[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-ffde7922857f5892-building-complex-software-with-long-running-ai-age-summary":3,"summaries-facets-categories":145,"summary-related-ffde7922857f5892-building-complex-software-with-long-running-ai-age-summary":7049},{"id":4,"title":5,"ai":6,"body":13,"categories":105,"created_at":107,"date_modified":107,"description":99,"extension":108,"faq":107,"featured":109,"kicker_label":107,"meta":110,"navigation":124,"path":125,"published_at":126,"question":107,"scraped_at":127,"seo":128,"sitemap":129,"source_id":130,"source_name":131,"source_type":132,"source_url":133,"stem":134,"tags":135,"thumbnail_url":140,"tldr":141,"tweet":142,"unknown_tags":143,"__hash__":144},"summaries\u002Fsummaries\u002Fffde7922857f5892-building-complex-software-with-long-running-ai-age-summary.md","Building Complex Software with Long-Running AI 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",6461,633,3631,0.00256475,{"type":14,"value":15,"toc":98},"minimark",[16,21,25,29,32,74,78],[17,18,20],"h2",{"id":19},"the-shift-from-chatbots-to-long-running-agents","The Shift from Chatbots to Long-Running Agents",[22,23,24],"p",{},"Traditional AI coding assistants often fail when faced with complex, multi-step engineering tasks because they rely on single-prompt interactions. When a process breaks, these models typically give up or hallucinate fixes. Long-running agents, by contrast, utilize \"goal primitives\" that allow them to persist through hours or days of work, self-correcting when they encounter errors in a dependent chain of tasks.",[17,26,28],{"id":27},"engineering-complex-systems-via-agentic-pipelines","Engineering Complex Systems via Agentic Pipelines",[22,30,31],{},"To demonstrate the capability of long-running agents, Addy Osmani highlights two non-trivial use cases:",[33,34,35,48],"ul",{},[36,37,38,42,43,47],"li",{},[39,40,41],"strong",{},"Operating System Development:"," An agent was tasked with building a functional OS (dubbed \"Adios\") featuring a window manager, IndexedDB file system, terminal, file explorer, and a paint application. The agent successfully integrated complex features, including a functional version of the game ",[44,45,46],"em",{},"Doom"," and a music visualizer, by iterating over several hours.",[36,49,50,53,54],{},[39,51,52],{},"3D Web Application Optimization:"," Building a nostalgic 3D video store scene required solving a series of hard technical constraints. Starting with a 156MB Blender file, the agent had to transform it into a browser-ready experience under 10MB. This required a multi-day pipeline to handle:\n",[33,55,56,62,68],{},[36,57,58,61],{},[39,59,60],{},"Export Pipelines:"," Writing custom Python scripts to manage Draco quantization and mesh transforms without corrupting geometry.",[36,63,64,67],{},[39,65,66],{},"Asset Optimization:"," Automating texture resizing, image compression, and glTF file conversion to ensure fast, lazy-loaded performance.",[36,69,70,73],{},[39,71,72],{},"Visual Fidelity:"," Adjusting lighting intensities and material shaders to ensure the browser-rendered output remained faithful to the original 3D scene.",[17,75,77],{"id":76},"key-takeaways-for-builders","Key Takeaways for Builders",[33,79,80,86,92],{},[36,81,82,85],{},[39,83,84],{},"Persistence is Key:"," The primary advantage of these agents is their ability to work for days without human intervention, handling \"dependent problems\" that would stall a standard LLM.",[36,87,88,91],{},[39,89,90],{},"Automation of Domain Expertise:"," Agents can bridge the gap for developers who lack specific domain knowledge (e.g., 3D modeling or Blender expertise) by generating the necessary scripts and pipelines to achieve a professional result.",[36,93,94,97],{},[39,95,96],{},"Constraint-Driven Development:"," By providing a clear spec, agents can manage the trade-offs between high-fidelity assets and performance requirements (like browser load times), provided the agent is equipped with the right tools to validate its own output.",{"title":99,"searchDepth":100,"depth":100,"links":101},"",2,[102,103,104],{"id":19,"depth":100,"text":20},{"id":27,"depth":100,"text":28},{"id":76,"depth":100,"text":77},[106],"AI & LLMs",null,"md",false,{"content_references":111,"triage":119},[112,116],{"type":113,"title":114,"context":115},"tool","Cloud Code","recommended",{"type":113,"title":117,"context":118},"Agent Development Kit","mentioned",{"relevance":120,"novelty":121,"quality":121,"actionability":121,"composite":122,"reasoning":123},5,4,4.35,"Category: AI & LLMs. The article discusses the practical application of long-running AI agents in complex engineering tasks, addressing a specific pain point for builders who struggle with traditional AI limitations. It provides concrete examples of use cases, such as OS development and 3D web application optimization, which are directly applicable to the audience's work.",true,"\u002Fsummaries\u002Fffde7922857f5892-building-complex-software-with-long-running-ai-age-summary","2026-06-19 19:00:09","2026-06-20 12:56:24",{"title":5,"description":99},{"loc":125},"ffde7922857f5892","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=EDDgH3hs-5U","summaries\u002Fffde7922857f5892-building-complex-software-with-long-running-ai-age-summary",[136,137,138,139],"agents","ai-tools","coding","web-performance","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FEDDgH3hs-5U\u002Fhqdefault.jpg","Long-running AI agents can execute multi-day, complex engineering pipelines—such as building an OS or optimizing 3D web scenes—by self-correcting through dependent tasks rather than relying on single-prompt generation.","This video is a showcase of long-running AI agents using [Google's Agent Development Kit](https:\u002F\u002Fgoo.gle\u002F4v6NdOP) to complete multi-day software engineering tasks. Addy Osmani demonstrates how these agents can autonomously iterate through complex pipelines—such as optimizing 3D assets for the web or building a functional desktop OS—without human 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Expose the terminal mid-process to watch inputs flow, making installers and REPLs feel native rather than clunky.",[22,7083,7084],{},"These features—smarter detection, foreground integration, and takeover controls—ship in the latest VS Code, transforming agent sessions from brittle to production-ready by respecting terminal realities.",{"title":99,"searchDepth":100,"depth":100,"links":7086},[7087,7088,7089],{"id":7063,"depth":100,"text":7064},{"id":7070,"depth":100,"text":7071},{"id":7077,"depth":100,"text":7078},[150],{"content_references":7092,"triage":7100},[7093,7097],{"type":7094,"title":7095,"url":7096,"context":118},"other","VS Code Release Notes","https:\u002F\u002Faka.ms\u002FVSCode\u002F116",{"type":113,"title":7098,"url":7099,"context":118},"Visual Studio Code","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fvscode",{"relevance":120,"novelty":121,"quality":121,"actionability":121,"composite":122,"reasoning":7101},"Category: AI Automation. The article discusses new features in VS Code that enhance agent interaction with terminals, addressing practical needs for developers integrating AI tools into their workflows. It provides specific examples of how these upgrades improve user experience and streamline processes, making it actionable for developers looking to implement these features.","\u002Fsummaries\u002Fca4513bbfe1df576-vs-code-terminal-upgrades-enable-seamless-agent-te-summary","2026-04-16 19:00:00","2026-04-19 01:19:28",{"title":7052,"description":99},{"loc":7102},"53f012626201917f","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=0Eq8m63Z5J0","summaries\u002Fca4513bbfe1df576-vs-code-terminal-upgrades-enable-seamless-agent-te-summary",[136,137,138],"New VS Code terminal tools let agents detect prompts in hidden\u002Fforeground terminals, auto-fill inputs or pause for user takeover, handling REPLs, installers, and multi-step commands like npm init without workflow breaks.",[],"FaJLxMiU1oUOaPPCspyXBSukPl4CxN_0rGLhT2hVAdA",{"id":7116,"title":7117,"ai":7118,"body":7123,"categories":7216,"created_at":107,"date_modified":107,"description":99,"extension":108,"faq":107,"featured":109,"kicker_label":107,"meta":7217,"navigation":124,"path":7240,"published_at":7241,"question":107,"scraped_at":7242,"seo":7243,"sitemap":7244,"source_id":7245,"source_name":7246,"source_type":7108,"source_url":7247,"stem":7248,"tags":7249,"thumbnail_url":107,"tldr":7251,"tweet":107,"unknown_tags":7252,"__hash__":7253},"summaries\u002Fsummaries\u002F5c896047cb8def1d-audit-your-coding-agent-configuration-summary.md","Audit Your Coding Agent Configuration",{"provider":7,"model":8,"input_tokens":7119,"output_tokens":7120,"processing_time_ms":7121,"cost_usd":7122},8392,905,4363,0.0034555,{"type":14,"value":7124,"toc":7211},[7125,7129,7141,7145,7148,7162,7166,7169],[17,7126,7128],{"id":7127},"the-problem-of-configuration-bloat","The Problem of Configuration Bloat",[22,7130,7131,7132,7136,7137,7140],{},"Coding agents often suffer from performance degradation due to bloated configuration files (e.g., ",[7133,7134,7135],"code",{},"CLAUDE.md",", ",[7133,7138,7139],{},"AGENTS.md","). Developers frequently add rules to these files in response to specific errors, leading to \"knowledge base\" files that exceed recommended lengths (often 200+ lines). Research indicates that this context bloat, along with skill and lint leakage, is widespread. Anthropic’s own experience with Claude 5 generation models showed that removing over 80% of the system prompt resulted in no measurable loss in coding performance, suggesting that much of our manual steering is redundant or outdated.",[17,7142,7144],{"id":7143},"rethinking-skills-and-context","Rethinking Skills and Context",[22,7146,7147],{},"While personalized skills are popular, recent research suggests they are not a silver bullet. A study found that personalization based on individual history performed no better than generic community-sourced skills.",[33,7149,7150,7156],{},[36,7151,7152,7155],{},[39,7153,7154],{},"Context Files:"," These are most effective when they provide information the model cannot infer from the code itself, such as project-specific safety rules, expensive command warnings, or architectural boundaries. They are poor substitutes for actual code; the model is significantly more likely to answer behavioral questions by reading the source code directly rather than a prose summary.",[36,7157,7158,7161],{},[39,7159,7160],{},"Hygiene:"," Treat your agent configuration as a decision guide rather than a comprehensive manual. If a rule is critical, encode it into a test, hook, or permission rather than relying on prose instructions that the model may ignore or misinterpret.",[17,7163,7165],{"id":7164},"practical-audit-strategy","Practical Audit Strategy",[22,7167,7168],{},"To maintain agent performance, adopt a regular cadence (every 2–4 weeks) for auditing your environment:",[7170,7171,7172,7185,7195,7201],"ol",{},[36,7173,7174,7177,7178,7181,7182,7184],{},[39,7175,7176],{},"Run Diagnostic Tools:"," Use built-in commands like ",[7133,7179,7180],{},"\u002Fdoctor"," (in Claude Code) to identify unused skills, plugins, and configuration cruft. Note that ",[7133,7183,7180],{}," inside a session is for configuration, while shell-level commands may only check installation status.",[36,7186,7187,7190,7191,7194],{},[39,7188,7189],{},"Review Memory:"," Use ",[7133,7192,7193],{},"\u002Fmemory"," separately from your configuration files, as auto-memory can retain stale preferences even after project files have been cleaned.",[36,7196,7197,7200],{},[39,7198,7199],{},"Test Removal:"," Periodically attempt to complete tasks without local skills to see if the model and harness have improved enough to handle the work natively. This helps overcome the \"crutch\" mentality where developers keep outdated skills out of fear of quality drops.",[36,7202,7203,7206,7207,7210],{},[39,7204,7205],{},"Prioritize Quality:"," When evaluating skills, focus on those with clear descriptions, triggers, and concrete examples. Use community tools to audit the quality of ",[7133,7208,7209],{},"SKILL.md"," files rather than simply accumulating more of them.",{"title":99,"searchDepth":100,"depth":100,"links":7212},[7213,7214,7215],{"id":7127,"depth":100,"text":7128},{"id":7143,"depth":100,"text":7144},{"id":7164,"depth":100,"text":7165},[106],{"group":7218,"content_references":7219,"triage":7238},"addy-osmani",[7220,7224,7228,7234],{"type":113,"title":7221,"author":7222,"url":7223,"context":118},"Agent Skills","Addy Osmani","https:\u002F\u002Fgithub.com\u002Faddyosmani\u002Fagent-skills",{"type":113,"title":7225,"author":7226,"url":7227,"context":118},"Impeccable","Paul Bakaus","https:\u002F\u002Fimpeccable.style\u002F",{"type":7229,"title":7230,"publisher":7231,"url":7232,"context":7233},"paper","The new rules of context engineering for Claude 5 generation models","Anthropic","https:\u002F\u002Fclaude.com\u002Fblog\u002Fthe-new-rules-of-context-engineering-for-claude-5-generation-models","cited",{"type":7094,"title":7235,"publisher":7236,"url":7237,"context":115},"Agent Loop Decoded","Oracle","https:\u002F\u002Ffandf.co\u002F4q1byDX",{"relevance":120,"novelty":121,"quality":121,"actionability":121,"composite":122,"reasoning":7239},"Category: AI & LLMs. The article provides a deep dive into the issue of configuration bloat in coding agents, which is a critical concern for developers integrating AI tools. It offers a practical audit strategy with specific tools like '\u002Fdoctor' that developers can implement to improve their agent configurations.","\u002Fsummaries\u002F5c896047cb8def1d-audit-your-coding-agent-configuration-summary","2026-08-27 14:31:10","2026-08-28 03:12:27",{"title":7117,"description":99},{"loc":7240},"5c896047cb8def1d","Elevate (Addy Osmani Substack)","https:\u002F\u002Faddyo.substack.com\u002Fp\u002Faudit-your-agent-files","summaries\u002F5c896047cb8def1d-audit-your-coding-agent-configuration-summary",[137,7250,136,138],"llm","Agent configuration files like CLAUDE.md and custom skills suffer from 'rot' and bloat. Regular audits using tools like \u002Fdoctor are essential to remove stale instructions, as modern models often perform better with leaner, more focused context.",[],"ggoqvNP2QLD_Y-aoHsri7KLMqi1bBZQsptNTJDDROIM",{"id":7255,"title":7256,"ai":7257,"body":7262,"categories":7302,"created_at":107,"date_modified":107,"description":99,"extension":108,"faq":107,"featured":109,"kicker_label":107,"meta":7303,"navigation":124,"path":7312,"published_at":7313,"question":107,"scraped_at":7313,"seo":7314,"sitemap":7315,"source_id":7316,"source_name":7317,"source_type":7108,"source_url":7307,"stem":7318,"tags":7319,"thumbnail_url":107,"tldr":7321,"tweet":107,"unknown_tags":7322,"__hash__":7323},"summaries\u002Fsummaries\u002F4f6448bf35b66a38-agentroom-enabling-concurrent-multi-agent-coding-v-summary.md","AgentRoom: Enabling Concurrent Multi-Agent Coding via CRDTs",{"provider":7,"model":8,"input_tokens":7258,"output_tokens":7259,"processing_time_ms":7260,"cost_usd":7261},4029,412,2237,0.00162525,{"type":14,"value":7263,"toc":7298},[7264,7268,7271,7275,7278],[17,7265,7267],{"id":7266},"solving-the-multi-agent-collaboration-bottleneck","Solving the Multi-Agent Collaboration Bottleneck",[22,7269,7270],{},"Traditional multi-agent coding systems often rely on sequential task execution or isolated environments, which limits their ability to work on complex software projects where multiple agents need to modify the same codebase simultaneously. AgentRoom addresses this by providing a shared, persistent workspace that treats AI agents as concurrent users. By leveraging Conflict-free Replicated Data Types (CRDTs), the system ensures that code modifications from different agents are merged consistently without the need for complex locking mechanisms or centralized serialization.",[17,7272,7274],{"id":7273},"architecture-and-operational-flow","Architecture and Operational Flow",[22,7276,7277],{},"At its core, AgentRoom functions as a collaborative environment where agents operate on a shared state. The integration of CRDTs allows the system to maintain a 'source of truth' for the codebase while allowing agents to perform asynchronous edits. This architecture is particularly effective for:",[33,7279,7280,7286,7292],{},[36,7281,7282,7285],{},[39,7283,7284],{},"Concurrent Editing:"," Multiple agents can work on different parts of a file or project simultaneously, with the CRDT layer handling the resolution of overlapping changes.",[36,7287,7288,7291],{},[39,7289,7290],{},"State Consistency:"," By avoiding traditional database locks, the system maintains high availability and low latency, which is critical for agents that require rapid feedback loops during coding tasks.",[36,7293,7294,7297],{},[39,7295,7296],{},"Scalability:"," The decentralized nature of CRDTs allows for the addition of more agents to a workspace without a linear increase in coordination overhead, facilitating larger-scale multi-agent software development workflows.",{"title":99,"searchDepth":100,"depth":100,"links":7299},[7300,7301],{"id":7266,"depth":100,"text":7267},{"id":7273,"depth":100,"text":7274},[106],{"content_references":7304,"triage":7308},[7305],{"type":7229,"title":7306,"url":7307,"context":7233},"AgentRoom: Concurrent Multi-Agent Coding in a CRDT-Backed Shared Workspace","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.23740",{"relevance":120,"novelty":121,"quality":121,"actionability":7309,"composite":7310,"reasoning":7311},3,4.15,"Category: AI & LLMs. The article presents a novel approach to multi-agent coding using CRDTs, addressing a specific pain point in AI-powered product development — the need for concurrent collaboration among agents. It provides insights into the architecture and operational flow, making it relevant and actionable for developers looking to implement similar systems.","\u002Fsummaries\u002F4f6448bf35b66a38-agentroom-enabling-concurrent-multi-agent-coding-v-summary","2026-08-27 03:13:03",{"title":7256,"description":99},{"loc":7312},"4f6448bf35b66a38","arXiv cs.AI","summaries\u002F4f6448bf35b66a38-agentroom-enabling-concurrent-multi-agent-coding-v-summary",[136,138,137,7320],"software-engineering","AgentRoom introduces a shared, CRDT-backed workspace that allows multiple AI agents to collaborate on code concurrently, solving consistency and conflict issues in multi-agent software engineering.",[7320],"IK2Blk4wmqG33pmtIt8Utf3HMP5ax8N7QCyU7N5ZtxU",{"id":7325,"title":7326,"ai":7327,"body":7332,"categories":7390,"created_at":107,"date_modified":107,"description":99,"extension":108,"faq":107,"featured":109,"kicker_label":107,"meta":7391,"navigation":124,"path":7395,"published_at":7396,"question":107,"scraped_at":7397,"seo":7398,"sitemap":7399,"source_id":7400,"source_name":7401,"source_type":132,"source_url":7402,"stem":7403,"tags":7404,"thumbnail_url":7405,"tldr":7406,"tweet":7407,"unknown_tags":7408,"__hash__":7409},"summaries\u002Fsummaries\u002F34b8beaa4d969a59-moving-beyond-fast-code-building-context-aware-ai--summary.md","Moving Beyond Fast Code: Building Context-Aware AI Agents",{"provider":7,"model":8,"input_tokens":7328,"output_tokens":7329,"processing_time_ms":7330,"cost_usd":7331},4996,635,4229,0.0022015,{"type":14,"value":7333,"toc":7385},[7334,7338,7341,7345,7348,7374,7378],[17,7335,7337],{"id":7336},"the-problem-with-fast-ai-coding","The Problem with 'Fast' AI Coding",[22,7339,7340],{},"Modern AI coding tools excel at generating syntax quickly but often fail to understand the broader context of a production codebase. A common failure mode is the 'fast chaos' pattern: an agent generates code that is syntactically correct and passes local tests but violates architectural rules—such as bypassing a mandatory service layer or duplicating existing utilities. Because these tools often lack repository-wide awareness, they treat a codebase as a collection of isolated files rather than a system with history, patterns, and specific constraints.",[17,7342,7344],{"id":7343},"the-four-pillars-of-context-aware-development","The Four Pillars of Context-Aware Development",[22,7346,7347],{},"To move from simple code generation to reliable engineering assistance, AI agents must adopt a structured workflow that mimics a senior developer's process:",[33,7349,7350,7356,7362,7368],{},[36,7351,7352,7355],{},[39,7353,7354],{},"Repository Awareness:"," Rather than dumping an entire repo into a prompt (which introduces noise), agents must intelligently retrieve relevant context, such as existing patterns, related tests, and established utilities. The goal is to identify the 'signal' that informs how a change should fit into the existing system.",[36,7357,7358,7361],{},[39,7359,7360],{},"Architectural Context:"," Agents must be constrained by the rules of the system. This includes understanding where business logic belongs, which services own specific data, and whether adding a new dependency is permitted. Without this, the AI produces code that 'works' but feels foreign and degrades the codebase over time.",[36,7363,7364,7367],{},[39,7365,7366],{},"Planning Before Patching:"," The agent's first output should be a plan, not code. By articulating its reasoning—which files it checked, what patterns it identified, and its proposed approach—the agent allows the developer to correct misconceptions (e.g., 'don't use that library, use this service instead') before any code is written.",[36,7369,7370,7373],{},[39,7371,7372],{},"Systematic Verification:"," Verification must extend beyond simple test execution. Agents should perform type checks, linting, and build commands, while also evaluating whether the change respects the architectural standards of the repository. If a failure occurs, the agent should perform root-cause analysis rather than guessing until the error disappears.",[17,7375,7377],{"id":7376},"establishing-boundaries-and-intentionality","Establishing Boundaries and Intentionality",[22,7379,7380,7381,7384],{},"For AI agents to be productive in a team environment, they must operate with clear boundaries. This includes working on isolated branches, avoiding sensitive files (like authentication logic or deployment configs), and requiring human approval for risky operations. The ideal workflow follows a strict sequence: ",[39,7382,7383],{},"Read, Plan, Patch, Verify, and Review."," Developers play a crucial role in this by providing intentional instructions, pointing the tool to relevant examples, and explicitly stating constraints to prevent the model from filling gaps with potentially buggy assumptions.",{"title":99,"searchDepth":100,"depth":100,"links":7386},[7387,7388,7389],{"id":7336,"depth":100,"text":7337},{"id":7343,"depth":100,"text":7344},{"id":7376,"depth":100,"text":7377},[106],{"content_references":7392,"triage":7393},[],{"relevance":120,"novelty":121,"quality":121,"actionability":121,"composite":122,"reasoning":7394},"Category: AI & LLMs. The article addresses the critical issue of AI coding agents generating contextually inappropriate code, which is a significant pain point for developers integrating AI into their workflows. It provides a structured approach to improving AI agent performance, making it actionable for developers looking to enhance their AI tools.","\u002Fsummaries\u002F34b8beaa4d969a59-moving-beyond-fast-code-building-context-aware-ai-summary","2026-08-24 11:00:38","2026-08-25 03:09:39",{"title":7326,"description":99},{"loc":7395},"34b8beaa4d969a59","IBM Technology","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=zAe-sau06io","summaries\u002F34b8beaa4d969a59-moving-beyond-fast-code-building-context-aware-ai--summary",[137,136,138,7320],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FzAe-sau06io\u002Fhqdefault.jpg","AI coding agents often create 'fast chaos' by ignoring architectural constraints. To be effective, agents must prioritize repository awareness, explicit planning, and systematic verification over simple code generation.","This is a conceptual overview of why AI coding agents often produce \"technically correct but architecturally wrong\" code. It outlines the necessary shift from simple code generation to a workflow involving repository awareness, explicit planning, and verification, as detailed in [IBM's resources on AI for Code](https:\u002F\u002Fibm.biz\u002F~ggidEPSQb).",[7320],"K4avlpq0lvofkCbLvJ84BPX1kwqpFDQb1mAJD1uMrbg"]