[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-3ee165e0ce799de8-claimreceipt-verifying-agent-evidence-sufficiency-summary":3,"summaries-facets-categories":122,"summary-related-3ee165e0ce799de8-claimreceipt-verifying-agent-evidence-sufficiency-summary":7466},{"id":4,"title":5,"ai":6,"body":13,"categories":87,"created_at":89,"date_modified":89,"description":81,"extension":90,"faq":89,"featured":91,"kicker_label":89,"meta":92,"navigation":105,"path":106,"published_at":107,"question":89,"scraped_at":107,"seo":108,"sitemap":109,"source_id":110,"source_name":111,"source_type":112,"source_url":98,"stem":113,"tags":114,"thumbnail_url":89,"tldr":119,"tweet":89,"unknown_tags":120,"__hash__":121},"summaries\u002Fsummaries\u002F3ee165e0ce799de8-claimreceipt-verifying-agent-evidence-sufficiency--summary.md","ClaimReceipt: Verifying Agent Evidence Sufficiency and Coverage",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4075,609,3395,0.00193225,{"type":14,"value":15,"toc":80},"minimark",[16,21,25,29,32,49,52,56,59],[17,18,20],"h2",{"id":19},"the-challenge-of-agent-reliability","The Challenge of Agent Reliability",[22,23,24],"p",{},"As AI agents move from simple chat interfaces to complex, multi-step task execution, traditional evaluation metrics like accuracy or BLEU scores fail to capture whether an agent's reasoning is grounded in evidence. The ClaimReceipt framework addresses this by shifting the focus from 'did the agent get the right answer?' to 'did the agent provide sufficient, verifiable evidence for every claim made during the execution of a task?'",[17,26,28],{"id":27},"the-claimreceipt-framework","The ClaimReceipt Framework",[22,30,31],{},"ClaimReceipt introduces a structured approach to agent evaluation based on two core pillars:",[33,34,35,43],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Evidence Sufficiency",": This metric evaluates whether the information provided by the agent is enough to justify its final conclusion. It detects 'hallucinated' reasoning where an agent reaches a correct answer through unsupported or logically disconnected steps.",[36,44,45,48],{},[39,46,47],{},"Evidence Coverage",": This metric ensures that the agent has addressed all sub-requirements of a complex prompt. It prevents 'partial completion' errors, where an agent solves the primary goal but ignores secondary constraints or safety requirements.",[22,50,51],{},"By decomposing agent outputs into atomic claims and mapping them against a ground-truth evidence set, the framework allows developers to audit agent behavior at each step of the reasoning chain. This is particularly critical for agents operating in high-stakes environments where the 'why' behind an action is as important as the action itself.",[17,53,55],{"id":54},"practical-implementation-for-developers","Practical Implementation for Developers",[22,57,58],{},"ClaimReceipt provides a mechanism for developers to build 'receipts'—traceable logs of evidence that accompany an agent's output. By requiring agents to cite specific data sources or intermediate steps for every claim, developers can:",[60,61,62,68,74],"ol",{},[36,63,64,67],{},[39,65,66],{},"Automate Auditing",": Use a secondary 'verifier' LLM to check the agent's claims against the provided evidence.",[36,69,70,73],{},[39,71,72],{},"Identify Failure Modes",": Distinguish between failures caused by poor retrieval (lack of evidence) and failures caused by poor reasoning (misinterpretation of sufficient evidence).",[36,75,76,79],{},[39,77,78],{},"Improve Transparency",": Provide end-users with a verifiable trail of how the agent arrived at its decision, increasing trust in autonomous systems.",{"title":81,"searchDepth":82,"depth":82,"links":83},"",2,[84,85,86],{"id":19,"depth":82,"text":20},{"id":27,"depth":82,"text":28},{"id":54,"depth":82,"text":55},[88],"AI & LLMs",null,"md",false,{"content_references":93,"triage":100},[94],{"type":95,"title":96,"author":97,"url":98,"context":99},"paper","ClaimReceipt: Verifying Evidence Sufficiency and Coverage in Agent Evaluations","Unknown","https:\u002F\u002Farxiv.org\u002Fabs\u002F2609.01992","cited",{"relevance":101,"novelty":102,"quality":102,"actionability":102,"composite":103,"reasoning":104},5,4,4.35,"Category: AI & LLMs. The article introduces the ClaimReceipt framework, which directly addresses the reliability of AI agents by providing a structured evaluation method, a core concern for developers building AI-powered products. It offers practical implementation strategies for developers, such as automating auditing and identifying failure modes, making it highly actionable.",true,"\u002Fsummaries\u002F3ee165e0ce799de8-claimreceipt-verifying-agent-evidence-sufficiency-summary","2026-09-04 03:12:26",{"title":5,"description":81},{"loc":106},"3ee165e0ce799de8","arXiv cs.AI","article","summaries\u002F3ee165e0ce799de8-claimreceipt-verifying-agent-evidence-sufficiency--summary",[115,116,117,118],"llm","ai-agents","evaluation","reliability","ClaimReceipt is a framework designed to evaluate AI agents by verifying that their outputs are supported by sufficient evidence and cover all necessary requirements, addressing the reliability gap in agentic 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Instead, implement a systematic hill-climbing process:",[60,7515,7516,7522,7528],{},[36,7517,7518,7521],{},[39,7519,7520],{},"Environment Isolation:"," Run tasks in isolated, standardized environments (e.g., using Docker or virtual machines) to ensure reproducibility.",[36,7523,7524,7527],{},[39,7525,7526],{},"Parallelization:"," Use infrastructure like Modal or Harbor to run large test suites in parallel, making the slowest task the only limiting factor.",[36,7529,7530,7533],{},[39,7531,7532],{},"Portfolio Allocation of Failures:"," After a run, use a secondary agent to analyze the failure traces. This identifies which specific levers—such as container CPU\u002Fmemory settings, timeout adjustments, or model-specific prompt engineering—actually move the needle.",[17,7535,7537],{"id":7536},"categorizing-improvements","Categorizing Improvements",[22,7539,7540],{},"When analyzing your results, group your findings into three zones:",[33,7542,7543,7549,7555],{},[36,7544,7545,7548],{},[39,7546,7547],{},"Zone 1 (Obvious Flaws):"," Fix clear bugs, rate-limiting issues, or harness crashes.",[36,7550,7551,7554],{},[39,7552,7553],{},"Zone 2 (Nuance Improvements):"," This is the most critical area. It involves tailoring prompt engineering and harness logic to specific model families (e.g., Anthropic vs. Gemini). This explains why a model might perform exceptionally well in a general sense but fail in your specific harness.",[36,7556,7557,7560],{},[39,7558,7559],{},"Zone 3 (The Danger Zone):"," Avoid overfitting to the benchmark. Cheating to get a higher score for a tweet provides no value to the end user and degrades the product's actual intelligence.",{"title":81,"searchDepth":82,"depth":82,"links":7562},[7563,7564,7565],{"id":7479,"depth":82,"text":7480},{"id":7509,"depth":82,"text":7510},{"id":7536,"depth":82,"text":7537},[88],{"content_references":7568,"triage":7587},[7569,7574,7577,7580,7584],{"type":7570,"title":7571,"url":7572,"context":7573},"tool","Terminal Bench","https:\u002F\u002Fgithub.com\u002Flott-institute\u002Fterminal-bench","recommended",{"type":7570,"title":7575,"url":7576,"context":7573},"Harbor","https:\u002F\u002Fgithub.com\u002Flott-institute\u002Fharbor",{"type":7570,"title":7578,"url":7579,"context":7573},"Modal","https:\u002F\u002Fmodal.com\u002F",{"type":7570,"title":7581,"url":7582,"context":7583},"Daytona","https:\u002F\u002Fwww.daytona.io\u002F","mentioned",{"type":7570,"title":7585,"url":7586,"context":7583},"Cline","https:\u002F\u002Fgithub.com\u002Fcline\u002Fcline",{"relevance":101,"novelty":102,"quality":102,"actionability":101,"composite":7588,"reasoning":7589},4.55,"Category: AI & LLMs. The article provides a deep dive into practical evaluation strategies for AI agents, addressing the audience's need for actionable insights on improving AI performance. It outlines specific heuristics and a systematic framework for evaluating and enhancing agent capabilities, making it highly relevant and actionable for product builders.","\u002Fsummaries\u002F85298428c0b7fdc7-practical-evaluation-strategies-for-ai-agents-summary","2026-06-06 16:00:00","2026-06-06 16:08:37",{"title":7469,"description":81},{"loc":7590},"85298428c0b7fdc7","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=QuuIywMG4s8","summaries\u002F85298428c0b7fdc7-practical-evaluation-strategies-for-ai-agents-summary",[115,116,117,7601],"software-engineering","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FQuuIywMG4s8\u002Fhqdefault.jpg","Benchmark numbers are not gospel, but they are essential for iterative improvement. Use them to hill-climb your agent's performance by identifying failure patterns rather than chasing leaderboard scores.","This talk argues that public benchmarks are unreliable for evaluating agentic workflows, proposing instead a \"failure-analysis\" framework: after running an agent, use a secondary agent to categorize failure traces into bugs, nuance-based performance gaps, or benchmark overfitting.",[116,117,7601],"GTMZr0m82TN_vhKnpVYbrcfP7gwvKRy8_Z5wv7jHPAQ",{"id":7608,"title":7609,"ai":7610,"body":7615,"categories":7702,"created_at":89,"date_modified":89,"description":81,"extension":90,"faq":89,"featured":91,"kicker_label":89,"meta":7703,"navigation":105,"path":7711,"published_at":7712,"question":89,"scraped_at":7712,"seo":7713,"sitemap":7714,"source_id":7715,"source_name":111,"source_type":112,"source_url":7707,"stem":7716,"tags":7717,"thumbnail_url":89,"tldr":7719,"tweet":89,"unknown_tags":7720,"__hash__":7721},"summaries\u002Fsummaries\u002F6cfdb395f3efb4ea-localizing-ai-agent-failures-model-vs-harness-summary.md","Localizing AI Agent Failures: Model vs. Harness",{"provider":7,"model":8,"input_tokens":7611,"output_tokens":7612,"processing_time_ms":7613,"cost_usd":7614},4022,551,2651,0.001832,{"type":14,"value":7616,"toc":7694},[7617,7621,7632,7637,7640,7660,7664,7667,7687,7691],[17,7618,7620],{"id":7619},"distinguishing-model-vs-harness-failures","Distinguishing Model vs. Harness Failures",[22,7622,7623,7624,7627,7628,7631],{},"When an AI agent fails to complete a task, developers often struggle to identify the root cause. The core insight is to categorize failures into two distinct domains: the ",[39,7625,7626],{},"Model"," (the LLM's reasoning, knowledge, and generation capabilities) and the ",[39,7629,7630],{},"Harness"," (the orchestration logic, tool definitions, environment state, and feedback loops).",[7633,7634,7636],"h3",{"id":7635},"the-model-domain-reasoning-and-knowledge","The Model Domain: Reasoning and Knowledge",[22,7638,7639],{},"Failures in the model domain occur when the LLM itself is incapable of the task. This includes:",[33,7641,7642,7648,7654],{},[36,7643,7644,7647],{},[39,7645,7646],{},"Reasoning errors:"," The model fails to follow logical steps or plan effectively.",[36,7649,7650,7653],{},[39,7651,7652],{},"Knowledge gaps:"," The model lacks the specific information required to execute a step.",[36,7655,7656,7659],{},[39,7657,7658],{},"Instruction following:"," The model ignores system prompts or formatting constraints.",[7633,7661,7663],{"id":7662},"the-harness-domain-orchestration-and-environment","The Harness Domain: Orchestration and Environment",[22,7665,7666],{},"Failures in the harness domain occur despite the model providing correct instructions. These are often the most overlooked issues in agent development:",[33,7668,7669,7675,7681],{},[36,7670,7671,7674],{},[39,7672,7673],{},"Tool integration:"," The harness fails to correctly map the model's output to an API call or function argument.",[36,7676,7677,7680],{},[39,7678,7679],{},"Environment state:"," The agent operates on stale data or an environment that has changed since the last observation.",[36,7682,7683,7686],{},[39,7684,7685],{},"Feedback loops:"," The harness fails to pass the correct error messages or tool outputs back to the model, preventing self-correction.",[17,7688,7690],{"id":7689},"diagnostic-framework","Diagnostic Framework",[22,7692,7693],{},"To localize these failures, developers should implement a systematic interaction-centric audit. By isolating the model's output from the harness's execution, you can determine if the agent's failure is a result of poor reasoning or a breakdown in the infrastructure supporting the agent. This approach shifts the focus from 'why did the agent fail?' to 'did the model fail to reason, or did the harness fail to execute?'",{"title":81,"searchDepth":82,"depth":82,"links":7695},[7696,7701],{"id":7619,"depth":82,"text":7620,"children":7697},[7698,7700],{"id":7635,"depth":7699,"text":7636},3,{"id":7662,"depth":7699,"text":7663},{"id":7689,"depth":82,"text":7690},[88],{"content_references":7704,"triage":7709},[7705],{"type":95,"title":7706,"url":7707,"context":7708},"Model or Harness? An Interaction-Centric Taxonomy for Localizing Agent Failures","https:\u002F\u002Farxiv.org\u002Fabs\u002F2607.28802","reviewed",{"relevance":101,"novelty":102,"quality":102,"actionability":102,"composite":103,"reasoning":7710},"Category: AI & LLMs. The article provides a clear framework for diagnosing failures in AI agents, which directly addresses the pain points of developers trying to integrate AI into their products. It offers actionable insights on distinguishing between model and harness failures, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002F6cfdb395f3efb4ea-localizing-ai-agent-failures-model-vs-harness-summary","2026-08-04 03:10:08",{"title":7609,"description":81},{"loc":7711},"6cfdb395f3efb4ea","summaries\u002F6cfdb395f3efb4ea-localizing-ai-agent-failures-model-vs-harness-summary",[115,116,7718],"debugging","To debug AI agents effectively, you must distinguish between failures caused by the underlying LLM (Model) and those caused by the agent's orchestration, tools, or environment (Harness).",[116,7718],"kkgChMQmejtaPxThdnsF2v7nNhaJzNc0dRyHfWjzHSw",{"id":7723,"title":7724,"ai":7725,"body":7730,"categories":7799,"created_at":89,"date_modified":89,"description":81,"extension":90,"faq":89,"featured":91,"kicker_label":89,"meta":7800,"navigation":105,"path":7808,"published_at":7809,"question":89,"scraped_at":7809,"seo":7810,"sitemap":7811,"source_id":7812,"source_name":111,"source_type":112,"source_url":7805,"stem":7813,"tags":7814,"thumbnail_url":89,"tldr":7816,"tweet":89,"unknown_tags":7817,"__hash__":7818},"summaries\u002Fsummaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary.md","Decomposing AI Workflows into Reusable Skills",{"provider":7,"model":8,"input_tokens":7726,"output_tokens":7727,"processing_time_ms":7728,"cost_usd":7729},4073,581,3472,0.00188975,{"type":14,"value":7731,"toc":7795},[7732,7736,7739,7765,7769,7772,7792],[17,7733,7735],{"id":7734},"the-four-pillar-decomposition-framework","The Four-Pillar Decomposition Framework",[22,7737,7738],{},"The 'Workflow-to-Skill' (W2S) approach addresses the common challenge of monolithic AI agent architectures by breaking down complex tasks into a structured, modular format. By separating the logic of a skill into four distinct dimensions, developers can create more reusable and maintainable AI components:",[33,7740,7741,7747,7753,7759],{},[36,7742,7743,7746],{},[39,7744,7745],{},"Routing:"," Defines the decision-making logic that determines when and how a specific skill should be invoked based on input context.",[36,7748,7749,7752],{},[39,7750,7751],{},"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.",[36,7754,7755,7758],{},[39,7756,7757],{},"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.",[36,7760,7761,7764],{},[39,7762,7763],{},"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.",[17,7766,7768],{"id":7767},"improving-agent-modularity-and-scalability","Improving Agent Modularity and Scalability",[22,7770,7771],{},"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:",[60,7773,7774,7780,7786],{},[36,7775,7776,7779],{},[39,7777,7778],{},"Reusability:"," Once a 'Workflow' or 'Semantics' block is defined for a specific domain, it can be reused across different agent implementations without modification.",[36,7781,7782,7785],{},[39,7783,7784],{},"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.",[36,7787,7788,7791],{},[39,7789,7790],{},"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.",[22,7793,7794],{},"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":81,"searchDepth":82,"depth":82,"links":7796},[7797,7798],{"id":7734,"depth":82,"text":7735},{"id":7767,"depth":82,"text":7768},[88],{"content_references":7801,"triage":7806},[7802],{"type":95,"title":7803,"author":7804,"url":7805,"context":99},"Workflow-to-Skill: Skill Creation via Routing-Workflow-Semantics-Attachments Decomposition","arXiv","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.06893",{"relevance":101,"novelty":102,"quality":102,"actionability":102,"composite":103,"reasoning":7807},"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":7724,"description":81},{"loc":7808},"a2e69b3ac342f3a6","summaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary",[115,7815,116],"automation","The 'Workflow-to-Skill' framework improves AI agent modularity by decomposing complex processes into four distinct components: Routing, Workflow, Semantics, and Attachments.",[116],"V8SKbx2bTbTlIPpKlB35j-kcY7_UI_GghVKHsne5GyY",{"id":7820,"title":7821,"ai":7822,"body":7827,"categories":7903,"created_at":89,"date_modified":89,"description":81,"extension":90,"faq":89,"featured":91,"kicker_label":89,"meta":7904,"navigation":105,"path":7915,"published_at":7916,"question":89,"scraped_at":7917,"seo":7918,"sitemap":7919,"source_id":7920,"source_name":7921,"source_type":7597,"source_url":7922,"stem":7923,"tags":7924,"thumbnail_url":7925,"tldr":7926,"tweet":7927,"unknown_tags":7928,"__hash__":7929},"summaries\u002Fsummaries\u002F8ca0bc8ca37c1fad-building-reliable-ai-systems-with-graph-engineerin-summary.md","Building Reliable AI Systems with Graph Engineering",{"provider":7,"model":8,"input_tokens":7823,"output_tokens":7824,"processing_time_ms":7825,"cost_usd":7826},5287,710,3759,0.00238675,{"type":14,"value":7828,"toc":7897},[7829,7833,7836,7840,7843,7861,7865,7873,7877,7880,7894],[17,7830,7832],{"id":7831},"the-case-against-monolithic-prompts","The Case Against Monolithic Prompts",[22,7834,7835],{},"Monolithic prompts—where a single LLM call attempts to fetch data, analyze context, and generate strategy—are prone to hallucinations. Because the model lacks access to real-time APIs or external data, it often fabricates information. Moving to a graph-based architecture allows developers to treat the workflow as a series of connected nodes, where deterministic functions handle data retrieval and LLMs handle reasoning.",[17,7837,7839],{"id":7838},"core-graph-design-patterns","Core Graph Design Patterns",[22,7841,7842],{},"Graph Engineering relies on specific wiring patterns to manage data flow and execution:",[33,7844,7845,7855],{},[36,7846,7847,7850,7851,7854],{},[39,7848,7849],{},"Fan-Out & Join:"," Use fan-out to execute independent tasks (like fetching weather, course data, and fitness stats) in parallel. The ",[39,7852,7853],{},"Join Node"," acts as a synthesizer, waiting for all branches to complete before aggregating the results into a single data structure. This eliminates the need for custom merger code or additional aggregator agents.",[36,7856,7857,7860],{},[39,7858,7859],{},"Router Patterns:"," Choosing between an LLM-based router and a deterministic router is critical for cost and reliability. Use a deterministic router (if\u002Felse logic) when the decision criteria are closed and the signal is clear. Reserve LLM routers for open-ended requests where the input is unstructured and requires semantic classification.",[17,7862,7864],{"id":7863},"optimizing-for-cost-and-predictability","Optimizing for Cost and Predictability",[22,7866,7867,7868,7872],{},"Effective graph design follows the principle: ",[7869,7870,7871],"em",{},"Predictable work goes in functions, reasoning goes in the model."," By offloading data fetching to standard Python functions, you reduce LLM token costs significantly. In the marathon example provided, the entire workflow—including three parallel data fetches and a final strategy generation—requires only a single LLM call, as the other nodes execute via deterministic code.",[17,7874,7876],{"id":7875},"when-to-use-graph-workflows","When to Use Graph Workflows",[22,7878,7879],{},"Graphs are not always necessary, but they are essential when you need structure and reliability.",[33,7881,7882,7888],{},[36,7883,7884,7887],{},[39,7885,7886],{},"Static Workflows:"," If you can map the process before the input arrives, use a static graph.",[36,7889,7890,7893],{},[39,7891,7892],{},"Dynamic Workflows:"," If the structure depends on the input (e.g., deep research tasks where the number of steps is unknown), use dynamic graph generation to define the shape at runtime.",[22,7895,7896],{},"ADK 2.0 provides the framework to implement these patterns, allowing developers to build production-ready systems that are testable, reliable, and cost-efficient.",{"title":81,"searchDepth":82,"depth":82,"links":7898},[7899,7900,7901,7902],{"id":7831,"depth":82,"text":7832},{"id":7838,"depth":82,"text":7839},{"id":7863,"depth":82,"text":7864},{"id":7875,"depth":82,"text":7876},[88],{"content_references":7905,"triage":7913},[7906,7909],{"type":7570,"title":7907,"url":7908,"context":7573},"Google Agent Development Kit (ADK)","https:\u002F\u002Fadk.dev",{"type":7910,"title":7911,"url":7912,"context":7573},"other","ADK 2.0 Codelab","https:\u002F\u002Fcodelabs.developers.google.com\u002Fadk2\u002Finstructions#0",{"relevance":101,"novelty":102,"quality":102,"actionability":102,"composite":103,"reasoning":7914},"Category: AI & LLMs. The article provides a deep dive into graph-based architectures for AI systems, addressing the pain point of hallucinations in LLMs and offering practical design patterns for implementation. It includes specific techniques like fan-out and join nodes, making it actionable for developers looking to optimize their AI workflows.","\u002Fsummaries\u002F8ca0bc8ca37c1fad-building-reliable-ai-systems-with-graph-engineerin-summary","2026-09-10 19:12:02","2026-09-11 03:12:18",{"title":7821,"description":81},{"loc":7915},"8ca0bc8ca37c1fad","Google Cloud Tech","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=Mzr7byMFy_4","summaries\u002F8ca0bc8ca37c1fad-building-reliable-ai-systems-with-graph-engineerin-summary",[115,7815,116,7601],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FMzr7byMFy_4\u002Fhqdefault.jpg","Move from monolithic prompts to graph-based architectures to eliminate hallucinations, reduce LLM costs, and improve reliability by separating deterministic logic from reasoning.","This is a practical introduction to building multi-agent systems using [Google's Agent Development Kit (ADK)](https:\u002F\u002Fcodelabs.developers.google.com\u002Fadk2\u002Finstructions#0). The video demonstrates how to move away from monolithic prompts by using graph-based patterns like fan-out, join nodes, and routers to create more reliable, cost-effective workflows.",[116,7601],"271XyM6kV_Dq3oqVcExfsRTOvjiqClI4ip12PcbYt7w"]