[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-64748ac3266300d1-claude-tag-collaborative-agentic-workflows-in-slac-summary":3,"summaries-facets-categories":84,"summary-related-64748ac3266300d1-claude-tag-collaborative-agentic-workflows-in-slac-summary":5588},{"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":66,"path":67,"published_at":68,"question":48,"scraped_at":68,"seo":69,"sitemap":70,"source_id":71,"source_name":72,"source_type":73,"source_url":74,"stem":75,"tags":76,"thumbnail_url":48,"tldr":81,"tweet":48,"unknown_tags":82,"__hash__":83},"summaries\u002Fsummaries\u002F64748ac3266300d1-claude-tag-collaborative-agentic-workflows-in-slac-summary.md","Claude Tag: Collaborative Agentic Workflows in Slack",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",5078,551,3387,0.002096,{"type":14,"value":15,"toc":39},"minimark",[16,21,25,29,32,36],[17,18,20],"h2",{"id":19},"from-chatbot-to-multiplayer-teammate","From Chatbot to Multiplayer Teammate",[22,23,24],"p",{},"Claude Tag shifts the interaction model from isolated, single-user chat sessions to a persistent, multiplayer agent experience within Slack. By allowing Claude to join channels, teams can delegate tasks directly via @mentions. Unlike traditional LLM interfaces, Claude Tag maintains state across interactions, allowing multiple team members to view, audit, and build upon the agent's ongoing work. This architecture enables asynchronous collaboration, where Claude can break down complex objectives into multi-stage plans and execute them over hours or days, freeing human team members to focus on higher-level priorities.",[17,26,28],{"id":27},"contextual-awareness-and-proactive-execution","Contextual Awareness and Proactive Execution",[22,30,31],{},"Claude Tag is designed to function as an active participant rather than a reactive tool. It builds \"tacit knowledge\" by observing channel history and accessing permitted data sources, reducing the need for repetitive context-setting. When \"ambient\" behavior is enabled, the agent proactively flags relevant information, follows up on stalled threads, and monitors connected tools for updates. Anthropic reports that this model is highly effective for production workflows, noting that 65% of their internal product team’s code is now generated through their internal version of Claude Tag.",[17,33,35],{"id":34},"governance-and-enterprise-control","Governance and Enterprise Control",[22,37,38],{},"To address security and data privacy, Claude Tag implements a scoped identity model. Administrators define granular access controls, determining which tools and data sources a specific Claude instance can interact with, and in which channels. These permissions ensure that context and memory remain siloed—for example, preventing engineering data from leaking into sales-focused channels. Administrators retain oversight through centralized logging of all agent actions and the ability to set hard token spend limits at both the organizational and channel levels.",{"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],"Agents & Orchestration",null,"md",false,{"content_references":52,"triage":61},[53,57],{"type":54,"title":55,"context":56},"tool","Claude Code","mentioned",{"type":58,"title":59,"url":60,"context":56},"other","Agent Identity Access Model","https:\u002F\u002Fclaude.com\u002Fblog\u002Fagent-identity-access-model",{"relevance":62,"novelty":63,"quality":62,"actionability":63,"composite":64,"reasoning":65},4,3,3.6,"Category: Agents & Orchestration. The article discusses the integration of Claude Tag as a collaborative agent in Slack, addressing the audience's interest in multi-agent systems and orchestration. It provides insights into how the agent maintains state and facilitates teamwork, which is relevant but lacks detailed implementation guidance for engineers.",true,"\u002Fsummaries\u002F64748ac3266300d1-claude-tag-collaborative-agentic-workflows-in-slac-summary","2026-06-29 14:32:11",{"title":5,"description":40},{"loc":67},"64748ac3266300d1","Anthropic News","article","https:\u002F\u002Fwww.anthropic.com\u002Fnews\u002Fintroducing-claude-tag","summaries\u002F64748ac3266300d1-claude-tag-collaborative-agentic-workflows-in-slac-summary",[77,78,79,80],"agents","slack","collaboration","enterprise","Claude Tag integrates Claude into Slack as a persistent, multiplayer agent capable of autonomous task execution, cross-channel context awareness, and proactive 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Anthropic positions this as a \"multiplayer\" evolution of their Claude Code product, distinguishing it as the async, team-facing counterpart to the solo, synchronous nature of Claude Code.",[17,5607,5609],{"id":5608},"proactive-agentic-workflows","Proactive Agentic Workflows",[22,5611,5612],{},"Unlike traditional chatbots that wait for a prompt, Claude Tag is designed for ambient, proactive behavior. Key capabilities include:",[5614,5615,5616,5624,5630],"ul",{},[5617,5618,5619,5623],"li",{},[5620,5621,5622],"strong",{},"Async Delegation:"," Users can tag Claude in threads to handle tasks, allowing the AI to work in the background over long periods (e.g., waiting for blocking dependencies or monitoring A\u002FB tests).",[5617,5625,5626,5629],{},[5620,5627,5628],{},"Contextual Awareness:"," Claude can summarize threads into actionable documentation, follow up across channels, and trigger actions based on predefined thresholds.",[5617,5631,5632,5635],{},[5620,5633,5634],{},"Operational Integration:"," Anthropic reports that internal teams use this to handle 65% of product PRs, demonstrating that the value lies in the agent's ability to operate within the existing coordination fabric of the organization.",[17,5637,5639],{"id":5638},"the-engineering-trade-offs","The Engineering Trade-offs",[22,5641,5642],{},"While the product promises significant productivity gains, it introduces complex architectural challenges that organizations must navigate:",[5614,5644,5645,5651,5657],{},[5617,5646,5647,5650],{},[5620,5648,5649],{},"Memory and Identity:"," Critics point to the \"monotheistic\" design—having one Claude identity across an entire enterprise—which risks confusion regarding context boundaries, memory partitioning, and channel-specific knowledge.",[5617,5652,5653,5656],{},[5620,5654,5655],{},"Security and Governance:"," Because Claude Tag requires access to sensitive data and codebases, the burden shifts to the platform layer. Success depends on robust permissioning, auditability, and secret management, rather than just raw model intelligence.",[5617,5658,5659,5662],{},[5620,5660,5661],{},"Noise vs. Leverage:"," There is a risk that agent-driven automation could turn human collaboration tools into sources of \"agent orchestration noise,\" potentially creating new forms of interruption or surveillance if not managed with clear accountability.",{"title":40,"searchDepth":41,"depth":41,"links":5664},[5665,5666,5667],{"id":5601,"depth":41,"text":5602},{"id":5608,"depth":41,"text":5609},{"id":5638,"depth":41,"text":5639},[47],{"content_references":5670,"triage":5676},[5671,5673,5674],{"type":54,"title":5672,"url":74,"context":56},"Claude Tag",{"type":54,"title":55,"context":56},{"type":54,"title":5675,"context":56},"GLM-5.2",{"relevance":5677,"novelty":62,"quality":62,"actionability":62,"composite":5678,"reasoning":5679},5,4.35,"Category: Agents & Orchestration. The article discusses the transition of LLMs to a proactive, team-based delegation model, which directly addresses the audience's interest in architectures and tool use for AI systems. It provides insights into the operational integration of Claude Tag within Slack, highlighting both its capabilities and architectural challenges, making it actionable for engineers considering similar implementations.","\u002Fsummaries\u002Fc601534806e65ec3-claude-tag-moving-ai-from-chat-to-team-based-deleg-summary","2026-06-29 14:32:26",{"title":5591,"description":40},{"loc":5680},"c601534806e65ec3","Latent Space (Newsletter)","https:\u002F\u002Fwww.latent.space\u002Fp\u002Fainews-claude-tag-multiplayer-proactive","summaries\u002Fc601534806e65ec3-claude-tag-moving-ai-from-chat-to-team-based-deleg-summary",[77,5689,5690,78],"llm","architectures","Claude Tag shifts LLM interaction from synchronous chat to asynchronous, team-wide delegation within Slack, positioning Claude as a persistent, proactive coworker rather than a standalone tool.",[78],"FBg2PXg2ReIfRfGtqHex9hhjLHuqJZWjXXZSpaxMbQM",{"id":5695,"title":5696,"ai":5697,"body":5702,"categories":5773,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":5774,"navigation":66,"path":5806,"published_at":5807,"question":48,"scraped_at":5808,"seo":5809,"sitemap":5810,"source_id":5811,"source_name":5812,"source_type":73,"source_url":5813,"stem":5814,"tags":5815,"thumbnail_url":48,"tldr":5818,"tweet":48,"unknown_tags":5819,"__hash__":5820},"summaries\u002Fsummaries\u002Fa595ea3aedf7c522-enterprise-agentic-ai-platforms-2026-selection-gui-summary.md","Enterprise Agentic AI Platforms: 2026 Selection Guide",{"provider":7,"model":8,"input_tokens":5698,"output_tokens":5699,"processing_time_ms":5700,"cost_usd":5701},8613,1163,5158,0.00389775,{"type":14,"value":5703,"toc":5768},[5704,5708,5711,5715,5718,5744,5748],[17,5705,5707],{"id":5706},"the-shift-to-production-ready-agentic-ai","The Shift to Production-Ready Agentic AI",[22,5709,5710],{},"In 2026, the enterprise focus has moved from experimenting with AI to committing to production-grade agents. Organizations are no longer asking whether to deploy, but rather which platform best fits their specific workflows. The market is currently bifurcated between ecosystem-native platforms (like Salesforce Agentforce and Microsoft Copilot Studio) that offer rapid time-to-value for existing customers, and developer-centric frameworks (like LangGraph) that provide the control necessary for complex, custom architectures.",[17,5712,5714],{"id":5713},"core-selection-criteria","Core Selection Criteria",[22,5716,5717],{},"To avoid common pitfalls like \"agent washing\"—where simple chatbots are rebranded as autonomous agents—teams must evaluate platforms against real-world requirements: branching logic, tool use, context retention, and failure recovery. Four rules define successful selection:",[5614,5719,5720,5726,5732,5738],{},[5617,5721,5722,5725],{},[5620,5723,5724],{},"Ecosystem Alignment:"," Platforms like Salesforce and Microsoft offer the fastest path to production (4–6 weeks) but lose value in heterogeneous environments. Conversely, frameworks like LangGraph are essential for custom, engineering-led architectures where agentic AI is a competitive differentiator.",[5617,5727,5728,5731],{},[5620,5729,5730],{},"Governance-First Architecture:"," For regulated industries (banking, healthcare, government), platforms like ServiceNow and IBM watsonx Orchestrate are preferred because they treat audit trails, model explainability, and data provenance as core features rather than add-ons.",[5617,5733,5734,5737],{},[5620,5735,5736],{},"Total Cost of Ownership (TCO):"," Licensing fees are only one component. While open-source frameworks like LangGraph or CrewAI are free, they require significant engineering headcount to build and maintain. Enterprise platforms carry higher licensing costs but reduce the burden of building governance and observability dashboards from scratch.",[5617,5739,5740,5743],{},[5620,5741,5742],{},"Incremental Deployment:"," The most common failure pattern is attempting to scale too quickly. Successful teams deploy one agent against one data-rich workflow, measure the outcome, and only then expand.",[17,5745,5747],{"id":5746},"platform-categorization","Platform Categorization",[5614,5749,5750,5756,5762],{},[5617,5751,5752,5755],{},[5620,5753,5754],{},"Ecosystem-Native:"," Salesforce Agentforce (CRM-native), Microsoft Copilot Studio (M365\u002FTeams-native), and ServiceNow (ITSM\u002FGovernance-native).",[5617,5757,5758,5761],{},[5620,5759,5760],{},"Developer Frameworks:"," LangGraph (stateful, production-grade) and CrewAI (rapid prototyping).",[5617,5763,5764,5767],{},[5620,5765,5766],{},"Managed Cloud\u002FSpecialized:"," Google Gemini Enterprise Agent Platform (multimodal\u002Fcross-framework), IBM watsonx Orchestrate (regulated orchestration), AWS Bedrock AgentCore (AWS-native infrastructure), UiPath (RPA-to-agentic migration), and Kore.ai (vertical-specific conversational AI).",{"title":40,"searchDepth":41,"depth":41,"links":5769},[5770,5771,5772],{"id":5706,"depth":41,"text":5707},{"id":5713,"depth":41,"text":5714},{"id":5746,"depth":41,"text":5747},[93],{"content_references":5775,"triage":5804},[5776,5780,5783,5786,5789,5792,5795,5798,5801],{"type":54,"title":5777,"url":5778,"context":5779},"Salesforce Agentforce","https:\u002F\u002Fwww.salesforce.com\u002Fagentforce\u002Fpricing\u002F","reviewed",{"type":54,"title":5781,"url":5782,"context":5779},"Microsoft Copilot Studio","https:\u002F\u002Fwww.microsoft.com\u002Fen-us\u002Fmicrosoft-365-copilot\u002Fpricing\u002Fcopilot-studio",{"type":54,"title":5784,"url":5785,"context":5779},"LangGraph","https:\u002F\u002Fwww.langchain.com\u002Flangsmith",{"type":54,"title":5787,"url":5788,"context":5779},"Google Gemini Enterprise Agent Platform","https:\u002F\u002Fdocs.cloud.google.com\u002Fgemini-enterprise-agent-platform\u002Foverview",{"type":54,"title":5790,"url":5791,"context":5779},"IBM watsonx Orchestrate","https:\u002F\u002Fwww.ibm.com\u002Fnew\u002Fannouncements\u002Fproductivity-revolution-with-ai-agents-that-work-across-stack",{"type":54,"title":5793,"url":5794,"context":5779},"AWS Bedrock AgentCore","https:\u002F\u002Faws.amazon.com\u002Fbedrock\u002F",{"type":54,"title":5796,"url":5797,"context":5779},"UiPath Maestro","https:\u002F\u002Fwww.uipath.com\u002Fplatform\u002Fmaestro",{"type":54,"title":5799,"url":5800,"context":5779},"CrewAI","https:\u002F\u002Fdocs.crewai.com\u002F",{"type":54,"title":5802,"url":5803,"context":5779},"Kore.ai","https:\u002F\u002Fwww.kore.ai\u002F",{"relevance":5677,"novelty":62,"quality":62,"actionability":62,"composite":5678,"reasoning":5805},"Category: AI & LLMs. The article provides a comprehensive guide on selecting enterprise-level agentic AI platforms, addressing specific pain points such as governance and ecosystem alignment, which are crucial for product builders. It offers actionable criteria for evaluating platforms, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002Fa595ea3aedf7c522-enterprise-agentic-ai-platforms-2026-selection-gui-summary","2026-05-19 08:24:58","2026-05-19 11:00:21",{"title":5696,"description":40},{"loc":5806},"a595ea3aedf7c522","MarkTechPost","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F19\u002Fbest-enterprise-level-agentic-ai-platforms-for-2026\u002F","summaries\u002Fa595ea3aedf7c522-enterprise-agentic-ai-platforms-2026-selection-gui-summary",[5816,77,5817,80],"ai-tools","saas","Enterprise agentic AI has shifted from pilot to production. Success depends on matching the platform to your existing ecosystem, prioritizing governance for regulated workflows, and starting with a single, well-defined use case rather than broad deployments.",[80],"UGLGlf345A8PZpoYR9Nn61bThjAmaZaM_BzFM8H6TRI",{"id":5822,"title":5823,"ai":5824,"body":5829,"categories":5871,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":5872,"navigation":66,"path":5881,"published_at":5882,"question":48,"scraped_at":5882,"seo":5883,"sitemap":5884,"source_id":5885,"source_name":5886,"source_type":73,"source_url":5887,"stem":5888,"tags":5889,"thumbnail_url":48,"tldr":5890,"tweet":48,"unknown_tags":5891,"__hash__":5892},"summaries\u002Fsummaries\u002F6f1209c6c0e07aba-openai-and-dell-partner-for-on-premises-codex-depl-summary.md","OpenAI and Dell Partner for On-Premises Codex Deployment",{"provider":7,"model":8,"input_tokens":5825,"output_tokens":5826,"processing_time_ms":5827,"cost_usd":5828},6435,502,3209,0.00236175,{"type":14,"value":5830,"toc":5866},[5831,5835,5838,5842,5845,5859,5863],[17,5832,5834],{"id":5833},"bringing-ai-agents-to-on-premises-data","Bringing AI Agents to On-Premises Data",[22,5836,5837],{},"OpenAI and Dell Technologies have announced a strategic partnership to deploy Codex—OpenAI's coding and agentic AI model—directly within enterprise hybrid and on-premises environments. This collaboration aims to solve the primary friction point for large organizations: the need to run AI agents where their most sensitive data, documentation, and business systems already reside, rather than relying solely on cloud-based infrastructure.",[17,5839,5841],{"id":5840},"integration-with-dell-infrastructure","Integration with Dell Infrastructure",[22,5843,5844],{},"The partnership focuses on two core Dell platforms:",[5614,5846,5847,5853],{},[5617,5848,5849,5852],{},[5620,5850,5851],{},"Dell AI Data Platform:"," Codex will connect directly to this platform, allowing agents to access governed, internal enterprise data. This proximity is intended to improve the utility of AI agents in tasks like code review, incident response, and cross-tool workflow coordination.",[5617,5854,5855,5858],{},[5620,5856,5857],{},"Dell AI Factory:"," The companies are exploring ways to integrate Codex, ChatGPT Enterprise, and other API-based solutions with the Dell AI Factory. This will enable businesses to manage systems of record, run automated tests, and deploy AI applications within their existing, secure infrastructure.",[17,5860,5862],{"id":5861},"scaling-agentic-workflows","Scaling Agentic Workflows",[22,5864,5865],{},"While Codex originated as a coding tool, OpenAI reports it is increasingly used for broader agentic tasks, such as routing product feedback, qualifying leads, and preparing reports. By moving these capabilities on-premises, the partnership provides a path for enterprises to treat AI agents as repeatable, secure systems for production work, balancing the need for advanced model reasoning with the strict security and governance requirements of large-scale organizations.",{"title":40,"searchDepth":41,"depth":41,"links":5867},[5868,5869,5870],{"id":5833,"depth":41,"text":5834},{"id":5840,"depth":41,"text":5841},{"id":5861,"depth":41,"text":5862},[96],{"content_references":5873,"triage":5879},[5874,5877],{"type":54,"title":5875,"publisher":5876,"context":56},"Dell AI Data Platform","Dell Technologies",{"type":54,"title":5878,"publisher":5876,"context":56},"Dell AI Factory",{"relevance":62,"novelty":63,"quality":62,"actionability":63,"composite":64,"reasoning":5880},"Category: AI & LLMs. The article discusses a partnership between OpenAI and Dell to deploy Codex in enterprise environments, addressing a specific pain point of secure data handling for AI workflows. It provides insights into how this integration can enhance AI agent capabilities, but lacks detailed actionable steps for implementation.","\u002Fsummaries\u002F6f1209c6c0e07aba-openai-and-dell-partner-for-on-premises-codex-depl-summary","2026-05-18 19:00:36",{"title":5823,"description":40},{"loc":5881},"6f1209c6c0e07aba","OpenAI News","https:\u002F\u002Fopenai.com\u002Findex\u002Fdell-codex-enterprise-partnership","summaries\u002F6f1209c6c0e07aba-openai-and-dell-partner-for-on-premises-codex-depl-summary",[5816,77,5817,80],"OpenAI is partnering with Dell Technologies to integrate Codex and agentic AI into hybrid and on-premises enterprise environments, allowing businesses to leverage secure, local data for AI workflows.",[80],"uf1KM_UMA-x6aVepxuHm76hcZAktiPStGvE9rcKOIrI",{"id":5894,"title":5895,"ai":5896,"body":5901,"categories":5924,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":5925,"navigation":66,"path":5943,"published_at":5944,"question":48,"scraped_at":5944,"seo":5945,"sitemap":5946,"source_id":5947,"source_name":5948,"source_type":73,"source_url":5949,"stem":5950,"tags":5951,"thumbnail_url":48,"tldr":5953,"tweet":48,"unknown_tags":5954,"__hash__":5955},"summaries\u002Fsummaries\u002F39aea89bcb999475-moving-from-solo-ai-agents-to-collaborative-steeri-summary.md","Moving from Solo AI Agents to Collaborative Steering",{"provider":7,"model":8,"input_tokens":5897,"output_tokens":5898,"processing_time_ms":5899,"cost_usd":5900},4403,579,3085,0.00196925,{"type":14,"value":5902,"toc":5920},[5903,5907,5910,5914,5917],[17,5904,5906],{"id":5905},"the-problem-agentic-fragmentation","The Problem: Agentic Fragmentation",[22,5908,5909],{},"As AI tools evolve from simple chat interfaces to autonomous agents, a new operational risk emerges: team-wide drift. When individual contributors (designers, engineers, PMs) each manage their own agents using disparate configurations—such as system prompts, memory files, and custom skills—they inadvertently optimize for their own personal perspectives rather than a unified product vision. This leads to \"product fragmentation,\" where a single team ships a disjointed collection of ideas rather than a coherent, singular point of view.",[17,5911,5913],{"id":5912},"the-solution-collaborative-steering","The Solution: Collaborative Steering",[22,5915,5916],{},"To solve this, teams must adopt \"collaborative steering,\" a methodology where the context governing AI agents is collaboratively created, edited, and maintained as a shared asset. Instead of keeping agent instructions scattered across local machines or isolated codebases, teams should centralize their design principles, brand voice, and technical constraints into a shared workspace.",[22,5918,5919],{},"By encoding these cross-functional requirements—such as interaction design principles from designers and performance\u002Fmaintainability standards from engineers—into a project-level context, teams can ensure that AI agents act as a force multiplier for collective expertise rather than a generator of siloed output. This approach transforms AI from a solo productivity tool into a team-wide alignment mechanism, ensuring that the final product reflects a unified strategy.",{"title":40,"searchDepth":41,"depth":41,"links":5921},[5922,5923],{"id":5905,"depth":41,"text":5906},{"id":5912,"depth":41,"text":5913},[93],{"group":5926,"content_references":5927,"triage":5941},"luke-wroblewski",[5928,5932,5936],{"type":54,"title":5929,"url":5930,"context":5931},"Intent","https:\u002F\u002Flukew.com\u002Fff\u002Fentry.asp?2150","recommended",{"type":5933,"title":5934,"url":5935,"context":56},"event","Design Futures Assembly","https:\u002F\u002Flukew.com\u002Fff\u002Fentry.asp?2151",{"type":5937,"title":5938,"author":5939,"url":5940,"context":56},"book","Mobile First","Luke Wroblewski","https:\u002F\u002Fabookapart.com\u002Fproducts\u002Fmobile-first",{"relevance":5677,"novelty":62,"quality":62,"actionability":62,"composite":5678,"reasoning":5942},"Category: Product Strategy. The article addresses a specific pain point of product fragmentation due to siloed AI agents and offers a practical solution in the form of 'collaborative steering.' It provides a clear framework for teams to align their AI outputs, making it actionable for those building AI-powered products.","\u002Fsummaries\u002F39aea89bcb999475-moving-from-solo-ai-agents-to-collaborative-steeri-summary","2026-05-18 15:00:54",{"title":5895,"description":40},{"loc":5943},"39aea89bcb999475","LukeW — Functioning Form","https:\u002F\u002Fwww.lukew.com\u002Fff\u002Fentry.asp?2153","summaries\u002F39aea89bcb999475-moving-from-solo-ai-agents-to-collaborative-steeri-summary",[5816,77,5952,79],"product-strategy","To prevent product fragmentation in an agentic workflow, teams must shift from individual, siloed AI agents to 'collaborative steering'—a unified, shared context that aligns AI outputs with team-wide design and engineering standards.",[79],"WaTeH1D6BgZkATuQ52H8-NaBhMjHKs_nzNfcY4CxS7k"]