapp\u002FIDE to access. Browser use lets Codex operate in-app browser for clicking UIs, reproducing visual bugs. Bedrock expands beyond OpenAI models; multi-env\u002Fremotes suit AWS-heavy teams. 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Integrate any large language model, including Anthropic's and OpenAI's advanced coding models and agents, for tasks like writing code, generating documentation, or fixing errors directly in the source editor—mirroring Writing Tools but optimized for code. Enable this via Xcode's coding intelligence setup for seamless, privacy-focused assistance without external dependencies.",[17,7176,7178],{"id":7177},"live-previews-and-simulators-enable-device-free-iteration","Live Previews and Simulators Enable Device-Free Iteration",[22,7180,7181],{},"Use the preview macro to add Xcode Previews to SwiftUI, UIKit, or AppKit views, rendering changes instantly in the canvas. Switch to live previews for real-time interaction mimicking devices, interactive mode for full usability, or select mode for static snapshots with UI element highlighting linked to source code. Adjust previews for Dark Mode, landscape, text sizes, or other device settings. 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Instruments delivers real-time graphical tracking of CPU, disk, memory, GPU, launch times, UI responsiveness, battery impact, and system-wide sampling with low overhead—drill into bottlenecks, create custom visualizations, and analyze user anonymized performance data for smooth, optimized apps.",{"title":59,"searchDepth":60,"depth":60,"links":7197},[7198,7199,7200,7201],{"id":7170,"depth":60,"text":7171},{"id":7177,"depth":60,"text":7178},{"id":7184,"depth":60,"text":7185},{"id":7191,"depth":60,"text":7192},[67],{"content_references":7204,"triage":7208},[7205],{"type":74,"title":7206,"url":7207,"context":77},"Discover agentic coding in Xcode 26.3","https:\u002F\u002Fdeveloper.apple.com\u002Fvideos\u002Fplay\u002Ftech-talks\u002F111428\u002F",{"relevance":83,"novelty":85,"quality":85,"actionability":83,"composite":7209,"reasoning":7210},4.55,"Category: AI & LLMs. The article provides detailed insights into Xcode's AI tools and their practical applications for app development, addressing the audience's need for actionable content on integrating AI into their workflows. It outlines specific features like on-device ML code completion and CI\u002FCD automation, making it highly relevant and actionable for developers.","\u002Fsummaries\u002Fb4896d3c28e9c69f-xcode-s-ai-agents-and-tools-speed-apple-app-develo-summary","2026-04-16 03:06:34",{"title":7160,"description":59},{"loc":7211},"b4896d3c28e9c69f","__oneoff__","https:\u002F\u002Fdeveloper.apple.com\u002Fxcode\u002F","summaries\u002Fb4896d3c28e9c69f-xcode-s-ai-agents-and-tools-speed-apple-app-develo-summary",[100,101,102,7154],"Xcode provides on-device ML code completion, LLM\u002Fagent integration from Anthropic\u002FOpenAI, live previews, simulators, Swift Testing\u002FXCTest, Xcode Cloud CI\u002FCD, debugger, and Instruments to build\u002Ftest\u002Fship Apple apps efficiently.",[7154],"T_4KuDZJ3MEv3IN8cwtoPcMN3FUomgdNGJ6f5dmT9Gc",{"id":7224,"title":7225,"ai":7226,"body":7232,"categories":7314,"created_at":68,"date_modified":68,"description":59,"extension":69,"faq":68,"featured":70,"kicker_label":68,"meta":7315,"navigation":88,"path":7327,"published_at":7328,"question":68,"scraped_at":7329,"seo":7330,"sitemap":7331,"source_id":7332,"source_name":7333,"source_type":7334,"source_url":7335,"stem":7336,"tags":7337,"thumbnail_url":7339,"tldr":7340,"tweet":7341,"unknown_tags":7342,"__hash__":7343},"summaries\u002Fsummaries\u002F69013005266b6ade-building-real-time-voice-ai-agents-with-gemini-liv-summary.md","Building Real-Time Voice AI Agents with Gemini Live",{"provider":7,"model":7227,"input_tokens":7228,"output_tokens":7229,"processing_time_ms":7230,"cost_usd":7231},"google\u002Fgemini-3.1-flash-lite",5331,733,3858,0.00243225,{"type":14,"value":7233,"toc":7309},[7234,7238,7241,7245,7253,7281,7285,7288],[17,7235,7237],{"id":7236},"moving-beyond-text-to-speech","Moving Beyond Text-to-Speech",[22,7239,7240],{},"Traditional text-to-speech (TTS) systems are unidirectional: they receive text and output audio, but they cannot \"hear\" the user. Gemini Live shifts this to an audio-to-audio paradigm. It processes audio input directly, allowing the model to interpret tone, pauses, and energy. Crucially, it supports streaming, meaning the model begins generating and outputting audio before the full response is finalized, creating a more natural, low-latency conversational experience.",[17,7242,7244],{"id":7243},"architecture-and-the-core-loop","Architecture and the Core Loop",[22,7246,7247,7248,7252],{},"To build a live voice agent, you must maintain a persistent connection between the browser (client), the Gemini Live API, and a backend. A standard HTTP request-response cycle is insufficient; instead, use a ",[7249,7250,7251],"strong",{},"WebSocket"," to keep the channel open for continuous, bidirectional audio flow. The backend manages two concurrent processes: one streaming microphone audio to the model and another receiving the model's audio response. 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A critical rule for voice agents is to keep tool execution fast; because the model pauses while waiting for a tool to return, slow execution results in awkward silence in the conversation.",{"title":59,"searchDepth":60,"depth":60,"links":7310},[7311,7312,7313],{"id":7236,"depth":60,"text":7237},{"id":7243,"depth":60,"text":7244},{"id":7283,"depth":60,"text":7284},[110],{"content_references":7316,"triage":7324},[7317,7321],{"type":7318,"title":7319,"url":7320,"context":77},"tool","Gemini Live API","https:\u002F\u002Fg.dev\u002Fcloud\u002Fgemini-live",{"type":7318,"title":7322,"url":7323,"context":7060},"Agent Development Kit (ADK)","https:\u002F\u002Fg.dev\u002Fcloud\u002Fadk-docs",{"relevance":83,"novelty":85,"quality":85,"actionability":85,"composite":7325,"reasoning":7326},4.35,"Category: AI & LLMs. The article provides a detailed overview of building real-time voice AI agents, addressing practical aspects such as WebSocket usage and voice activity detection, which are crucial for developers looking to implement AI features. It offers actionable steps in the core development loop, making it relevant and useful for the target audience.","\u002Fsummaries\u002F69013005266b6ade-building-real-time-voice-ai-agents-with-gemini-liv-summary","2026-08-26 23:00:12","2026-08-27 03:12:34",{"title":7225,"description":59},{"loc":7327},"69013005266b6ade","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=pFc-HcUgFgY","summaries\u002F69013005266b6ade-building-real-time-voice-ai-agents-with-gemini-liv-summary",[7338,100,102,101],"llm","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FpFc-HcUgFgY\u002Fhqdefault.jpg","Gemini Live enables bidirectional, audio-native conversations by using WebSockets for streaming and built-in voice activity detection to handle interruptions and tool execution.","This video provides a technical breakdown of the [Gemini Live API](https:\u002F\u002Fg.dev\u002Fcloud\u002Fgemini-live), explaining how to manage bidirectional audio streaming, voice activity detection, and tool calling via WebSockets. It is a straightforward walkthrough of the core loop—open, send, receive, play—using the [provided code](https:\u002F\u002Fg.dev\u002Fcloud\u002Fvoicedemo1) to demonstrate how to build a responsive voice agent from scratch.",[],"_OCTmgUAijJf50Ii8vMJ79nsNGiir0HTkZNtaV4c_cs"]