[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-1e926c68a30ae932-copilotkit-s-ag-ui-enables-dynamic-ai-agent-uis-in-summary":3,"summaries-facets-categories":93,"summary-related-1e926c68a30ae932-copilotkit-s-ag-ui-enables-dynamic-ai-agent-uis-in-summary":6997},{"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":75,"path":76,"published_at":77,"question":48,"scraped_at":78,"seo":79,"sitemap":80,"source_id":81,"source_name":82,"source_type":83,"source_url":84,"stem":85,"tags":86,"thumbnail_url":48,"tldr":90,"tweet":48,"unknown_tags":91,"__hash__":92},"summaries\u002Fsummaries\u002F1e926c68a30ae932-copilotkit-s-ag-ui-enables-dynamic-ai-agent-uis-in-summary.md","CopilotKit's AG-UI Enables Dynamic AI Agent UIs in Apps",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",6505,2289,20008,0.00193865,{"type":14,"value":15,"toc":39},"minimark",[16,21,25,29,32,36],[17,18,20],"h2",{"id":19},"ag-ui-replaces-clunky-chatbots-with-contextual-uis","AG-UI Replaces Clunky Chatbots with Contextual UIs",[22,23,24],"p",{},"Current AI in apps often limits to text chatbots that deliver dense paragraphs, failing tasks like itinerary booking amid verbose output. CopilotKit's open-source AG-UI protocol fixes this by letting agents live natively in apps, observe user actions, and generate dynamic UIs using developer-defined components. Key features include streaming chat, front-end tool calls, and state sharing for human-in-the-loop control. Developers specify building blocks—e.g., pie charts styled to match their design system—and agents assemble interactive UIs on demand, such as revenue breakdowns users can drill into, while retaining pixel-perfect control over UI changes.",[17,26,28],{"id":27},"explosive-adoption-fuels-enterprise-expansion","Explosive Adoption Fuels Enterprise Expansion",[22,30,31],{},"AG-UI sees millions of weekly installs and production use by Fortune 500 firms and customers including Deutsche Telekom, Docusign, Cisco, and S&P Global. It integrates with protocols like Anthropic's Model Context Protocol (MCP) and Google's Agent2Agent (A2A), plus providers Google, Microsoft, Amazon, Oracle, and frameworks LangChain, Mastra, PydanticAI, Agno. Seattle-based CopilotKit (25 employees) raised $27M Series A from Glilot Capital, NFX, SignalFire to launch CopilotKit Enterprise Intelligence—a self-hostable bundle hardening AG-UI for production with support and deployment options.",[17,33,35],{"id":34},"horizontal-optionality-beats-vertical-stacks","Horizontal Optionality Beats Vertical Stacks",[22,37,38],{},"Unlike Vercel's AI SDK (full-stack), Assistant-ui (chat components), or OpenAI's ChatGPT-only Apps SDK, CopilotKit stays agnostic to agent frameworks, clouds, or backends, prioritizing enterprise demands for optionality and self-hosting. Open-source AG-UI remains neutral standard (95% free users), with paid tiers hardening it for top enterprises without forking the ecosystem.",{"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":70},[53,58,61,64,67],{"type":54,"title":55,"url":56,"context":57},"tool","CopilotKit","https:\u002F\u002Fwww.copilotkit.ai\u002F","mentioned",{"type":59,"title":60,"context":57},"other","AG-UI protocol",{"type":59,"title":62,"url":63,"context":57},"Model Context Protocol (MCP)","https:\u002F\u002Ftechcrunch.com\u002F2024\u002F11\u002F25\u002Fanthropic-proposes-a-way-to-connect-data-to-ai-chatbots\u002F",{"type":59,"title":65,"url":66,"context":57},"Agent2Agent (A2A) protocol","https:\u002F\u002Fdevelopers.googleblog.com\u002Fen\u002Fa2a-a-new-era-of-agent-interoperability\u002F",{"type":54,"title":68,"url":69,"context":57},"Vercel AI SDK","https:\u002F\u002Fgithub.com\u002Fvercel\u002Fai",{"relevance":71,"novelty":72,"quality":72,"actionability":72,"composite":73,"reasoning":74},5,4,4.35,"Category: AI & LLMs. The article discusses the AG-UI protocol, which directly addresses the integration of AI agents into app UIs, a key concern for developers building AI-powered products. It provides specific features and examples of how developers can implement this technology, making it actionable.",true,"\u002Fsummaries\u002F1e926c68a30ae932-copilotkit-s-ag-ui-enables-dynamic-ai-agent-uis-in-summary","2026-05-05 14:07:47","2026-05-05 16:09:49",{"title":5,"description":40},{"loc":76},"1e926c68a30ae932","TechCrunch AI","article","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F05\u002Fcopilotkit-raises-27m-to-help-devs-deploy-app-native-ai-agents\u002F","summaries\u002F1e926c68a30ae932-copilotkit-s-ag-ui-enables-dynamic-ai-agent-uis-in-summary",[87,88,89],"agents","ai-tools","startups","CopilotKit's open-source AG-UI protocol standardizes AI agent integration with app UIs for interactive components like charts, not just text, with $27M funding to scale enterprise 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Rollout starts with free trial, then paid for Emergent users.",[17,7023,7025],{"id":7024},"reliability-gaps-in-ambiguous-scenarios","Reliability Gaps in Ambiguous Scenarios",[22,7027,7028],{},"Agents like Wingman falter on inconsistent handling of messy edge cases, unclear goals, or human-judgment-heavy workflows. This underscores a core trade-off: background autonomy boosts efficiency for rote tasks but demands safeguards and human oversight to mitigate errors in complex ops.",[17,7030,7032],{"id":7031},"crowded-race-mirrors-agent-hype","Crowded Race Mirrors Agent Hype",[22,7034,7035],{},"Wingman joins OpenClaw (ex-Clawdbot\u002FMoltbot), Anthropic's Claude tools, Microsoft's agents, and Sierra—where Bret Taylor declared \"the era of clicking buttons is over.\" Emergent bets on messaging ubiquity for edge over standalone apps.",{"title":40,"searchDepth":41,"depth":41,"links":7037},[7038,7039,7040,7041],{"id":7010,"depth":41,"text":7011},{"id":7017,"depth":41,"text":7018},{"id":7024,"depth":41,"text":7025},{"id":7031,"depth":41,"text":7032},[144],{"content_references":7044,"triage":7057},[7045,7048,7051,7053],{"type":54,"title":7046,"url":7047,"context":57},"Emergent","https:\u002F\u002Fapp.emergent.sh\u002Flanding\u002F",{"type":54,"title":7049,"url":7050,"context":57},"Wingman","http:\u002F\u002Fapp.emergent.sh\u002Fwingman",{"type":59,"title":7052,"context":57},"OpenClaw",{"type":59,"title":7054,"url":7055,"context":7056},"Indian vibe-coding startup Emergent raises $70M at $300M valuation from SoftBank, Khosla Ventures","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F01\u002F20\u002Findian-vibe-coding-startup-emergent-raises-70m-at-300m-valuation-from-softbank-khosla-ventures\u002F","cited",{"relevance":72,"novelty":7058,"quality":72,"actionability":7058,"composite":7059,"reasoning":7060},3,3.6,"Category: AI & LLMs. The article discusses the development of an AI agent that automates operational tasks, addressing a specific audience pain point regarding the integration of AI into workflows. It provides insights into the functionality and challenges of the agent, but lacks detailed actionable steps for implementation.","\u002Fsummaries\u002F165342337ce02cd5-emergent-s-wingman-chat-agents-automate-ops-summary","2026-04-15 17:24:18","2026-04-16 03:18:56",{"title":7000,"description":40},{"loc":7061},"165342337ce02cd5","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F04\u002F15\u002Findias-vibe-coding-startup-emergent-enters-openclaw-like-ai-agent-space\u002F","summaries\u002F165342337ce02cd5-emergent-s-wingman-chat-agents-automate-ops-summary",[87,88,89],"Emergent evolves its 8M-user vibe-coding platform into Wingman, a WhatsApp\u002FTelegram AI agent that runs routine tasks autonomously across tools but requires approval for high-stakes actions, targeting the OpenClaw agent trend.",[],"9x5ka87G87axFeP2hGitwirXLPD6Fm2AV9uGbHJT2Zw",{"id":7074,"title":7075,"ai":7076,"body":7082,"categories":7127,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":7128,"navigation":75,"path":7145,"published_at":7146,"question":48,"scraped_at":7147,"seo":7148,"sitemap":7149,"source_id":7150,"source_name":7151,"source_type":83,"source_url":7152,"stem":7153,"tags":7154,"thumbnail_url":48,"tldr":7156,"tweet":48,"unknown_tags":7157,"__hash__":7158},"summaries\u002Fsummaries\u002F3d7423ec8d9c6228-smallest-ai-s-strategy-for-human-like-voice-ai-summary.md","Smallest.ai's Strategy for Human-Like Voice AI",{"provider":7,"model":7077,"input_tokens":7078,"output_tokens":7079,"processing_time_ms":7080,"cost_usd":7081},"google\u002Fgemini-3.1-flash-lite",5849,738,3757,0.00256925,{"type":14,"value":7083,"toc":7122},[7084,7088,7091,7095,7098,7115,7119],[17,7085,7087],{"id":7086},"the-shift-from-large-models-to-specialized-voice-layers","The Shift from Large Models to Specialized Voice Layers",[22,7089,7090],{},"Smallest.ai argues that the primary barrier to human-like voice AI is not model intelligence, but latency. Standard Large Language Models (LLMs) operate on a batch-processing logic—receiving a full prompt before generating a response—which creates unnatural pauses in conversation. To solve this, the company is building a specialized, small-scale voice model designed to process audio in real-time, enabling the agent to listen, think, and speak concurrently. This architecture allows for natural interruptions and fluid turn-taking, mimicking human conversational dynamics.",[17,7092,7094],{"id":7093},"the-hybrid-model-architecture","The Hybrid Model Architecture",[22,7096,7097],{},"Rather than attempting to build an all-encompassing model, Smallest.ai employs a two-tier system:",[7099,7100,7101,7109],"ul",{},[7102,7103,7104,7108],"li",{},[7105,7106,7107],"strong",{},"The Real-Time Voice Layer:"," A specialized, low-latency model handles immediate, conversational interactions. It is optimized for voice-specific challenges, including diverse accents, multi-language support, and performance in noisy environments.",[7102,7110,7111,7114],{},[7105,7112,7113],{},"The Foundational LLM Fallback:"," For complex queries outside the voice model's knowledge base, the system offloads the task to a larger foundational LLM. During this hand-off, the system introduces a brief, human-like pause to \"research\" the issue, maintaining the illusion of a natural interaction rather than a robotic response.",[17,7116,7118],{"id":7117},"strategic-positioning-in-enterprise-support","Strategic Positioning in Enterprise Support",[22,7120,7121],{},"Smallest.ai is positioning itself as a specialized infrastructure provider for customer support companies. CEO Sudarshan Kamath argues that voice-specific optimization is a distraction for general-purpose customer support startups (like Sierra or Decagon). By providing a dedicated voice intelligence layer, Smallest.ai aims to integrate into existing support stacks, focusing exclusively on real-time conversational agents rather than broader audio applications like dubbing or podcasting. The company has already secured partnerships with industry players such as RingCentral and Truecaller, signaling a focus on high-volume, enterprise-grade voice applications.",{"title":40,"searchDepth":41,"depth":41,"links":7123},[7124,7125,7126],{"id":7086,"depth":41,"text":7087},{"id":7093,"depth":41,"text":7094},{"id":7117,"depth":41,"text":7118},[47],{"content_references":7129,"triage":7143},[7130,7133,7135,7137,7139,7141],{"type":54,"title":7131,"url":7132,"context":57},"Smallest.ai","https:\u002F\u002Fsmallest.ai\u002F",{"type":54,"title":7134,"context":57},"ElevenLabs",{"type":54,"title":7136,"context":57},"Cartesia",{"type":54,"title":7138,"context":57},"Sarvam",{"type":54,"title":7140,"context":57},"Sierra",{"type":54,"title":7142,"context":57},"Decagon",{"relevance":72,"novelty":7058,"quality":72,"actionability":7058,"composite":7059,"reasoning":7144},"Category: AI & LLMs. The article discusses a specific innovation in voice AI that addresses latency issues, which is a relevant topic for product builders interested in AI-powered features. It provides insights into a new architectural approach but lacks detailed actionable steps for implementation.","\u002Fsummaries\u002F3d7423ec8d9c6228-smallest-ai-s-strategy-for-human-like-voice-ai-summary","2026-07-31 14:47:11","2026-08-01 03:13:10",{"title":7075,"description":40},{"loc":7145},"3d7423ec8d9c6228","TechCrunch — AI","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F07\u002F31\u002Fsmallest-ai-raises-13m-to-build-ultra-fast-voice-ai-that-sounds-genuinely-human\u002F","summaries\u002F3d7423ec8d9c6228-smallest-ai-s-strategy-for-human-like-voice-ai-summary",[88,89,87,7155],"voice-ai","Smallest.ai raised $13M to develop specialized, low-latency voice models that mimic human conversational patterns by listening, thinking, and speaking simultaneously, rather than relying on standard LLM processing.",[7155],"cAW8qrhY_CnoG79oPkELvuQKtoCkUzMJ0hdQux-7Q3w",{"id":7160,"title":7161,"ai":7162,"body":7167,"categories":7224,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":7225,"navigation":75,"path":7238,"published_at":7239,"question":48,"scraped_at":7240,"seo":7241,"sitemap":7242,"source_id":7243,"source_name":7244,"source_type":7245,"source_url":7246,"stem":7247,"tags":7248,"thumbnail_url":7250,"tldr":7251,"tweet":7252,"unknown_tags":7253,"__hash__":7254},"summaries\u002Fsummaries\u002F4dadf3047cef462d-building-ai-native-organizations-the-400x-leverage-summary.md","Building AI-Native Organizations: The 400x Leverage",{"provider":7,"model":7077,"input_tokens":7163,"output_tokens":7164,"processing_time_ms":7165,"cost_usd":7166},8221,712,4672,0.00312325,{"type":14,"value":7168,"toc":7219},[7169,7173,7176,7180,7183,7209,7213,7216],[17,7170,7172],{"id":7171},"the-shift-to-ai-native-operations","The Shift to AI-Native Operations",[22,7174,7175],{},"Garry Tan argues that the current AI revolution allows lean teams to achieve output levels previously requiring thousands of employees. The core leverage is not found in model weights—which are accessible to everyone—but in how founders \"wire the work.\" By treating AI agents as a workforce rather than simple autocomplete tools, founders can move from writing individual lines of code to managing a system of encoded capabilities.",[17,7177,7179],{"id":7178},"encoding-the-organization-as-code","Encoding the Organization as Code",[22,7181,7182],{},"To build an AI-native company, every organizational component must be transformed into machine-readable formats:",[7099,7184,7185,7191,7197,7203],{},[7102,7186,7187,7190],{},[7105,7188,7189],{},"Skill Files:"," Every task or capability should be documented as a markdown-based skill file. This allows agents to execute repeatable processes reliably.",[7102,7192,7193,7196],{},[7105,7194,7195],{},"Resolver Tables:"," These act as the organization's org chart, routing tasks to the appropriate agent or skill file.",[7102,7198,7199,7202],{},[7105,7200,7201],{},"Performance Reviews:"," Automated testing and evaluation rules ensure that agents remain in compliance and perform tasks correctly.",[7102,7204,7205,7208],{},[7105,7206,7207],{},"The Golden Rule:"," Never perform \"one-off\" work. If a task is performed once, it should be \"skillified\" into a reusable file. This prevents the company from \"waking up with amnesia\" each day and ensures that the organization compounds its intelligence over time.",[17,7210,7212],{"id":7211},"context-engineering-the-company-brain","Context Engineering: The Company Brain",[22,7214,7215],{},"Human working memory is limited to roughly seven items, whereas AI agents can process massive amounts of data. However, the quality of an agent's output depends on \"context engineering\"—the ability to provide the right information at the right time.",[22,7217,7218],{},"Tan advocates for building a \"company brain\" (like his project, GBrain), which functions as a library and librarian. The library stores institutional knowledge (emails, meetings, decisions, post-mortems), while the librarian (the retrieval layer) determines which specific information is loaded into the agent's context window for a given task. Without this curation, a company brain becomes a \"garbage dump\" where stale or contradictory facts lead to confident but incorrect AI outputs. Success requires treating this memory layer with the same rigor as production infrastructure.",{"title":40,"searchDepth":41,"depth":41,"links":7220},[7221,7222,7223],{"id":7171,"depth":41,"text":7172},{"id":7178,"depth":41,"text":7179},{"id":7211,"depth":41,"text":7212},[47],{"content_references":7226,"triage":7236},[7227,7231,7232,7234],{"type":54,"title":7228,"url":7229,"context":7230},"GBrain","https:\u002F\u002Fgithub.com\u002Fgarrytan\u002Fgbrain","recommended",{"type":54,"title":7052,"context":7230},{"type":54,"title":7233,"context":57},"Cursor",{"type":54,"title":7235,"context":57},"Claude Code",{"relevance":71,"novelty":72,"quality":72,"actionability":72,"composite":73,"reasoning":7237},"Category: Product Strategy. The article discusses how to build AI-native organizations, which directly addresses the audience's need for practical strategies in leveraging AI for productivity. It provides actionable concepts like 'skill files' and 'company brain' that founders can implement to optimize their operations.","\u002Fsummaries\u002F4dadf3047cef462d-building-ai-native-organizations-the-400x-leverage-summary","2026-07-17 01:00:06","2026-07-17 18:00:32",{"title":7161,"description":40},{"loc":7238},"4dadf3047cef462d","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=eBUyTS7SzV4","summaries\u002F4dadf3047cef462d-building-ai-native-organizations-the-400x-leverage-summary",[88,87,89,7249],"product-strategy","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FeBUyTS7SzV4\u002Fhqdefault.jpg","To achieve 400x productivity, founders must treat AI as a workforce rather than an autocomplete tool, encoding organizational processes into reusable 'skill files' and building a 'company brain' to manage institutional memory.","This is a talk on organizational design, not software engineering. Tan argues that the \"400x\" productivity gains he sees at YC come from treating AI agents as employees—codifying roles, processes, and institutional knowledge into markdown-based \"skill files\" rather than just using LLMs for autocomplete.",[],"dIoooHP1i1AI_myoVrfhH66mYoRKSQKOKY8Hwg7A41c",{"id":7256,"title":7257,"ai":7258,"body":7263,"categories":7311,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":7312,"navigation":75,"path":7326,"published_at":7327,"question":48,"scraped_at":7328,"seo":7329,"sitemap":7330,"source_id":7331,"source_name":7151,"source_type":83,"source_url":7332,"stem":7333,"tags":7334,"thumbnail_url":48,"tldr":7336,"tweet":48,"unknown_tags":7337,"__hash__":7338},"summaries\u002Fsummaries\u002Fab13ad334f391826-decart-s-oasis-3-real-time-world-models-for-autono-summary.md","Decart's Oasis 3: Real-Time World Models for Autonomous Driving",{"provider":7,"model":7077,"input_tokens":7259,"output_tokens":7260,"processing_time_ms":7261,"cost_usd":7262},6899,591,3617,0.00261125,{"type":14,"value":7264,"toc":7306},[7265,7269,7272,7276,7279,7299,7303],[17,7266,7268],{"id":7267},"the-architecture-of-oasis-3","The Architecture of Oasis 3",[22,7270,7271],{},"Oasis 3 is an auto-regressive world model designed to generate photorealistic, multi-camera driving environments in real time. By generating one frame at a time and referencing previous frames, the model creates interactive simulations. Decart leverages its proprietary 'Decart Optimization Stack' (DOS) to achieve high efficiency across Nvidia, Amazon, and Google hardware. This vertical integration allows the company to price API access at $0.02 per second, positioning it as a cost-effective alternative to competitors.",[17,7273,7275],{"id":7274},"current-limitations-and-research-challenges","Current Limitations and Research Challenges",[22,7277,7278],{},"Despite its photorealistic output, the model faces significant hurdles in maintaining long-term coherence and physical accuracy:",[7099,7280,7281,7287,7293],{},[7102,7282,7283,7286],{},[7105,7284,7285],{},"Memory Constraints:"," Because each frame consumes approximately 8,000 tokens, the context window fills rapidly during continuous generation. This leads to 'dream-like' degradation where environments lose thematic integrity and original locations disappear.",[7102,7288,7289,7292],{},[7105,7290,7291],{},"Physics Inconsistency:"," The model currently fails to simulate solid-body physics, often allowing vehicles to pass through one another. Decart attributes this to a data imbalance, noting that training sets contain significantly more examples of 'good driving' than accident scenarios.",[7102,7294,7295,7298],{},[7105,7296,7297],{},"Control Responsiveness:"," Users often experience difficulty maintaining precise control over the simulated vehicle, a common issue in current world model architectures.",[17,7300,7302],{"id":7301},"strategy-building-a-developer-ecosystem","Strategy: Building a Developer Ecosystem",[22,7304,7305],{},"Decart is explicitly modeling its go-to-market strategy after OpenAI’s early API-first approach. By providing immediate API access rather than keeping the technology behind research previews, the company aims to foster a developer community that discovers novel use cases for world models. While initially targeting autonomous vehicle companies for edge-case testing, Decart intends to expand into broader robotics and physical AI applications. Future iterations are expected to address memory issues by allowing users to seed simulations with video input rather than static images, and by researching methods to compress memory into fewer tokens.",{"title":40,"searchDepth":41,"depth":41,"links":7307},[7308,7309,7310],{"id":7267,"depth":41,"text":7268},{"id":7274,"depth":41,"text":7275},{"id":7301,"depth":41,"text":7302},[47],{"content_references":7313,"triage":7324},[7314,7318,7321],{"type":54,"title":7315,"author":7316,"context":7317},"Oasis 3","Decart","reviewed",{"type":54,"title":7319,"author":7320,"context":57},"Genie 3","Google",{"type":54,"title":7322,"author":7323,"context":57},"Marble","World Labs",{"relevance":72,"novelty":7058,"quality":72,"actionability":7058,"composite":7059,"reasoning":7325},"Category: AI & LLMs. The article discusses a new API for generating real-time driving environments, which is relevant to AI engineering and product development. It addresses specific challenges in the technology, such as memory constraints and physics inconsistencies, which are pain points for developers looking to implement AI solutions.","\u002Fsummaries\u002Fab13ad334f391826-decart-s-oasis-3-real-time-world-models-for-autono-summary","2026-06-10 13:07:56","2026-06-11 12:57:23",{"title":7257,"description":40},{"loc":7326},"ab13ad334f391826","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F06\u002F10\u002Fdecarts-new-world-model-can-simulate-hours-of-photorealistic-driving-with-some-caveats\u002F","summaries\u002Fab13ad334f391826-decart-s-oasis-3-real-time-world-models-for-autono-summary",[87,88,89,7335],"ai-llms","Decart has launched Oasis 3, an API-accessible world model for generating photorealistic driving environments, aiming to build a developer ecosystem for physical AI despite current limitations in memory and physics consistency.",[7335],"RCzH6xZ-sbTcbf8pSnSrGPc1kP4KEAV7_7J4qiJZ3Cg"]