[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-5ca0f7ba29486665-sentinelbench-evaluating-long-running-ai-monitorin-summary":3,"summaries-facets-categories":109,"summary-related-5ca0f7ba29486665-sentinelbench-evaluating-long-running-ai-monitorin-summary":5683},{"id":4,"title":5,"ai":6,"body":13,"categories":75,"created_at":77,"date_modified":77,"description":69,"extension":78,"faq":77,"featured":79,"kicker_label":77,"meta":80,"navigation":92,"path":93,"published_at":94,"question":77,"scraped_at":94,"seo":95,"sitemap":96,"source_id":97,"source_name":98,"source_type":99,"source_url":85,"stem":100,"tags":101,"thumbnail_url":77,"tldr":106,"tweet":77,"unknown_tags":107,"__hash__":108},"summaries\u002Fsummaries\u002F5ca0f7ba29486665-sentinelbench-evaluating-long-running-ai-monitorin-summary.md","SentinelBench: Evaluating Long-Running AI Monitoring Agents",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4093,504,2945,0.00177925,{"type":14,"value":15,"toc":68},"minimark",[16,21,25,29,32,61,65],[17,18,20],"h2",{"id":19},"the-need-for-long-horizon-agent-evaluation","The Need for Long-Horizon Agent Evaluation",[22,23,24],"p",{},"Most existing AI agent benchmarks focus on single-turn tasks or short-duration interactions. SentinelBench addresses the specific challenges of 'long-running monitoring agents'—systems designed to operate continuously, observe changing environments, and trigger actions based on evolving data. The benchmark shifts the focus from static accuracy to temporal reliability, state management, and the ability to maintain performance over extended periods without degradation.",[17,26,28],{"id":27},"core-evaluation-metrics","Core Evaluation Metrics",[22,30,31],{},"SentinelBench introduces a structured approach to measuring agent performance in continuous monitoring scenarios. Key evaluation dimensions include:",[33,34,35,43,49,55],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Temporal Consistency:"," Measuring how well an agent maintains its decision-making logic and context window integrity over long durations.",[36,44,45,48],{},[39,46,47],{},"Drift Adaptation:"," Assessing the agent's ability to recognize and respond to environmental changes or data drift without manual intervention.",[36,50,51,54],{},[39,52,53],{},"Action Reliability:"," Evaluating the precision and safety of interventions triggered by the agent in response to monitored events.",[36,56,57,60],{},[39,58,59],{},"Resource Efficiency:"," Tracking token usage and latency over time to ensure the agent remains economically and operationally viable for production deployment.",[17,62,64],{"id":63},"implications-for-ai-engineering","Implications for AI Engineering",[22,66,67],{},"By providing a standardized testbed, SentinelBench allows developers to move beyond anecdotal testing of agent loops. It highlights the trade-offs between aggressive monitoring (which may increase false positives or costs) and passive observation (which may miss critical events). The benchmark encourages the development of more robust state-management patterns and better error-recovery mechanisms for agents that are expected to run indefinitely in production environments.",{"title":69,"searchDepth":70,"depth":70,"links":71},"",2,[72,73,74],{"id":19,"depth":70,"text":20},{"id":27,"depth":70,"text":28},{"id":63,"depth":70,"text":64},[76],"AI & LLMs",null,"md",false,{"content_references":81,"triage":87},[82],{"type":83,"title":84,"url":85,"context":86},"paper","SentinelBench: A Benchmark for Long-Running Monitoring Agents","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.05342","reviewed",{"relevance":88,"novelty":89,"quality":89,"actionability":89,"composite":90,"reasoning":91},5,4,4.35,"Category: AI & LLMs. The article introduces SentinelBench, a framework specifically designed for evaluating long-running AI monitoring agents, which directly addresses the audience's need for practical tools in AI engineering. It provides actionable insights into evaluation metrics that can be applied to improve agent reliability in production.",true,"\u002Fsummaries\u002F5ca0f7ba29486665-sentinelbench-evaluating-long-running-ai-monitorin-summary","2026-06-06 16:12:00",{"title":5,"description":69},{"loc":93},"5ca0f7ba29486665","arXiv cs.AI","article","summaries\u002F5ca0f7ba29486665-sentinelbench-evaluating-long-running-ai-monitorin-summary",[102,103,104,105],"llm","ai-agents","benchmarking","monitoring","SentinelBench provides a standardized framework for evaluating AI agents tasked with continuous, long-running monitoring, addressing the critical gap in testing agent reliability over extended time 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By separating the logic of a skill into four distinct dimensions, developers can create more reusable and maintainable AI components:",[33,5702,5703,5709,5715,5721],{},[36,5704,5705,5708],{},[39,5706,5707],{},"Routing:"," Defines the decision-making logic that determines when and how a specific skill should be invoked based on input context.",[36,5710,5711,5714],{},[39,5712,5713],{},"Workflow:"," Maps the sequence of operations or sub-tasks required to execute the skill, effectively acting as the 'control flow' for the agent's action.",[36,5716,5717,5720],{},[39,5718,5719],{},"Semantics:"," Encapsulates the domain-specific knowledge and definitions required to interpret inputs and generate meaningful outputs, ensuring the agent 'understands' the context of the task.",[36,5722,5723,5726],{},[39,5724,5725],{},"Attachments:"," Manages external dependencies, such as API keys, database connections, or specific file assets, that are required for the skill to interact with the real world.",[17,5728,5730],{"id":5729},"improving-agent-modularity-and-scalability","Improving Agent Modularity and Scalability",[22,5732,5733],{},"By decoupling these four elements, the W2S framework allows builders to treat AI capabilities as discrete 'skills' rather than hard-coded logic. This modularity provides several practical advantages for production systems:",[5735,5736,5737,5743,5749],"ol",{},[36,5738,5739,5742],{},[39,5740,5741],{},"Reusability:"," Once a 'Workflow' or 'Semantics' block is defined for a specific domain, it can be reused across different agent implementations without modification.",[36,5744,5745,5748],{},[39,5746,5747],{},"Debugging:"," Isolating failures becomes significantly easier; a developer can determine if an issue stems from the routing logic, the workflow sequence, or the semantic interpretation of the data.",[36,5750,5751,5754],{},[39,5752,5753],{},"Dynamic Composition:"," Agents can dynamically assemble skills at runtime, selecting the appropriate routing and workflow paths based on the user's intent, rather than relying on rigid, pre-defined chains.",[22,5756,5757],{},"This approach shifts the paradigm from building 'all-in-one' agents to building a library of specialized skills that can be orchestrated to handle complex, multi-step business processes.",{"title":69,"searchDepth":70,"depth":70,"links":5759},[5760,5761],{"id":5696,"depth":70,"text":5697},{"id":5729,"depth":70,"text":5730},[76],{"content_references":5764,"triage":5770},[5765],{"type":83,"title":5766,"author":5767,"url":5768,"context":5769},"Workflow-to-Skill: Skill Creation via Routing-Workflow-Semantics-Attachments Decomposition","arXiv","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.06893","cited",{"relevance":88,"novelty":89,"quality":89,"actionability":89,"composite":90,"reasoning":5771},"Category: AI Automation. The article presents a structured framework for decomposing AI workflows into reusable skills, addressing a key pain point for developers in creating modular AI agents. It offers practical advantages such as reusability and easier debugging, which are directly applicable to building AI-powered products.","\u002Fsummaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary","2026-06-08 12:56:53",{"title":5686,"description":69},{"loc":5772},"a2e69b3ac342f3a6","summaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary",[102,5779,103],"automation","The 'Workflow-to-Skill' framework improves AI agent modularity by decomposing complex processes into four distinct components: Routing, Workflow, Semantics, and Attachments.",[103],"V8SKbx2bTbTlIPpKlB35j-kcY7_UI_GghVKHsne5GyY",{"id":5784,"title":5785,"ai":5786,"body":5791,"categories":5869,"created_at":77,"date_modified":77,"description":69,"extension":78,"faq":77,"featured":79,"kicker_label":77,"meta":5870,"navigation":92,"path":5887,"published_at":5888,"question":77,"scraped_at":5889,"seo":5890,"sitemap":5891,"source_id":5892,"source_name":5893,"source_type":5894,"source_url":5895,"stem":5896,"tags":5897,"thumbnail_url":5899,"tldr":5900,"tweet":5901,"unknown_tags":5902,"__hash__":5903},"summaries\u002Fsummaries\u002F494f4ad6c844a2bd-building-production-grade-multi-agent-systems-with-summary.md","Building Production-Grade Multi-Agent Systems with ADK",{"provider":7,"model":8,"input_tokens":5787,"output_tokens":5788,"processing_time_ms":5789,"cost_usd":5790},5343,795,4207,0.00252825,{"type":14,"value":5792,"toc":5863},[5793,5797,5800,5804,5807,5811,5814,5833,5837,5840,5860],[17,5794,5796],{"id":5795},"multi-agent-orchestration-and-routing","Multi-Agent Orchestration and Routing",[22,5798,5799],{},"Building a production-grade agent system requires moving beyond simple scripts to a hierarchical structure. In this architecture, a 'root agent' acts as a director, delegating tasks to specialized sub-agents (e.g., a critic, a recommender, and a watchlist manager). Routing is handled by the LLM itself: each sub-agent is defined by a description, and the root agent’s LLM performs intent detection to match user requests to the appropriate agent. This eliminates complex 'if-else' logic, making the system maintainable and scalable.",[17,5801,5803],{"id":5802},"integrating-external-tools-with-mcp","Integrating External Tools with MCP",[22,5805,5806],{},"The Model Context Protocol (MCP) allows agents to interact with external data sources without hard-coded APIs. By using an MCP server (such as the 'fetch' server), an agent can programmatically access live web content. The Agent Development Kit (ADK) manages the full lifecycle of these servers—starting them as child processes, handling standard I\u002FO, and exposing tools automatically. This allows agents to perform real-time research, such as scraping live review scores from Rotten Tomatoes or IMDb, rather than relying on stale training data.",[17,5808,5810],{"id":5809},"state-management-and-contextual-awareness","State Management and Contextual Awareness",[22,5812,5813],{},"To create a persistent experience, ADK uses 'session state' and 'instruction templating.'",[33,5815,5816,5827],{},[36,5817,5818,5821,5822,5826],{},[39,5819,5820],{},"Tool Context:"," By injecting a ",[5823,5824,5825],"code",{},"tool_context"," parameter into Python functions, ADK provides access to the current session state at runtime. This allows tools to read and write data (like a user's watchlist) that persists across different turns of conversation.",[36,5828,5829,5832],{},[39,5830,5831],{},"Instruction Templating:"," ADK uses curly-brace syntax within system instructions to dynamically inject state variables. For example, a watchlist can be injected directly into the recommender agent's prompt, ensuring the agent avoids suggesting movies the user has already saved, without requiring custom logic.",[17,5834,5836],{"id":5835},"layered-security-and-guardrails","Layered Security and Guardrails",[22,5838,5839],{},"Moving from a demo to production requires defense-in-depth. ADK provides three primary callback hooks for security:",[5735,5841,5842,5848,5854],{},[36,5843,5844,5847],{},[39,5845,5846],{},"Before Model Callback (Input Firewall):"," Uses deterministic regex patterns to catch common prompt injections (e.g., 'ignore previous instructions'). This short-circuits the request before it hits the LLM, saving tokens and latency.",[36,5849,5850,5853],{},[39,5851,5852],{},"After Model Callback (Output Filter):"," Scans model responses for PII (emails, phone numbers) before they reach the user.",[36,5855,5856,5859],{},[39,5857,5858],{},"Before Tool Callback (Argument Validator):"," Validates tool inputs (e.g., enforcing character limits or list caps) before execution.",[22,5861,5862],{},"These hooks are first-class citizens in ADK, allowing developers to implement robust safety measures without monkey-patching or forking the framework.",{"title":69,"searchDepth":70,"depth":70,"links":5864},[5865,5866,5867,5868],{"id":5795,"depth":70,"text":5796},{"id":5802,"depth":70,"text":5803},{"id":5809,"depth":70,"text":5810},{"id":5835,"depth":70,"text":5836},[76],{"content_references":5871,"triage":5884},[5872,5877,5880],{"type":5873,"title":5874,"url":5875,"context":5876},"tool","Agent Development Kit (ADK)","https:\u002F\u002Fadk.dev","recommended",{"type":5873,"title":5878,"url":5879,"context":5876},"Model Context Protocol (MCP)","https:\u002F\u002Fmodelcontextprotocol.io",{"type":5873,"title":5881,"url":5882,"context":5883},"Gemini Enterprise Agent Ready (GEAR)","https:\u002F\u002Fgoo.gle\u002F3Srblgl","mentioned",{"relevance":88,"novelty":89,"quality":89,"actionability":88,"composite":5885,"reasoning":5886},4.55,"Category: AI & LLMs. The article provides a detailed guide on building production-grade multi-agent systems using Google's ADK, addressing practical applications for developers looking to implement AI features. It includes specific techniques like using the Model Context Protocol for real-time data access, which is immediately actionable for the target audience.","\u002Fsummaries\u002F494f4ad6c844a2bd-building-production-grade-multi-agent-systems-with-summary","2026-06-29 16:00:20","2026-06-30 12:56:53",{"title":5785,"description":69},{"loc":5887},"494f4ad6c844a2bd","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=W54cRxp-bSA","summaries\u002F494f4ad6c844a2bd-building-production-grade-multi-agent-systems-with-summary",[5898,102,5779,103],"python","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FW54cRxp-bSA\u002Fhqdefault.jpg","Learn to build robust, state-aware multi-agent systems using Google's Agent Development Kit (ADK) and the Model Context Protocol (MCP) to handle orchestration, security, and persistence.","A technical walkthrough of building a multi-agent system using Google's [Agent Development Kit](https:\u002F\u002Fadk.dev) and the [Model Context Protocol](https:\u002F\u002Fmodelcontextprotocol.io). The video demonstrates how to use ADK’s built-in session state, instruction templating, and three-tier security callbacks to manage agent routing and tool execution without writing custom orchestration logic.",[103],"R3ecYqFYXcpVfeqSV5Ewgks_001Wb774FmXCPpMEx7w",{"id":5905,"title":5906,"ai":5907,"body":5912,"categories":5954,"created_at":77,"date_modified":77,"description":69,"extension":78,"faq":77,"featured":79,"kicker_label":77,"meta":5955,"navigation":92,"path":5961,"published_at":5962,"question":77,"scraped_at":5962,"seo":5963,"sitemap":5964,"source_id":5965,"source_name":98,"source_type":99,"source_url":5966,"stem":5967,"tags":5968,"thumbnail_url":77,"tldr":5971,"tweet":77,"unknown_tags":5972,"__hash__":5973},"summaries\u002Fsummaries\u002Ffcf5750dd7cf15d2-rift-bench-a-framework-for-automated-agentic-ai-re-summary.md","RIFT-Bench: A Framework for Automated Agentic AI Red-Teaming",{"provider":7,"model":8,"input_tokens":5908,"output_tokens":5909,"processing_time_ms":5910,"cost_usd":5911},6090,447,2867,0.002193,{"type":14,"value":5913,"toc":5949},[5914,5918,5921,5925,5928,5942,5946],[17,5915,5917],{"id":5916},"the-shift-to-agentic-security","The Shift to Agentic Security",[22,5919,5920],{},"Traditional LLM security evaluations focus on static prompt injection or output filtering. However, autonomous agentic systems—which utilize tools, maintain state, and execute multi-step decision-making—introduce new attack vectors that standard benchmarks fail to capture. RIFT-Bench addresses this by providing a unified, architecture-agnostic methodology for evaluating these complex systems.",[17,5922,5924],{"id":5923},"the-two-phase-evaluation-pipeline","The Two-Phase Evaluation Pipeline",[22,5926,5927],{},"RIFT-Bench utilizes a graph-based hierarchical representation to map the structure of an agentic system, allowing it to evaluate diverse implementations consistently. The evaluation process consists of two automated phases:",[5735,5929,5930,5936],{},[36,5931,5932,5935],{},[39,5933,5934],{},"Discovery:"," The framework maps the system's structure, identifying key components, tool access, and decision-making pathways. This creates a functional graph that serves as the basis for the subsequent attack phase.",[36,5937,5938,5941],{},[39,5939,5940],{},"Scanning:"," Using the discovered structure, the framework deploys adaptive adversarial probes. These probes are designed to be dynamic, adjusting their strategy based on the agent's responses to uncover vulnerabilities in logic, tool usage, or goal-oriented behavior.",[17,5943,5945],{"id":5944},"versatility-in-evaluation","Versatility in Evaluation",[22,5947,5948],{},"Beyond identifying vulnerabilities, RIFT-Bench is designed to evaluate the efficacy of specific mitigation strategies. By testing the same agent architecture with and without security guardrails, developers can quantify the impact of their defenses. The authors validated this methodology across 45 distinct agentic systems, demonstrating that the framework generalizes effectively across heterogeneous architectures, providing a scalable foundation for ongoing security research and production-grade safety testing.",{"title":69,"searchDepth":70,"depth":70,"links":5950},[5951,5952,5953],{"id":5916,"depth":70,"text":5917},{"id":5923,"depth":70,"text":5924},{"id":5944,"depth":70,"text":5945},[76],{"content_references":5956,"triage":5957},[],{"relevance":88,"novelty":89,"quality":89,"actionability":5958,"composite":5959,"reasoning":5960},3,4.15,"Category: AI & LLMs. The article presents a novel framework for evaluating autonomous AI agents, addressing a specific pain point in security evaluations that traditional methods overlook. It provides a detailed methodology for discovering and stress-testing agent architectures, which is actionable for developers looking to enhance security in their AI products.","\u002Fsummaries\u002Ffcf5750dd7cf15d2-rift-bench-a-framework-for-automated-agentic-ai-re-summary","2026-06-24 12:56:40",{"title":5906,"description":69},{"loc":5961},"fcf5750dd7cf15d2","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.23927","summaries\u002Ffcf5750dd7cf15d2-rift-bench-a-framework-for-automated-agentic-ai-re-summary",[102,103,5969,5970],"red-teaming","security","RIFT-Bench provides a standardized, graph-based methodology to automatically discover and stress-test autonomous AI agent architectures, enabling unified security evaluation across heterogeneous systems.",[103,5969,5970],"DXH1w4dWuJNTmISxLog9OwkmL9zWpyYf9j3tQfR1YPw",{"id":5975,"title":5976,"ai":5977,"body":5982,"categories":6053,"created_at":77,"date_modified":77,"description":69,"extension":78,"faq":77,"featured":79,"kicker_label":77,"meta":6054,"navigation":92,"path":6063,"published_at":6064,"question":77,"scraped_at":6065,"seo":6066,"sitemap":6067,"source_id":6068,"source_name":6069,"source_type":5894,"source_url":6070,"stem":6071,"tags":6072,"thumbnail_url":6074,"tldr":6075,"tweet":6076,"unknown_tags":6077,"__hash__":6078},"summaries\u002Fsummaries\u002F79f11dd3e4b705d8-5-essential-concepts-for-modern-ai-agent-architect-summary.md","5 Essential Concepts for Modern AI Agent Architecture",{"provider":7,"model":8,"input_tokens":5978,"output_tokens":5979,"processing_time_ms":5980,"cost_usd":5981},6133,704,3820,0.00258925,{"type":14,"value":5983,"toc":6048},[5984,5988,5991,6013,6017,6020,6033,6037,6040],[17,5985,5987],{"id":5986},"managing-agent-behavior-and-context","Managing Agent Behavior and Context",[22,5989,5990],{},"Modern AI agents require more than just a base LLM to function effectively; they need structured instructions and modular knowledge to operate within specific environments.",[33,5992,5993,6003],{},[36,5994,5995,5998,5999,6002],{},[39,5996,5997],{},"agents.md",": This markdown file acts as a project-specific \"readme\" for agents. Located at the root of a project, it provides the agent with essential context like coding conventions, test commands, and style rules. These files can be nested, with files closer to the working directory overriding those at the root. Similar implementations exist, such as ",[5823,6000,6001],{},"Claude.md",".",[36,6004,6005,6008,6009,6012],{},[39,6006,6007],{},"Agent Skills",": To prevent context window bloat, agents use a modular \"skill\" system. A skill is a folder containing a ",[5823,6010,6011],{},"skill.md"," file (which includes metadata and a description) and necessary scripts. The agent only pulls in these resources when the user's request matches the skill's description, keeping the primary context window clean.",[17,6014,6016],{"id":6015},"interfacing-with-tools-and-other-agents","Interfacing with Tools and Other Agents",[22,6018,6019],{},"Standardized protocols are critical for agents to interact with external systems and other AI entities without requiring custom integrations for every connection.",[33,6021,6022,6027],{},[36,6023,6024,6026],{},[39,6025,5878],{},": An open standard for connecting AI applications to external tools, databases, and SaaS platforms. By using an MCP server, developers can wrap a tool in a standard interface, allowing any MCP-compliant agent to interact with it without needing a bespoke connector.",[36,6028,6029,6032],{},[39,6030,6031],{},"Agent-to-Agent (A2A)",": This protocol enables coordination between different agents. Each agent publishes an \"agent card\"—a description of its capabilities and communication interface. This allows one agent (e.g., a procurement agent) to discover and delegate tasks to another (e.g., a finance agent) seamlessly.",[17,6034,6036],{"id":6035},"scaling-workflows-with-sub-agents","Scaling Workflows with Sub-Agents",[22,6038,6039],{},"When tasks exceed the capacity of a single context window or require parallel processing, developers utilize the sub-agent pattern.",[33,6041,6042],{},[36,6043,6044,6047],{},[39,6045,6046],{},"Sub-Agents",": A parent agent spawns child agents to handle specific, isolated pieces of work. Each sub-agent operates in its own fresh context window, performs its assigned task, and returns a result to the parent. This pattern is essential for managing large codebases or executing independent checks in parallel to improve performance.",{"title":69,"searchDepth":70,"depth":70,"links":6049},[6050,6051,6052],{"id":5986,"depth":70,"text":5987},{"id":6015,"depth":70,"text":6016},{"id":6035,"depth":70,"text":6036},[76],{"content_references":6055,"triage":6061},[6056,6058,6060],{"type":5873,"title":5878,"url":6057,"context":5883},"https:\u002F\u002Fmodelcontextprotocol.io\u002F",{"type":6059,"title":5997,"context":5883},"other",{"type":6059,"title":6031,"context":5883},{"relevance":88,"novelty":89,"quality":89,"actionability":89,"composite":90,"reasoning":6062},"Category: AI & LLMs. The article provides in-depth insights into modern AI agent architecture, addressing specific pain points such as managing context and interfacing with tools, which are crucial for developers building AI-powered products. It outlines actionable concepts like the Model Context Protocol and agent skills that can be directly applied in real-world projects.","\u002Fsummaries\u002F79f11dd3e4b705d8-5-essential-concepts-for-modern-ai-agent-architect-summary","2026-06-23 11:00:39","2026-06-23 12:56:18",{"title":5976,"description":69},{"loc":6063},"79f11dd3e4b705d8","IBM Technology","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=k5jYwyhDMxA","summaries\u002F79f11dd3e4b705d8-5-essential-concepts-for-modern-ai-agent-architect-summary",[102,5779,103,6073],"architecture","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002Fk5jYwyhDMxA\u002Fhqdefault.jpg","Modern AI agents rely on five key standards and patterns—agents.md, agent skills, MCP, A2A, and sub-agents—to manage context, interact with external tools, and coordinate complex workflows.","This video provides a high-level overview of five emerging standards and patterns in agentic AI architecture: `agents.md` for project-specific instructions, agent skills for modular tasks, the [Model Context Protocol](https:\u002F\u002Fmodelcontextprotocol.io\u002F) for tool integration, A2A for inter-agent communication, and the sub-agent pattern for managing complex workflows.",[103,6073],"cS8UwJqF2ywT_fdp0eCNy7TrunL5IPQU9buEu09V9ig"]