[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-54503ccd3b01f8fc-optimizing-software-delivery-with-ai-assisted-code-summary":3,"summaries-facets-categories":150,"summary-related-54503ccd3b01f8fc-optimizing-software-delivery-with-ai-assisted-code-summary":5349},{"id":4,"title":5,"ai":6,"body":13,"categories":117,"created_at":119,"date_modified":119,"description":111,"extension":120,"faq":119,"featured":121,"kicker_label":119,"meta":122,"navigation":129,"path":130,"published_at":131,"question":119,"scraped_at":132,"seo":133,"sitemap":134,"source_id":135,"source_name":136,"source_type":137,"source_url":138,"stem":139,"tags":140,"thumbnail_url":145,"tldr":146,"tweet":147,"unknown_tags":148,"__hash__":149},"summaries\u002Fsummaries\u002F54503ccd3b01f8fc-optimizing-software-delivery-with-ai-assisted-code-summary.md","Optimizing Software Delivery with AI-Assisted Code Reviews",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",5183,601,3678,0.00219725,{"type":14,"value":15,"toc":110},"minimark",[16,21,25,28,56,60,63,83,87,90],[17,18,20],"h2",{"id":19},"the-role-of-ai-in-modern-code-review","The Role of AI in Modern Code Review",[22,23,24],"p",{},"AI code review shifts the traditional, bottlenecked PR process toward a more continuous, automated workflow. By leveraging machine learning and large language models (LLMs), these systems move beyond simple rule-based linting to identify security vulnerabilities, performance bottlenecks, and style inconsistencies.",[22,26,27],{},"Key benefits include:",[29,30,31,39,50],"ul",{},[32,33,34,38],"li",{},[35,36,37],"strong",{},"Consistency:"," AI applies uniform standards across the entire codebase, eliminating the subjective variance often found between different human reviewers.",[32,40,41,44,45,49],{},[35,42,43],{},"Developer Education:"," By providing real-time feedback and explaining ",[46,47,48],"em",{},"why"," a change is suggested, AI acts as a mentor, helping junior developers build stronger coding habits without waiting for senior engineer availability.",[32,51,52,55],{},[35,53,54],{},"Reduced Technical Debt:"," Catching issues early in the development lifecycle—rather than during late-stage manual reviews—makes them significantly cheaper and faster to resolve.",[17,57,59],{"id":58},"technical-architecture-of-ai-review-systems","Technical Architecture of AI Review Systems",[22,61,62],{},"Effective AI code review relies on a multi-layered technical stack that combines traditional analysis with generative intelligence:",[29,64,65,71,77],{},[32,66,67,70],{},[35,68,69],{},"Static & Dynamic Analysis:"," Static analysis checks code for syntax and security risks before execution, while dynamic analysis (such as DAST) tests the running application to uncover runtime vulnerabilities.",[32,72,73,76],{},[35,74,75],{},"Rule-Based Systems:"," Traditional linters enforce formatting and style guidelines, serving as the foundation for consistency.",[32,78,79,82],{},[35,80,81],{},"Context-Aware LLMs:"," Unlike static tools, LLMs trained on vast datasets of code, documentation, and APIs can interpret the intent and context of code. Modern implementations enhance this by connecting to external developer environments, testing frameworks, and documentation in real-time.",[17,84,86],{"id":85},"implementation-and-human-oversight","Implementation and Human Oversight",[22,88,89],{},"Adopting AI review tools requires a strategic approach to avoid common pitfalls like over-reliance or \"noise\" from false positives.",[29,91,92,98,104],{},[32,93,94,97],{},[35,95,96],{},"Context Engineering:"," AI tools often struggle with project-specific goals. Success depends on \"context engineering\"—structuring information and maintaining evergreen instruction files that define team-specific coding standards.",[32,99,100,103],{},[35,101,102],{},"Integration:"," Tools should be embedded directly into the IDE or the PR workflow to provide immediate feedback loops.",[32,105,106,109],{},[35,107,108],{},"The Human-in-the-Loop:"," AI is an accelerator, not a replacement. Human developers must retain final judgment, particularly regarding complex architectural decisions, system design, and nuanced trade-offs. Teams should measure success by tracking specific signals such as defect rates, review turnaround times, and vulnerability detection to ensure the AI is providing value rather than creating additional friction.",{"title":111,"searchDepth":112,"depth":112,"links":113},"",2,[114,115,116],{"id":19,"depth":112,"text":20},{"id":58,"depth":112,"text":59},{"id":85,"depth":112,"text":86},[118],"Software Engineering",null,"md",false,{"content_references":123,"triage":124},[],{"relevance":125,"novelty":126,"quality":126,"actionability":126,"composite":127,"reasoning":128},5,4,4.35,"Category: Software Engineering. The article provides in-depth insights into AI-assisted code reviews, addressing key benefits and implementation strategies that resonate with the audience's need for practical applications in software development. It discusses specific techniques like static and dynamic analysis, making it actionable for developers looking to optimize their workflows.",true,"\u002Fsummaries\u002F54503ccd3b01f8fc-optimizing-software-delivery-with-ai-assisted-code-summary","2026-06-29 11:00:34","2026-06-29 12:56:51",{"title":5,"description":111},{"loc":130},"54503ccd3b01f8fc","IBM Technology","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=0-YCleDw-Po","summaries\u002F54503ccd3b01f8fc-optimizing-software-delivery-with-ai-assisted-code-summary",[141,142,143,144],"ai-tools","coding","automation","software-engineering","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F0-YCleDw-Po\u002Fhqdefault.jpg","AI code review accelerates development and improves consistency by automating pattern detection, but it requires human oversight to manage context, architectural decisions, and false positives.","This is a high-level conceptual overview of how AI-assisted code review works, explaining the roles of static analysis, linters, and LLMs in a development pipeline. It functions as an introductory primer for managers or developers curious about the [benefits and risks](https:\u002F\u002Fibm.biz\u002F~k5pZG4Et6) of integrating these tools into their existing 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Agents first verify findings to cut false positives, rank them by severity, and post inline comments—then automatically apply patches in the cloud while PRs remain open. This closed-loop process handles continuous monitoring post-PR opening, freeing developers from manual fixes. Result: PRs ship faster without human intervention on routine issues, justifying the unchanged $15-25 per PR cost through direct productivity gains.",[22,5369,5370],{},"Trade-offs include reliance on agent accuracy (despite verification) and fixed pricing that scales with PR volume—high for frequent small changes but viable for teams prioritizing speed over cost per edit.",[17,5372,5374],{"id":5373},"backlash-to-buy-in-at-code-w-claude-2026","Backlash to Buy-In at Code w\u002F Claude 2026",[22,5376,5377],{},"Launched two months prior, Code Review drew outrage on Reddit, Hacker News, and r\u002FAnthropic over its $15-25\u002FPR tag, seen as overpriced for read-only feedback. At the May 6, 2026, Code w\u002F Claude conference in San Francisco, Anthropic responded not with cuts but enhancement: auto-fix makes the tool output actionable code changes. Keynote demos (per Simon Willison and InfoQ coverage) showed seamless integration, shifting perception from expensive critic to autonomous contributor. For small teams or indie builders, this means one agent swarm replaces junior reviewer hours, but test on non-critical repos first to validate fix quality.",{"title":111,"searchDepth":112,"depth":112,"links":5379},[5380,5381],{"id":5363,"depth":112,"text":5364},{"id":5373,"depth":112,"text":5374},[153],{"content_references":5384,"triage":5404},[5385,5390,5394,5397,5401],{"type":5386,"title":5387,"url":5388,"context":5389},"other","Anthropic wants $25 per pull request devs are losing their minds over Claude Code Review","https:\u002F\u002Fmedium.com\u002Fgitconnected\u002Fanthropic-wants-25-per-pull-request-devs-are-losing-their-minds-over-claude-code-review-55dbbaca4996","cited",{"type":5386,"title":5391,"author":5392,"url":5393,"context":5389},"Code w\u002F Claude 2026 live blog","Simon Willison","https:\u002F\u002Fsimonwillison.net\u002F2026\u002FMay\u002F6\u002Fcode-w-claude-2026\u002F",{"type":5386,"title":5395,"url":5396,"context":5389},"Anthropic Claude Code Auto Mode","https:\u002F\u002Fwww.infoq.com\u002Fnews\u002F2026\u002F05\u002Fanthropic-claude-code-auto-mode\u002F",{"type":5398,"title":5399,"context":5400},"event","Code w\u002F Claude 2026","mentioned",{"type":5386,"title":5402,"url":5403,"context":5400},"Code Review","https:\u002F\u002Fclaude.com\u002Fblog\u002Fcode-review",{"relevance":126,"novelty":5405,"quality":126,"actionability":126,"composite":5406,"reasoning":5407},3,3.8,"Category: AI Automation. 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This enables hands-off long-running tasks without being tied to one device.",[17,5461,5463],{"id":5462},"build-agent-skills-via-vs-code-learn-courses","Build Agent Skills via VS Code Learn Courses",[22,5465,5466,5467,5471],{},"New docs section at ",[5440,5468,5469],{"href":5469,"rel":5470},"https:\u002F\u002Faka.ms\u002FVSCode\u002FLearn",[5444]," offers video courses: Agent Foundations (intro to agent-first dev, build your first agent, review\u002Fcontrol changes); Customization (UI for instructions, skills, custom agents, hooks). Use these to ramp up on agents quickly; more content planned.",{"title":111,"searchDepth":112,"depth":112,"links":5473},[5474,5475,5476,5477],{"id":5434,"depth":112,"text":5435},{"id":5448,"depth":112,"text":5449},{"id":5455,"depth":112,"text":5456},{"id":5462,"depth":112,"text":5463},[153],{"content_references":5480,"triage":5489},[5481,5485,5487],{"type":5386,"title":5482,"url":5483,"context":5484},"VS Code Release Notes","https:\u002F\u002Faka.ms\u002Fvscode\u002Frelease","recommended",{"type":5386,"title":5486,"url":5442,"context":5484},"Agent Window Docs",{"type":5386,"title":5488,"url":5469,"context":5484},"VS Code Learn",{"relevance":125,"novelty":5405,"quality":126,"actionability":126,"composite":5490,"reasoning":5491},4.15,"Category: AI & LLMs. The article provides detailed insights into new features in VS Code that enhance agent workflows, which is highly relevant for developers building AI-powered products. It includes actionable steps for using the Agents Window and Copilot CLI, making it practical for the audience.","\u002Fsummaries\u002Fd312b58b29d5c32f-vs-code-april-2026-agents-window-and-copilot-cli-u-summary","2026-05-07 17:28:41","2026-05-08 11:12:06",{"title":5424,"description":111},{"loc":5492},"954508abf26f2fb8","Visual Studio Code","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=JiMap1t4okA","summaries\u002Fd312b58b29d5c32f-vs-code-april-2026-agents-window-and-copilot-cli-u-summary",[141,142,143],"April 2026 VS Code releases add Agents Window for agent workflows, a chat customizations evaluator extension, configurable thinking effort and remote control in Copilot CLI, plus new agent learning courses.","Quick 3-minute official demo of five VS Code April 2026 updates: Agents Window preview for agent workflows, a chat customizations eval extension, Copilot CLI thinking effort and remote control options, plus new Learn docs section. Directs to full release notes for the rest.",[],"L2lHEd98kmd4uAAi621zuoSyamDLREfgk6QP7R7OuGg",{"id":5507,"title":5508,"ai":5509,"body":5514,"categories":5582,"created_at":119,"date_modified":119,"description":111,"extension":120,"faq":119,"featured":121,"kicker_label":119,"meta":5583,"navigation":129,"path":5591,"published_at":5592,"question":119,"scraped_at":5593,"seo":5594,"sitemap":5595,"source_id":5596,"source_name":5597,"source_type":137,"source_url":5598,"stem":5599,"tags":5600,"thumbnail_url":5602,"tldr":5603,"tweet":5604,"unknown_tags":5605,"__hash__":5606},"summaries\u002Fsummaries\u002F6ff36420c467608b-engineering-principles-for-agentic-systems-summary.md","Engineering Principles for Agentic Systems",{"provider":7,"model":8,"input_tokens":5510,"output_tokens":5511,"processing_time_ms":5512,"cost_usd":5513},7123,710,4449,0.00284575,{"type":14,"value":5515,"toc":5577},[5516,5520,5523,5527,5553,5557],[17,5517,5519],{"id":5518},"the-shift-from-code-to-system-architecture","The Shift from Code to System Architecture",[22,5521,5522],{},"Building agentic systems requires moving up a layer of abstraction. Rather than focusing on individual prompts, engineers should treat agents as components within a larger system. The core engineering disciplines—systems thinking, workflow design, and modularity—remain the same, even if the building blocks have shifted from functions to LLM-driven agents.",[17,5524,5526],{"id":5525},"core-engineering-disciplines-for-agents","Core Engineering Disciplines for Agents",[29,5528,5529,5535,5541,5547],{},[32,5530,5531,5534],{},[35,5532,5533],{},"Decomposition vs. Bloated Prompts:"," Avoid the \"giant prompt\" anti-pattern. Just as you would decompose a monolithic function, break agent tasks into distinct jobs (e.g., data normalization, commute calculation, neighborhood research). This makes the system easier to reason about, test, and modify.",[32,5536,5537,5540],{},[35,5538,5539],{},"Separation of Concerns:"," Use the right tool for the job. Deterministic tasks (like calculating commute times or deduplicating data) should be handled by standard code, while tasks requiring judgment, ambiguity, or fuzzy reasoning are best suited for LLMs.",[32,5542,5543,5546],{},[35,5544,5545],{},"State Management and Contracts:"," Treat agent outputs as system inputs by enforcing structured schemas (e.g., JSON). This allows downstream processes to query agent memory reliably. Without structured state, data becomes trapped in ephemeral session contexts, making the system brittle.",[32,5548,5549,5552],{},[35,5550,5551],{},"Designing for Idempotency:"," In real-world environments, retries are inevitable. Design agent workflows to be idempotent so that re-running a task does not cause side effects (like sending duplicate emails). Agents should check the system state before executing actions to ensure they only complete what is missing.",[17,5554,5556],{"id":5555},"maintainability-and-safety","Maintainability and Safety",[29,5558,5559,5565,5571],{},[32,5560,5561,5564],{},[35,5562,5563],{},"Blast Radius Reduction:"," Treat all external data (e.g., web listings, user reviews) as untrusted input. Use security engineering principles like least privilege and human-in-the-loop gates for high-stakes actions (e.g., booking tours or submitting offers) to minimize risk.",[32,5566,5567,5570],{},[35,5568,5569],{},"Self-Documenting Systems:"," To ensure maintainability, include clear documentation within the system architecture. Every agentic system should have a clear explanation of its workflow, policies, and memory structure. If an agent cannot \"cold start\" or orient itself in a fresh context, the system is likely too complex or poorly decomposed.",[32,5572,5573,5576],{},[35,5574,5575],{},"The Maintainability Test:"," If you cannot easily update an agent to perform a new task, it is a signal that the system's architecture—not the AI's capability—is the bottleneck. Well-designed systems are modular, allowing for the reuse of skills and sub-agents across different workflows.",{"title":111,"searchDepth":112,"depth":112,"links":5578},[5579,5580,5581],{"id":5518,"depth":112,"text":5519},{"id":5525,"depth":112,"text":5526},{"id":5555,"depth":112,"text":5556},[118],{"content_references":5584,"triage":5589},[5585],{"type":5586,"title":5587,"author":5588,"context":5484},"tool","LLM Wiki","Copathy",{"relevance":125,"novelty":126,"quality":126,"actionability":126,"composite":127,"reasoning":5590},"Category: AI & LLMs. The article provides a deep dive into the architectural principles necessary for building agentic systems, addressing a core pain point for developers who struggle with moving from simple prompts to robust systems. It offers actionable insights on decomposition and state management, which are directly applicable to the audience's work.","\u002Fsummaries\u002F6ff36420c467608b-engineering-principles-for-agentic-systems-summary","2026-06-25 18:00:06","2026-06-26 12:56:31",{"title":5508,"description":111},{"loc":5591},"6ff36420c467608b","AI Engineer","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=ZD9-4fW2HhM","summaries\u002F6ff36420c467608b-engineering-principles-for-agentic-systems-summary",[5601,141,143,144],"agents","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FZD9-4fW2HhM\u002Fhqdefault.jpg","Building AI agents is not about writing prompts, but architecting systems. By applying traditional software engineering principles—decomposition, state management, and separation of concerns—you can build reliable, maintainable agentic systems that move beyond simple, brittle LLM interactions.","This talk argues that building agentic systems is fundamentally an engineering challenge, not just a prompting exercise. The speaker demonstrates how to apply traditional software principles—like decomposition, modularity, and separation of concerns—to move beyond \"giant prompts\" and create reliable, maintainable agent workflows.",[144],"0iwXPFVcmPMkMlThWqKe9bWzF5T_ostIDFxkxnvgtRA",{"id":5608,"title":5609,"ai":5610,"body":5615,"categories":5750,"created_at":119,"date_modified":119,"description":111,"extension":120,"faq":119,"featured":121,"kicker_label":119,"meta":5751,"navigation":129,"path":5770,"published_at":5771,"question":119,"scraped_at":5772,"seo":5773,"sitemap":5774,"source_id":5775,"source_name":5414,"source_type":5415,"source_url":5776,"stem":5777,"tags":5778,"thumbnail_url":119,"tldr":5780,"tweet":119,"unknown_tags":5781,"__hash__":5782},"summaries\u002Fsummaries\u002F2ce452f001c13c5d-how-ioc-containers-work-a-deep-dive-into-nestjs-an-summary.md","How IoC Containers Work: A Deep Dive into NestJS and Spring",{"provider":7,"model":8,"input_tokens":5611,"output_tokens":5612,"processing_time_ms":5613,"cost_usd":5614},9109,943,11446,0.00369175,{"type":14,"value":5616,"toc":5744},[5617,5621,5624,5644,5652,5656,5663,5688,5692,5695,5733,5737],[17,5618,5620],{"id":5619},"the-core-mechanics-of-an-ioc-container","The Core Mechanics of an IoC Container",[22,5622,5623],{},"An Inversion of Control (IoC) container is essentially a registry that maps tokens to provider definitions. It functions through three primary layers:",[29,5625,5626,5632,5638],{},[32,5627,5628,5631],{},[35,5629,5630],{},"Registry:"," Stores the mapping between tokens (identifiers) and provider definitions.",[32,5633,5634,5637],{},[35,5635,5636],{},"Object Factory:"," Reads definitions and recursively resolves dependencies to construct objects.",[32,5639,5640,5643],{},[35,5641,5642],{},"Lifecycle Manager:"," Controls whether the container returns a fresh instance (transient) or a cached one (singleton).",[22,5645,5646,5647,5651],{},"At its simplest, a container is a ",[5648,5649,5650],"code",{},"Map\u003CToken, ProviderDefinition>",". Frameworks like NestJS and Spring are sophisticated implementations of this pattern, adding error handling, module scoping, and performance optimizations.",[17,5653,5655],{"id":5654},"dependency-resolution-and-metadata","Dependency Resolution and Metadata",[22,5657,5658,5659,5662],{},"Dependency Injection (DI) is the practice of declaring dependencies through constructors, allowing an external container to satisfy them. Because TypeScript interfaces and types are erased at runtime, the container relies on ",[5648,5660,5661],{},"reflect-metadata"," to inspect constructor parameters.",[29,5664,5665,5674,5682],{},[32,5666,5667,5673],{},[35,5668,5669,5672],{},[5648,5670,5671],{},"@Injectable()",":"," This is not what enables DI; it is a metadata flag that signals to the container that a class is eligible to participate in the dependency graph.",[32,5675,5676,5681],{},[35,5677,5678,5672],{},[5648,5679,5680],{},"@Inject()"," This solves the ambiguity of runtime type erasure. It explicitly maps a parameter to a specific token, which is essential when dealing with interfaces or primitive values (like strings) where the container cannot infer the dependency from the type alone.",[32,5683,5684,5687],{},[35,5685,5686],{},"Recursive Resolution:"," The container builds the dependency graph bottom-up. It reads metadata, resolves the lowest-level dependencies first, and assembles the tree until the requested object is fully constructed.",[17,5689,5691],{"id":5690},"managing-object-lifecycles","Managing Object Lifecycles",[22,5693,5694],{},"Containers provide different strategies for object creation and persistence:",[29,5696,5697,5703],{},[32,5698,5699,5702],{},[35,5700,5701],{},"Singleton Scope:"," The default for stateless services (loggers, database clients). The container creates the object once and caches it. This is dangerous for objects holding per-request state, which can lead to data leaks between users.",[32,5704,5705,5708,5709,5712,5713],{},[35,5706,5707],{},"Provider Definitions:"," These define ",[46,5710,5711],{},"how"," an object is created:\n",[29,5714,5715,5721,5727],{},[32,5716,5717,5720],{},[5648,5718,5719],{},"useClass",": Maps a token to a class implementation (enabling easy swapping for testing).",[32,5722,5723,5726],{},[5648,5724,5725],{},"useValue",": Returns a static value (e.g., config, API keys).",[32,5728,5729,5732],{},[5648,5730,5731],{},"useFactory",": Executes a function to produce an object, allowing for complex setup logic that requires other dependencies.",[17,5734,5736],{"id":5735},"handling-failures","Handling Failures",[22,5738,5739,5740,5743],{},"Circular dependencies (e.g., Service A needs Service B, which needs Service A) cause infinite recursion. A robust container detects this by maintaining a ",[5648,5741,5742],{},"Set"," of tokens currently being resolved. If a token is requested while already in the set, the container throws an error. The author notes that circular dependencies are fundamentally a design flaw, not a container limitation; the container simply acts as the mechanism that surfaces the architectural issue.",{"title":111,"searchDepth":112,"depth":112,"links":5745},[5746,5747,5748,5749],{"id":5619,"depth":112,"text":5620},{"id":5654,"depth":112,"text":5655},{"id":5690,"depth":112,"text":5691},{"id":5735,"depth":112,"text":5736},[118],{"content_references":5752,"triage":5767},[5753,5756,5759,5761,5764],{"type":5586,"title":5754,"url":5755,"context":5400},"NestJS","https:\u002F\u002Fnestjs.com\u002F",{"type":5586,"title":5757,"url":5758,"context":5400},"Spring","https:\u002F\u002Fspring.io\u002F",{"type":5586,"title":5661,"url":5760,"context":5400},"https:\u002F\u002Fwww.npmjs.com\u002Fpackage\u002Freflect-metadata",{"type":5586,"title":5762,"url":5763,"context":5400},"TSyringe","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Ftsyringe",{"type":5586,"title":5765,"url":5766,"context":5400},"InversifyJS","https:\u002F\u002Finversify.io\u002F",{"relevance":126,"novelty":5405,"quality":126,"actionability":5405,"composite":5768,"reasoning":5769},3.6,"Category: Software Engineering. The article provides a detailed explanation of Inversion of Control (IoC) containers, specifically in the context of NestJS and Spring, which is relevant for developers looking to implement dependency injection in their projects. It offers insights into the mechanics of IoC containers and dependency resolution, which can help developers understand how to effectively use these frameworks, though it lacks specific actionable steps for implementation.","\u002Fsummaries\u002F2ce452f001c13c5d-how-ioc-containers-work-a-deep-dive-into-nestjs-an-summary","2026-06-17 16:22:13","2026-06-18 12:56:47",{"title":5609,"description":111},{"loc":5770},"2ce452f001c13c5d","https:\u002F\u002Flevelup.gitconnected.com\u002Fbuilding-an-ioc-container-from-scratch-how-nestjs-and-spring-actually-work-413ada598a1e?source=rss----5517fd7b58a6---4","summaries\u002F2ce452f001c13c5d-how-ioc-containers-work-a-deep-dive-into-nestjs-an-summary",[5779,141,142,144],"typescript","Dependency Injection (DI) containers are not magic; they are registry systems that combine object factories, lifecycle managers, and metadata reflection to automate object construction and dependency resolution.",[144],"VQohD3X7i7w5lA1YvJJZXLSSmyofD9OUpr1W2CyadEM"]