[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-029b443be8bf839b-give-ai-agents-a-budget-not-a-token-summary":3,"summaries-facets-categories":130,"summary-related-029b443be8bf839b-give-ai-agents-a-budget-not-a-token-summary":7034},{"id":4,"title":5,"ai":6,"body":13,"categories":93,"created_at":95,"date_modified":95,"description":87,"extension":96,"faq":95,"featured":97,"kicker_label":95,"meta":98,"navigation":109,"path":110,"published_at":111,"question":95,"scraped_at":112,"seo":113,"sitemap":114,"source_id":115,"source_name":116,"source_type":117,"source_url":118,"stem":119,"tags":120,"thumbnail_url":125,"tldr":126,"tweet":127,"unknown_tags":128,"__hash__":129},"summaries\u002Fsummaries\u002F029b443be8bf839b-give-ai-agents-a-budget-not-a-token-summary.md","Give AI Agents a Budget, Not a Token",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",8597,762,4150,0.00329225,{"type":14,"value":15,"toc":86},"minimark",[16,21,25,33,37,40,68,72,83],[17,18,20],"h2",{"id":19},"the-failure-of-static-tokens","The Failure of Static Tokens",[22,23,24],"p",{},"Giving an AI agent a static 'god token' is a recipe for catastrophic failure. In one instance, an agent tasked with cleaning up workloads accidentally deleted 200 production jobs in 90 seconds because a filter evaluated to null. The agent wasn't being malicious; it was simply executing its instructions within the bounds of its overly permissive token.",[22,26,27,28,32],{},"Treating agent permissions as a boolean (you either have the scope or you don't) is insufficient. Narrowing the scope is often a temporary fix that leads to the agent becoming useless or the human having to manually perform the tasks anyway. Instead, agents should be managed through ",[29,30,31],"strong",{},"budgets","—a multi-dimensional approach that defines how much they can do, how fast, what they can undo, and who is monitoring them.",[17,34,36],{"id":35},"four-primitives-for-agent-governance","Four Primitives for Agent Governance",[22,38,39],{},"To safely scale agentic workflows, implement these four enforcement primitives:",[41,42,43,50,56,62],"ul",{},[44,45,46,49],"li",{},[29,47,48],{},"Asymmetric Verbs:"," Categorize operations based on failure modes. Give agents access to verbs that 'fail out loud' (e.g., unskipping a test, which causes a visible red build). Keep humans in the loop for verbs that 'fail silently' (e.g., skipping a test, which can hide production bugs).",[44,51,52,55],{},[29,53,54],{},"Rate Limits (Ceilings that Refill):"," Every write operation must have a rate limit. This provides a hard ceiling on how much damage a single loop can cause. By making these limits refillable, you eliminate the need for manual ticket filing for quota increases.",[44,57,58,61],{},[29,59,60],{},"Trip Wires over Allow Lists:"," Allow lists are static guesses made upfront. Trip wires are dynamic, data-driven monitors. By tracking aggregate behavior (e.g., number of investigation threads launched per hour), you can detect systemic issues and adjust agent prompts to improve behavior over time.",[44,63,64,67],{},[29,65,66],{},"The Undo Test:"," Before granting an agent a capability, ask: 'Can the agent undo this itself?' and 'How bad is the impact if it gets it wrong?' If the answer to either is 'no,' the agent must not hold the key; a human must provide the second key for the operation.",[17,69,71],{"id":70},"infrastructure-and-identity","Infrastructure and Identity",[22,73,74,75,78,79,82],{},"Policy enforcement must exist in two layers: ",[29,76,77],{},"text"," (prompts\u002Fmarkdown) and ",[29,80,81],{},"infrastructure"," (proxy layers). Prompts explain the 'why' and guide intent, but they are not enforceable. Infrastructure (like an admission webhook) provides the hard, deterministic boundaries that cannot be bypassed by prompt injection.",[22,84,85],{},"Crucially, identity must be stamped by a proxy, not the agent itself. If an agent can claim its own identity, it can simply rotate headers to reset its rate limits. A proxy ensures that every action is tied to a specific, immutable identity, allowing for auditability and consistent enforcement of quotas across all agent sessions.",{"title":87,"searchDepth":88,"depth":88,"links":89},"",2,[90,91,92],{"id":19,"depth":88,"text":20},{"id":35,"depth":88,"text":36},{"id":70,"depth":88,"text":71},[94],"AI Automation",null,"md",false,{"content_references":99,"triage":104},[100],{"type":101,"title":102,"context":103},"tool","Anthropic","mentioned",{"relevance":105,"novelty":106,"quality":106,"actionability":105,"composite":107,"reasoning":108},5,4,4.55,"Category: AI Automation. The article provides a detailed framework for managing AI agents, addressing a critical pain point for builders regarding the safe deployment of AI in production environments. It offers specific techniques like asymmetric verbs and rate limits that can be directly applied to improve agent governance.",true,"\u002Fsummaries\u002F029b443be8bf839b-give-ai-agents-a-budget-not-a-token-summary","2026-08-22 14:00:06","2026-08-23 03:11:09",{"title":5,"description":87},{"loc":110},"029b443be8bf839b","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=rbjWzZK2LU0","summaries\u002F029b443be8bf839b-give-ai-agents-a-budget-not-a-token-summary",[121,122,123,124],"agents","ai-tools","automation","software-engineering","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FrbjWzZK2LU0\u002Fhqdefault.jpg","Stop giving AI agents 'god tokens' with unbounded power. Instead, treat them like junior engineers by enforcing budgets through asymmetric verbs, rate limits, trip wires, and the 'undo test' to bound their blast radius.","This talk argues that managing AI agents with static \"god tokens\" is a security failure, proposing instead a \"budget\" model based on four constraints: asymmetric verbs (prioritizing actions that fail loudly), auto-refilling rate limits, trip-wire monitoring, and mandatory undo paths. The presenter emphasizes that identity must be enforced by a proxy to prevent agents from bypassing these 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uReview: Scaling AI Code Review at Uber",{"provider":7,"model":8,"input_tokens":7039,"output_tokens":7040,"processing_time_ms":7041,"cost_usd":7042},6747,709,4069,0.00275025,{"type":14,"value":7044,"toc":7092},[7045,7049,7052,7056,7059,7079,7082,7086,7089],[17,7046,7048],{"id":7047},"the-case-for-in-house-ai-review","The Case for In-House AI Review",[22,7050,7051],{},"As Uber’s engineering volume grew, the time to first review increased from three hours in 2024 to nine hours in 2026. To address this, the team built uReview, an internal multi-agent system designed to handle unique constraints: support for Phabricator, integration with existing team ownership models, and the need for consistent security and compliance rules across six language-specific monorepos. Unlike third-party tools, uReview allows teams to define custom agents and skills that operate within the same ruleset as human reviewers, ensuring consistency across both human and agentic workflows.",[17,7053,7055],{"id":7054},"observability-and-feedback-driven-tuning","Observability and Feedback-Driven Tuning",[22,7057,7058],{},"The team learned that LLMs are prone to high-confidence hallucinations, never signaling when they are wrong. To mitigate this, they moved beyond surface-level metrics (cost, NPS) to deep observability:",[41,7060,7061,7067,7073],{},[44,7062,7063,7066],{},[29,7064,7065],{},"Addressal Rate:"," Tracking whether developers actually act on a comment.",[44,7068,7069,7072],{},[29,7070,7071],{},"Sentiment Analysis:"," Categorizing developer replies to identify friction points.",[44,7074,7075,7078],{},[29,7076,7077],{},"Agent Trajectory:"," Profiling tool calls and reasoning processes to debug why an agent made a specific decision.",[22,7080,7081],{},"By surfacing this data back to the teams who own the review rules, they enabled a feedback loop where engineers can refine their custom skills based on real-world performance. This iterative tuning resulted in a 60% reduction in costs and a 70% increase in accuracy compared to their initial naive implementation.",[17,7083,7085],{"id":7084},"scaling-customization-and-the-future-of-the-outer-loop","Scaling Customization and the Future of the Outer Loop",[22,7087,7088],{},"uReview supports a tiered review stack: general-purpose logic checks, deep multi-file reviews, AI linters for deterministic rules, and custom agents linked to team-specific knowledge bases. The challenge was not writing these skills—which is trivial—but running them at scale with consistent quality.",[22,7090,7091],{},"As the industry moves toward an agentic SDLC, the role of the human engineer is shifting. Rather than removing humans from the code review process, uReview aims to move human responsibility \"up a layer.\" Engineers are freed from nitpicking implementation details and can instead focus on high-level architecture, domain expertise, and product thinking. The \"outer loop\" is not being killed; it is being expanded to allow humans to manage the systems that write and review the code.",{"title":87,"searchDepth":88,"depth":88,"links":7093},[7094,7095,7096],{"id":7047,"depth":88,"text":7048},{"id":7054,"depth":88,"text":7055},{"id":7084,"depth":88,"text":7085},[94],{"content_references":7099,"triage":7106},[7100,7102,7104],{"type":101,"title":7101,"context":103},"Phabricator",{"type":101,"title":7103,"context":103},"GitHub",{"type":101,"title":7105,"context":103},"Claude",{"relevance":105,"novelty":106,"quality":106,"actionability":106,"composite":7107,"reasoning":7108},4.35,"Category: AI Automation. The article provides a detailed case study on Uber's uReview system, addressing specific pain points in code review processes and showcasing practical implementations of AI agents. It offers actionable insights on observability and feedback-driven tuning that can be applied by other teams looking to enhance their code review workflows.","\u002Fsummaries\u002F0cbd9274a3a10d8d-building-ureview-scaling-ai-code-review-at-uber-summary","2026-08-28 14:30:12","2026-08-29 03:12:14",{"title":7037,"description":87},{"loc":7109},"0cbd9274a3a10d8d","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=EL123UNokkI","summaries\u002F0cbd9274a3a10d8d-building-ureview-scaling-ai-code-review-at-uber-summary",[121,122,123,124],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FEL123UNokkI\u002Fhqdefault.jpg","Uber built uReview, a multi-agent code review engine, to solve the bottleneck of increasing PR review times. By focusing on observability, team-specific customizations, and feedback-driven tuning, they achieved a 60% cost reduction and a 67% addressal rate for AI-generated comments.","This is a technical case study on building an internal multi-agent code review system at scale. The speakers focus on the operational reality of managing AI-generated feedback: specifically, how they used addressal rates, sentiment analysis, and agent trajectory tracking to move beyond naive prompting and reduce costs by 60%.",[124],"_qX5APhMwNVK0o3qUxWHxNvS2QL-hrY7ZvB0Mubyx-U",{"id":7124,"title":7125,"ai":7126,"body":7131,"categories":7193,"created_at":95,"date_modified":95,"description":87,"extension":96,"faq":95,"featured":97,"kicker_label":95,"meta":7194,"navigation":109,"path":7207,"published_at":7208,"question":95,"scraped_at":7209,"seo":7210,"sitemap":7211,"source_id":7212,"source_name":116,"source_type":117,"source_url":7213,"stem":7214,"tags":7215,"thumbnail_url":7216,"tldr":7217,"tweet":7218,"unknown_tags":7219,"__hash__":7220},"summaries\u002Fsummaries\u002Fc5dc06a4713e4f70-building-agentic-platforms-the-potter-s-workshop-a-summary.md","Building Agentic Platforms: The Potter's Workshop Approach",{"provider":7,"model":8,"input_tokens":7127,"output_tokens":7128,"processing_time_ms":7129,"cost_usd":7130},7879,760,3921,0.00310975,{"type":14,"value":7132,"toc":7187},[7133,7137,7140,7144,7147,7151,7154,7180,7184],[17,7134,7136],{"id":7135},"absorb-complexity-before-it-reaches-the-user","Absorb Complexity Before It Reaches the User",[22,7138,7139],{},"Platforms that successfully integrate AI agents must hide the underlying infrastructure complexity from the end user. At Warp, this means providing both managed and self-hosted sandbox environments, acknowledging that professional teams often require control over their own infrastructure for security and deployment compliance. A platform should feel like a natural extension of a developer's workflow, not a leaky abstraction that forces them to manage cloud-native messiness.",[17,7141,7143],{"id":7142},"orchestration-and-api-first-design","Orchestration and API-First Design",[22,7145,7146],{},"Real-world engineering rarely fits into a single prompt. Warp’s platform enables complex workflows by allowing agents to orchestrate sub-agents, either through prompt-based delegation or via a robust API. Exposing every primitive—from environment management to artifact generation—via an API allows for true composability. This enables non-engineers to build custom tooling, such as Slack bots for sentiment analysis and social media triage, demonstrating that well-designed primitives expand the definition of who can build software.",[17,7148,7150],{"id":7149},"the-potters-workshop-vs-software-factory","The 'Potter's Workshop' vs. 'Software Factory'",[22,7152,7153],{},"Abdalla rejects the term 'software factory' because it ignores the human element of creation. Instead, she proposes the 'potter's workshop' as a model for agentic systems. This approach emphasizes:",[41,7155,7156,7162,7168,7174],{},[44,7157,7158,7161],{},[29,7159,7160],{},"Stations and Sourcing:"," Creating repeatable systems for preparing inputs and managing tasks.",[44,7163,7164,7167],{},[29,7165,7166],{},"Verification Loops:"," Implementing automated gates (e.g., agent-managed PR reviews) that ensure only high-signal work reaches human reviewers.",[44,7169,7170,7173],{},[29,7171,7172],{},"Observability and Refinement:"," A workspace must be inspectable, allowing the owner to refine the system based on how the work is actually performed.",[44,7175,7176,7179],{},[29,7177,7178],{},"Human-in-the-Loop:"," Agents should not just fire off code; they should triage, research, and ask clarifying questions to bridge the gap between abstract intent and concrete implementation.",[17,7181,7183],{"id":7182},"scaling-open-source-with-agentic-gatekeepers","Scaling Open Source with Agentic Gatekeepers",[22,7185,7186],{},"When Warp went open source, the team used agents to manage a massive influx of contributions. By implementing an agent-managed triage and review process, they ensured that human maintainers were only pinged for high-quality, high-signal pull requests. This structure allows the system to scale while maintaining code quality, turning the repository into a collaborative space where agents handle the drudgery of context-gathering and initial validation.",{"title":87,"searchDepth":88,"depth":88,"links":7188},[7189,7190,7191,7192],{"id":7135,"depth":88,"text":7136},{"id":7142,"depth":88,"text":7143},{"id":7149,"depth":88,"text":7150},{"id":7182,"depth":88,"text":7183},[94],{"content_references":7195,"triage":7205},[7196,7199,7202],{"type":101,"title":7197,"url":7198,"context":103},"Warp Terminal","https:\u002F\u002Fwww.warp.dev\u002F",{"type":101,"title":7200,"url":7201,"context":103},"Jupyter Notebook","https:\u002F\u002Fjupyter.org\u002F",{"type":101,"title":7203,"url":7204,"context":103},"Interact","https:\u002F\u002Fnteract.io\u002F",{"relevance":105,"novelty":106,"quality":106,"actionability":106,"composite":7107,"reasoning":7206},"Category: AI Automation. The article discusses the integration of AI agents into platforms, addressing the complexity of infrastructure and emphasizing user-centric design, which aligns with the audience's need for practical applications in building AI-powered products. It provides actionable insights on creating structured systems that empower users, making it relevant and applicable.","\u002Fsummaries\u002Fc5dc06a4713e4f70-building-agentic-platforms-the-potter-s-workshop-a-summary","2026-08-22 17:30:13","2026-08-23 03:10:39",{"title":7125,"description":87},{"loc":7207},"c5dc06a4713e4f70","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=L173Z8DpaJg","summaries\u002Fc5dc06a4713e4f70-building-agentic-platforms-the-potter-s-workshop-a-summary",[121,122,123,124],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FL173Z8DpaJg\u002Fhqdefault.jpg","Safia Abdalla argues that AI agent platforms should abstract infrastructure complexity, provide consistent multi-harness support, and act as 'potter's workshops'—structured, observable systems that empower humans to ship software rather than just automating code production.","This talk outlines the architectural philosophy behind [Warp's](https:\u002F\u002Fwww.warp.dev) cloud agent platform, focusing on how to abstract infrastructure complexity—like sandboxing and multi-harness support—away from the end user. The speaker explains how they use agent orchestration and an exposed API to allow both engineers and non-technical teams to build custom workflows on top of their core agent primitives.",[124],"tCOW9jM11N_JIH7cVAAVVIwxwNpTWKfxjKUAFYhmZDI",{"id":7222,"title":7223,"ai":7224,"body":7229,"categories":7294,"created_at":95,"date_modified":95,"description":87,"extension":96,"faq":95,"featured":97,"kicker_label":95,"meta":7295,"navigation":109,"path":7305,"published_at":7306,"question":95,"scraped_at":7307,"seo":7308,"sitemap":7309,"source_id":7310,"source_name":116,"source_type":117,"source_url":7311,"stem":7312,"tags":7313,"thumbnail_url":7314,"tldr":7315,"tweet":7316,"unknown_tags":7317,"__hash__":7318},"summaries\u002Fsummaries\u002Fef6c98a4b163321a-building-an-agent-kernel-why-frameworks-fall-short-summary.md","Building an Agent Kernel: Why Frameworks Fall Short",{"provider":7,"model":8,"input_tokens":7225,"output_tokens":7226,"processing_time_ms":7227,"cost_usd":7228},8105,682,4686,0.00304925,{"type":14,"value":7230,"toc":7289},[7231,7235,7238,7242,7245,7265,7269],[17,7232,7234],{"id":7233},"the-case-against-agent-frameworks","The Case Against Agent Frameworks",[22,7236,7237],{},"Most agent frameworks force developers to write code-heavy abstractions that obscure what the model actually sees. The author argues that these frameworks often act as \"SSH with vibes,\" creating systems that are difficult to debug, version, or audit. Instead of relying on complex graph-based frameworks, the author suggests building a minimal 'kernel' that treats agents as isolated processes. This approach prioritizes simplicity, allowing non-technical team members to define agent behavior via simple markdown files.",[17,7239,7241],{"id":7240},"building-a-reliable-agent-runtime","Building a Reliable Agent Runtime",[22,7243,7244],{},"To move from fragile demos to production-ready automation, the author implemented three core engineering principles:",[41,7246,7247,7253,7259],{},[44,7248,7249,7252],{},[29,7250,7251],{},"Event-Driven Architecture:"," Replace rigid cron jobs with an event-based system. Agents should subscribe to events (e.g., \"voice note received,\" \"email arrived\") rather than living in a hard-coded graph. This allows for easy fan-out and decoupled system topology.",[44,7254,7255,7258],{},[29,7256,7257],{},"Content-Addressed Prompts:"," To solve the problem of \"untraceable\" prompts, represent prompts as a list of hashes rather than rendered strings. By hashing individual components (system messages, tool definitions, user input), you gain the ability to diff runs, audit exactly what the model saw, and replay requests against different models for evaluation.",[44,7260,7261,7264],{},[29,7262,7263],{},"Strict Type Boundaries:"," Use typed tool calls and typed events as the primary interface boundaries. This prevents malformed data from propagating through the system. The author notes that roughly 20% of events were initially malformed, and enforcing strict schemas at the kernel level is the only way to make bad actions impossible rather than just unlikely.",[17,7266,7268],{"id":7267},"operational-insights","Operational Insights",[41,7270,7271,7277,7283],{},[44,7272,7273,7276],{},[29,7274,7275],{},"Build Before You Buy:"," The author advises against purchasing off-the-shelf agent platforms until you have built a custom solution. This process reveals the specific limitations of current models and helps you understand your actual requirements.",[44,7278,7279,7282],{},[29,7280,7281],{},"Observability is Mandatory:"," Treat agent failures as standard software orchestration problems. An append-only event log is essential for debugging, as it provides a causal link between events, allowing you to trace why an agent produced a specific output.",[44,7284,7285,7288],{},[29,7286,7287],{},"Dogfooding:"," The author emphasizes that developers of agent frameworks must use their own tools. If a framework is too complex to manage your own internal workflows, it is likely too complex for production use.",{"title":87,"searchDepth":88,"depth":88,"links":7290},[7291,7292,7293],{"id":7233,"depth":88,"text":7234},{"id":7240,"depth":88,"text":7241},{"id":7267,"depth":88,"text":7268},[94],{"content_references":7296,"triage":7303},[7297],{"type":7298,"title":7299,"author":7300,"url":7301,"context":7302},"other","Agent Frameworks Considered Harmful (Blog Post)","Rémi Louf","https:\u002F\u002Fthetypicalset.com","recommended",{"relevance":105,"novelty":106,"quality":106,"actionability":106,"composite":7107,"reasoning":7304},"Category: AI Automation. The article provides a deep dive into building a custom agent kernel, addressing the pain point of developers overwhelmed by complex frameworks. It offers actionable principles like event-driven architecture and content-addressed prompts that can be directly applied to improve automation in AI products.","\u002Fsummaries\u002Fef6c98a4b163321a-building-an-agent-kernel-why-frameworks-fall-short-summary","2026-08-22 16:30:39","2026-08-23 03:10:48",{"title":7223,"description":87},{"loc":7305},"ef6c98a4b163321a","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=KHudyx5wW3U","summaries\u002Fef6c98a4b163321a-building-an-agent-kernel-why-frameworks-fall-short-summary",[121,122,123,124],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FKHudyx5wW3U\u002Fhqdefault.jpg","Instead of using complex agent frameworks, build a simple 'kernel' that treats agents as isolated processes. Use content-addressed prompts, event-driven architecture, and strict type boundaries to ensure reliability and auditability.","This is a practical account of building a custom, event-driven agent runtime to solve the reliability issues the speaker encountered with existing frameworks. Rather than using complex graphs, the system uses an append-only log, content-addressed prompts, and typed event boundaries to ensure reproducibility and observability.",[124],"vpnelUFMvtKX5StixQK4K05OiYPJ146OxL_Zjvh8Kd4",{"id":7320,"title":7321,"ai":7322,"body":7327,"categories":7375,"created_at":95,"date_modified":95,"description":87,"extension":96,"faq":95,"featured":97,"kicker_label":95,"meta":7376,"navigation":109,"path":7383,"published_at":7384,"question":95,"scraped_at":7385,"seo":7386,"sitemap":7387,"source_id":7388,"source_name":7389,"source_type":117,"source_url":7390,"stem":7391,"tags":7392,"thumbnail_url":7393,"tldr":7394,"tweet":7395,"unknown_tags":7396,"__hash__":7397},"summaries\u002Fsummaries\u002Fff8fb19891839fd8-building-long-running-event-driven-ai-agents-with-summary.md","Building Long-Running, Event-Driven AI Agents with ADK",{"provider":7,"model":8,"input_tokens":7323,"output_tokens":7324,"processing_time_ms":7325,"cost_usd":7326},5095,604,4430,0.001276375,{"type":14,"value":7328,"toc":7370},[7329,7333,7336,7339,7343,7363,7367],[17,7330,7332],{"id":7331},"the-long-running-agent-pattern","The Long-Running Agent Pattern",[22,7334,7335],{},"Traditional AI agents often rely on chat-based memory stored in vector databases, which leads to \"token bloat\" and context pollution over time. The Agent Development Kit (ADK) introduces a pattern for long-running agents designed to handle multi-day or multi-week workflows—such as employee onboarding—without keeping the agent continuously active.",[22,7337,7338],{},"Unlike standard chatbots, ADK agents utilize a state-machine architecture where the state is defined as an enum in a database. This allows the system to remain in a \"dormant\" state, consuming zero compute resources while waiting for external events (e.g., a document signature or a hardware delivery webhook). The agent only \"wakes up\" when an event occurs, processes the next step in the workflow, and returns to a dormant state.",[17,7340,7342],{"id":7341},"core-architectural-advantages","Core Architectural Advantages",[41,7344,7345,7351,7357],{},[44,7346,7347,7350],{},[29,7348,7349],{},"Durable State Management:"," By treating state as a database-backed enum rather than raw JSON chat logs, the system ensures reliability and prevents the context window from becoming cluttered with irrelevant historical data.",[44,7352,7353,7356],{},[29,7354,7355],{},"Event-Driven Dormancy:"," The system eliminates the need for polling loops or spinning threads. The agent is fully at rest between \"pause gates,\" making it highly scalable and cost-effective for long-duration processes.",[44,7358,7359,7362],{},[29,7360,7361],{},"Multi-Agent Delegation:"," The architecture supports a coordinator agent that delegates specialized tasks (like IT provisioning) to sub-agents. This keeps the reasoning chain clean and ensures that each agent remains focused on a specific domain, improving overall task accuracy.",[17,7364,7366],{"id":7365},"implementation-insights","Implementation Insights",[22,7368,7369],{},"In a production environment, this pattern relies on external triggers. For example, when an employee signs an onboarding packet, the system triggers a resume turn in the backend. The UI is designed to wait for this backend confirmation before updating, which prevents optimistic UI errors and ensures the user interface accurately reflects the agent's state machine progress. This strict adherence to the state machine ensures that agents cannot be coerced into skipping mandatory steps in a workflow.",{"title":87,"searchDepth":88,"depth":88,"links":7371},[7372,7373,7374],{"id":7331,"depth":88,"text":7332},{"id":7341,"depth":88,"text":7342},{"id":7365,"depth":88,"text":7366},[94],{"content_references":7377,"triage":7381},[7378],{"type":101,"title":7379,"url":7380,"context":7302},"Agent Development Kit (ADK)","https:\u002F\u002Fgithub.com\u002Fgoogle\u002Fagent-development-kit",{"relevance":105,"novelty":106,"quality":106,"actionability":106,"composite":7107,"reasoning":7382},"Category: AI & LLMs. The article provides a detailed exploration of the Agent Development Kit (ADK) for building event-driven AI agents, addressing specific pain points like token bloat and state management. It offers actionable insights on implementing a state-machine architecture, making it highly relevant for developers looking to integrate AI into their products.","\u002Fsummaries\u002Fff8fb19891839fd8-building-long-running-event-driven-ai-agents-with-summary","2026-06-16 19:00:11","2026-06-17 12:56:40",{"title":7321,"description":87},{"loc":7383},"ff8fb19891839fd8","Google Cloud Tech","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=JsNbFnT0QCw","summaries\u002Fff8fb19891839fd8-building-long-running-event-driven-ai-agents-with-summary",[121,122,123,124],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FJsNbFnT0QCw\u002Fhqdefault.jpg","The Agent Development Kit (ADK) enables stateless, event-driven AI agents that maintain state across weeks of dormancy without token bloat, using a state-machine approach rather than traditional chat-based memory.","This video provides a walkthrough of a new [Agent Development Kit (ADK)](https:\u002F\u002Fgoo.gl\u002F3QlK4LA) designed for building event-driven, long-running AI agents. The presenter demonstrates an HR onboarding workflow to show how the system handles state persistence and multi-agent delegation without the token bloat or continuous polling typical of standard chatbot architectures. You can find the full [tutorial here](https:\u002F\u002Fgoo.gl\u002F4omygFD).",[124],"JbV0ia6OCOGRZxf_W7Iq2oMgaX9jAaTBi5j7jYch8Rw"]