[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-a99d0a99a7e4cd29-architecting-production-ready-ai-agents-lessons-fr-summary":3,"summaries-facets-categories":156,"summary-related-a99d0a99a7e4cd29-architecting-production-ready-ai-agents-lessons-fr-summary":7060},{"id":4,"title":5,"ai":6,"body":13,"categories":119,"created_at":121,"date_modified":121,"description":112,"extension":122,"faq":121,"featured":123,"kicker_label":121,"meta":124,"navigation":136,"path":137,"published_at":138,"question":121,"scraped_at":139,"seo":140,"sitemap":141,"source_id":142,"source_name":143,"source_type":144,"source_url":145,"stem":146,"tags":147,"thumbnail_url":121,"tldr":152,"tweet":153,"unknown_tags":154,"__hash__":155},"summaries\u002Fsummaries\u002Fa99d0a99a7e4cd29-architecting-production-ready-ai-agents-lessons-fr-summary.md","Architecting Production-Ready AI Agents: Lessons from Codeex",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",7448,649,2960,0.0028355,{"type":14,"value":15,"toc":111},"minimark",[16,21,34,38,41,63,67,79,86,90,93],[17,18,20],"h2",{"id":19},"protocol-driven-agent-architecture","Protocol-Driven Agent Architecture",[22,23,24,25,29,30,33],"p",{},"Building scalable agents requires decoupling the UI from the inference engine. The Codeex harness utilizes two primary protocols: the ",[26,27,28],"strong",{},"App Server protocol"," (managing UI-to-harness communication) and the ",[26,31,32],{},"Responses API"," (handling harness-to-inference communication). This architecture allows for an open ecosystem where developers can build custom interfaces or integrate with tools like Cloud Code or even game engines like Doom, while leveraging standardized capabilities like web search and image generation.",[17,35,37],{"id":36},"context-management-and-performance","Context Management and Performance",[22,39,40],{},"To maintain performance and cost-efficiency in long-running agents, context management is critical. Codeex employs three specific strategies:",[42,43,44,51,57],"ul",{},[45,46,47,50],"li",{},[26,48,49],{},"Deferred Tool Loading:"," Tools are marked as deferred and excluded from the initial context window, becoming available only via tool search to save tokens.",[45,52,53,56],{},[26,54,55],{},"Dynamic Capping:"," Available skills are capped at 2% of the context window, with descriptions truncated as the window grows.",[45,58,59,62],{},[26,60,61],{},"Websocket Mode:"," Moving from HTTP\u002FServer-Sent Events to persistent WebSockets allows for stateful communication, sending only the delta of changes (e.g., tool call results) rather than re-transmitting the entire history.",[17,64,66],{"id":65},"agentic-actions-and-security","Agentic Actions and Security",[22,68,69,70,74,75,78],{},"Agents require sophisticated interaction patterns to perform real-world tasks. Codeex uses a sandbox layer (utilizing ",[71,72,73],"code",{},"seatbelt"," on macOS, ",[71,76,77],{},"bubblewrap"," on Linux, and a custom open-source sandbox for Windows) to execute file system and browser interactions.",[22,80,81,82,85],{},"To solve \"approval fatigue\" while maintaining security, the system implements ",[26,83,84],{},"Auto-Review",". When an agent attempts a sensitive action (e.g., file deletion), it triggers a secondary, read-only \"Auto-Review\" sub-agent. This sub-agent evaluates the action against the user's original intent, the current transcript, and a risk taxonomy to decide whether to approve the action automatically or escalate it to the human user.",[17,87,89],{"id":88},"long-running-task-management","Long-Running Task Management",[22,91,92],{},"For tasks spanning hours or days, the harness manages state through:",[42,94,95,105],{},[45,96,97,100,101,104],{},[26,98,99],{},"Goal-Oriented Loops:"," Rather than long-form prompts, agents use concrete, verifiable goals. The harness injects continuation prompts until the agent calls an ",[71,102,103],{},"update_goal"," tool.",[45,106,107,110],{},[26,108,109],{},"Auto-Compaction:"," The system automatically triggers context compaction, condensing long transcripts into a summarized state that preserves necessary information while keeping the context window performant for subsequent turns.",{"title":112,"searchDepth":113,"depth":113,"links":114},"",2,[115,116,117,118],{"id":19,"depth":113,"text":20},{"id":36,"depth":113,"text":37},{"id":65,"depth":113,"text":66},{"id":88,"depth":113,"text":89},[120],"AI & LLMs",null,"md",false,{"content_references":125,"triage":131},[126],{"type":127,"title":128,"url":129,"context":130},"tool","Codeex Harness","https:\u002F\u002Fgithub.com\u002Fcodeex-harness","recommended",{"relevance":132,"novelty":133,"quality":133,"actionability":133,"composite":134,"reasoning":135},5,4,4.35,"Category: AI & LLMs. The article provides in-depth insights into architecting production-ready AI agents, addressing specific pain points like context management and security, which are crucial for developers building AI features. It offers actionable strategies such as deferred tool loading and dynamic capping, making it highly relevant and practical for the target audience.",true,"\u002Fsummaries\u002Fa99d0a99a7e4cd29-architecting-production-ready-ai-agents-lessons-fr-summary","2026-08-10 16:00:06","2026-08-11 03:21:19",{"title":5,"description":112},{"loc":137},"a99d0a99a7e4cd29","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=shRR1e2HXMk","summaries\u002Fa99d0a99a7e4cd29-architecting-production-ready-ai-agents-lessons-fr-summary",[148,149,150,151],"agents","llm","automation","software-engineering","Building robust AI agents requires moving beyond basic prompts to implementing stateful protocols, intelligent context management, and automated security review systems.","This is a technical deep dive into the architecture of the [Continue](https:\u002F\u002Fcontinue.dev) (formerly Codeium\u002FCodeEx) agent harness. The speaker explains how their open-source Rust-based framework manages context, handles tool discovery, and implements sandboxed file system and browser 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The company routes tasks to different model configurations based on difficulty, ensuring that complex reasoning receives the necessary frontier-level intelligence while optimizing for cost and efficiency.",{"title":112,"searchDepth":113,"depth":113,"links":7119},[7120,7121,7122],{"id":7073,"depth":113,"text":7074},{"id":7080,"depth":113,"text":7081},{"id":7113,"depth":113,"text":7114},[171],{"content_references":7125,"triage":7133},[7126,7130],{"type":127,"title":7127,"url":7128,"context":7129},"Warp","https:\u002F\u002Fwww.warp.dev\u002F","mentioned",{"type":127,"title":7131,"url":7132,"context":7129},"Oz","https:\u002F\u002Fwww.warp.dev\u002Foz",{"relevance":132,"novelty":133,"quality":133,"actionability":133,"composite":134,"reasoning":7134},"Category: AI Automation. The article discusses the innovative use of Warp and Oz for orchestrating agent workflows in software engineering, addressing the audience's need for practical applications of AI in product development. It provides specific details about how agents can manage complex tasks, which is actionable for developers looking to implement similar systems.","\u002Fsummaries\u002Fddd2460e2a3b9981-scaling-agentic-development-with-warp-and-oz-summary","2026-05-30 14:03:23",{"title":7063,"description":112},{"loc":7135},"ddd2460e2a3b9981","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Fwarp","summaries\u002Fddd2460e2a3b9981-scaling-agentic-development-with-warp-and-oz-summary",[148,149,150,151],"Warp is shifting software engineering from individual coding assistance to persistent, orchestrated agent workflows using GPT-5.5 to manage complex, long-horizon tasks.",[151],"jhJTPmiUVAv8dnTyvwi5Awzd0kzRrbPqOIU-jibWs2k",{"id":7149,"title":7150,"ai":7151,"body":7157,"categories":7180,"created_at":121,"date_modified":121,"description":112,"extension":122,"faq":121,"featured":123,"kicker_label":121,"meta":7181,"navigation":136,"path":7185,"published_at":7186,"question":121,"scraped_at":7187,"seo":7188,"sitemap":7189,"source_id":7190,"source_name":7191,"source_type":7141,"source_url":7192,"stem":7193,"tags":7194,"thumbnail_url":121,"tldr":7195,"tweet":121,"unknown_tags":7196,"__hash__":7197},"summaries\u002Fsummaries\u002F788e0faff32168e3-programming-stacks-map-to-llm-agents-for-smarter-b-summary.md","Programming Stacks Map to LLM Agents for Smarter Builds",{"provider":7,"model":7152,"input_tokens":7153,"output_tokens":7154,"processing_time_ms":7155,"cost_usd":7156},"x-ai\u002Fgrok-4.1-fast",3863,1003,11090,0.0012516,{"type":14,"value":7158,"toc":7176},[7159,7163,7166,7169,7173],[17,7160,7162],{"id":7161},"analogy-equips-you-to-build-maintainable-agentic-systems","Analogy Equips You to Build Maintainable Agentic Systems",[22,7164,7165],{},"Traditional software engineering maps closely to LLM-based agentic systems, revealing why current stacks often fail at scale. Treat the LLM itself (e.g., Qwen, Llama, Claude) as your core programming language—it handles execution of instructions. MCP servers (like libraries such as NumPy or Textual) provide reusable capabilities without bloating the base model. Individual skills act as discrete programs, composed atop these for specific tasks. Context windows function like RAM: fast but volatile and size-limited, forcing careful state management. RAG serves as disk\u002Fdatabase: persistent, slower retrieval for grounding without overwhelming short-term memory.",[22,7167,7168],{},"This mapping isn't perfect—LLMs introduce non-determinism and hallucination risks absent in deterministic languages—but it holds enough to guide architecture. It breaks where LLMs lack compile-time checks or true modularity, yet applying software principles (e.g., minimize context bloat like RAM overuse, version MCPs like library deps) yields more reliable agents.",[17,7170,7172],{"id":7171},"practical-implications-shift-your-agent-stack","Practical Implications Shift Your Agent Stack",[22,7174,7175],{},"Adopt this lens to escape ad-hoc prompting: design agents as layered software stacks. Start with a capable LLM 'language,' plug in specialized MCP 'libraries' for domain logic, author focused 'skills' as composable units, manage context like volatile memory (evict aggressively), and offload facts to RAG for persistence. Result: systems that scale like apps, not brittle prompt chains—easier to debug, version, and extend. Hands-on builders gain a mental model for production agents, prioritizing composition over raw model power.",{"title":112,"searchDepth":113,"depth":113,"links":7177},[7178,7179],{"id":7161,"depth":113,"text":7162},{"id":7171,"depth":113,"text":7172},[120],{"content_references":7182,"triage":7183},[],{"relevance":132,"novelty":133,"quality":133,"actionability":133,"composite":134,"reasoning":7184},"Category: AI & LLMs. The article provides a detailed analogy between traditional software engineering and LLM-based systems, addressing the audience's need for practical applications in building AI-powered products. It offers actionable insights on structuring agentic systems, which is directly relevant to developers and founders looking to implement AI effectively.","\u002Fsummaries\u002F788e0faff32168e3-programming-stacks-map-to-llm-agents-for-smarter-b-summary","2026-04-29 01:52:13","2026-05-03 17:00:53",{"title":7150,"description":112},{"loc":7185},"788e0faff32168e3","Generative AI","https:\u002F\u002Fgenerativeai.pub\u002Fthe-hidden-analogy-between-programming-languages-and-llms-that-will-change-how-you-build-agentic-a344fa26dc09?source=rss----440100e76000---4","summaries\u002F788e0faff32168e3-programming-stacks-map-to-llm-agents-for-smarter-b-summary",[149,148,151],"Map LLMs to programming languages, MCP servers to libraries, skills to programs, context windows to RAM, and RAG to disk—use this analogy to compose and maintain agentic systems like traditional software.",[151],"_g6isC4Txgg9eOHjkCG4cbpzGLv4o7EVwKaZv6zkg2o",{"id":7199,"title":7200,"ai":7201,"body":7206,"categories":7293,"created_at":121,"date_modified":121,"description":112,"extension":122,"faq":121,"featured":123,"kicker_label":121,"meta":7294,"navigation":136,"path":7316,"published_at":7317,"question":121,"scraped_at":7318,"seo":7319,"sitemap":7320,"source_id":7321,"source_name":7322,"source_type":144,"source_url":7323,"stem":7324,"tags":7325,"thumbnail_url":7327,"tldr":7328,"tweet":7329,"unknown_tags":7330,"__hash__":7331},"summaries\u002Fsummaries\u002Fe9686d9647096909-7-modular-design-patterns-for-ai-coding-agents-summary.md","7 Modular Design Patterns for AI Coding Agents",{"provider":7,"model":8,"input_tokens":7202,"output_tokens":7203,"processing_time_ms":7204,"cost_usd":7205},6249,761,3321,0.00270375,{"type":14,"value":7207,"toc":7284},[7208,7212,7219,7223,7228,7242,7246,7266,7270],[17,7209,7211],{"id":7210},"the-modular-skills-approach","The Modular 'Skills' Approach",[22,7213,7214,7215,7218],{},"Instead of overwhelming AI coding agents with massive, monolithic prompts, developers should adopt a modular architecture using \"skills.\" Skills are simple text files stored in specific project directories (",[71,7216,7217],{},".agents\u002Fskills",") or global configurations. The agent reads a brief description of each skill and dynamically loads the full instructions only when the task requires that specific capability. This prevents context bloat and improves the agent's accuracy.",[17,7220,7222],{"id":7221},"the-7-agent-skill-patterns","The 7 Agent Skill Patterns",[7224,7225,7227],"h3",{"id":7226},"_1-knowledge-tooling","1. Knowledge & Tooling",[42,7229,7230,7236],{},[45,7231,7232,7235],{},[26,7233,7234],{},"Domain Knowledge:"," Provides the agent with expertise in specific topics (e.g., frontend UI, performance optimization, or Google Cloud services) without keeping that data in its long-term memory.",[45,7237,7238,7241],{},[26,7239,7240],{},"Tool Wrappers:"," Grants the agent access to external tools like Chrome DevTools or Git. This allows the agent to execute commands and see results (like browser errors or network dumps) directly, eliminating the need for manual copy-pasting.",[7224,7243,7245],{"id":7244},"_2-workflow-control","2. Workflow & Control",[42,7247,7248,7254,7260],{},[45,7249,7250,7253],{},[26,7251,7252],{},"Inversion:"," Forces the agent to stop guessing and ask the developer clarifying questions. This is essential for ambiguous tasks and includes patterns like \"context-engineering\" and \"debugging-and-error-recovery,\" which mandates a root-cause analysis before writing code.",[45,7255,7256,7259],{},[26,7257,7258],{},"Generators:"," Harnesses AI creativity to produce output in strictly defined formats, such as Architecture Decision Records (ADRs) or specific documentation templates.",[45,7261,7262,7265],{},[26,7263,7264],{},"Reviewers:"," Acts as an automated gatekeeper that grades code against checklists for security, code smells, and best practices before shipping.",[7224,7267,7269],{"id":7268},"_3-orchestration-management","3. Orchestration & Management",[42,7271,7272,7278],{},[45,7273,7274,7277],{},[26,7275,7276],{},"Pipelines:"," Orchestrates multi-step, sequential workflows. A primary example is Test-Driven Development (TDD), which enforces a three-step process: write a failing test, write the code, and clean up while maintaining test integrity.",[45,7279,7280,7283],{},[26,7281,7282],{},"Meta-skills:"," High-level skills that govern other skills. These act as master routers, coordinating which skills the agent should load and use at any given time.",{"title":112,"searchDepth":113,"depth":113,"links":7285},[7286,7287],{"id":7210,"depth":113,"text":7211},{"id":7221,"depth":113,"text":7222,"children":7288},[7289,7291,7292],{"id":7226,"depth":7290,"text":7227},3,{"id":7244,"depth":7290,"text":7245},{"id":7268,"depth":7290,"text":7269},[120],{"content_references":7295,"triage":7313},[7296,7299,7302,7305,7309],{"type":127,"title":7297,"url":7298,"context":130},"Agent Skills GitHub Repository","https:\u002F\u002Fg.dev\u002Fcloud\u002Fgithub-agent-skills",{"type":127,"title":7300,"url":7301,"context":130},"Antigravity Skills Setup Guide","https:\u002F\u002Fg.dev\u002Fcloud\u002Fantigravity-skills",{"type":127,"title":7303,"url":7304,"context":130},"Google Skills Repository","https:\u002F\u002Fg.dev\u002Fcloud\u002Fgithub-skills",{"type":7306,"title":7307,"url":7308,"context":130},"other","Antigravity Skills Codelab","https:\u002F\u002Fg.dev\u002Fcloud\u002Fantigravity-skills-codelab",{"type":7310,"title":7311,"url":7312,"context":130},"report","Whitepaper about evaluating skills","https:\u002F\u002Fg.dev\u002Fcloud\u002Fwhitepaper-agent-skills",{"relevance":132,"novelty":133,"quality":133,"actionability":132,"composite":7314,"reasoning":7315},4.55,"Category: AI & LLMs. The article provides a detailed exploration of modular design patterns specifically for AI coding agents, addressing a core topic of interest for developers looking to improve AI integration in their products. It offers actionable insights on implementing a modular 'skills' approach, which is directly applicable to enhancing AI agent performance.","\u002Fsummaries\u002Fe9686d9647096909-7-modular-design-patterns-for-ai-coding-agents-summary","2026-08-27 19:00:29","2026-08-28 03:12:21",{"title":7200,"description":112},{"loc":7316},"e9686d9647096909","Google Cloud Tech","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=Z9WbG3m7Da4","summaries\u002Fe9686d9647096909-7-modular-design-patterns-for-ai-coding-agents-summary",[149,148,150,7326],"coding","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FZ9WbG3m7Da4\u002Fhqdefault.jpg","Improve AI coding agent performance by replacing long, confusing prompts with modular 'skills'—specialized text files that the agent loads dynamically only when needed.","This video provides a conceptual overview of modular \"skills\" for coding agents, specifically tailored for the [Antigravity](https:\u002F\u002Fg.dev\u002Fcloud\u002Fantigravity-skills) framework. It categorizes these skills into seven design patterns to help manage agent context and workflow:\n\n* [GitHub skills repository](https:\u002F\u002Fg.dev\u002Fcloud\u002Fgithub-agent-skills) — A collection of pre-built skill templates.\n* [Google skills repo](https:\u002F\u002Fg.dev\u002Fcloud\u002Fgithub-skills) — Specialized skills for Google Cloud services.\n* [Skills setup guide](https:\u002F\u002Fg.dev\u002Fcloud\u002Fantigravity-skills) — Instructions for configuring skills in Antigravity.\n* [Codelab](https:\u002F\u002Fg.dev\u002Fcloud\u002Fantigravity-skills-codelab) — A step-by-step guide for creating and installing custom skills.\n* [Whitepaper](https:\u002F\u002Fg.dev\u002Fcloud\u002Fwhitepaper-agent-skills) — Best practices for evaluating and testing agent skills.",[],"t92vnKgfQ_J3FEXXcuQHA3KRXaWlsD-HTy54BRMx8DI",{"id":7333,"title":7334,"ai":7335,"body":7340,"categories":7396,"created_at":121,"date_modified":121,"description":112,"extension":122,"faq":121,"featured":123,"kicker_label":121,"meta":7397,"navigation":136,"path":7404,"published_at":7405,"question":121,"scraped_at":7406,"seo":7407,"sitemap":7408,"source_id":7409,"source_name":7410,"source_type":144,"source_url":7411,"stem":7412,"tags":7413,"thumbnail_url":7415,"tldr":7416,"tweet":7417,"unknown_tags":7418,"__hash__":7419},"summaries\u002Fsummaries\u002F34d109b3ae5f0509-ai-agents-why-the-harness-matters-more-than-the-mo-summary.md","AI Agents: Why the Harness Matters More Than the Model",{"provider":7,"model":8,"input_tokens":7336,"output_tokens":7337,"processing_time_ms":7338,"cost_usd":7339},5246,692,3597,0.0023495,{"type":14,"value":7341,"toc":7391},[7342,7346,7353,7357,7360,7384,7388],[17,7343,7345],{"id":7344},"the-brain-vs-the-jar","The Brain vs. The Jar",[22,7347,7348,7349,7352],{},"AI models (like GPT-4 or Claude) are essentially 'brains in a jar.' While they are highly capable, they are inherently limited by their inability to interact with the outside world—they cannot natively run code, browse the web, or access files. The performance gap between AI products often isn't due to the underlying model, as benchmark scores between top labs have converged. Instead, the difference lies in the ",[26,7350,7351],{},"agentic harness",": the architectural wrapper that enables the model to act, remember, and iterate.",[17,7354,7356],{"id":7355},"the-three-pillars-of-the-agentic-harness","The Three Pillars of the Agentic Harness",[22,7358,7359],{},"To transform a static model into a functional agent, the harness must provide three critical capabilities:",[42,7361,7362,7368,7378],{},[45,7363,7364,7367],{},[26,7365,7366],{},"Tools:"," These allow the model to interface with the world. Beyond basic file I\u002FO, modern harnesses enable code execution in sandboxes, web browsing, and 'computer use' (controlling a cursor to operate software). The Model Context Protocol (MCP) is emerging as a standard to allow these tools to plug into various harnesses without custom rebuilds.",[45,7369,7370,7373,7374,7377],{},[26,7371,7372],{},"Memory:"," Because models have finite context windows that reset after a session, the harness must manage persistence. This includes loading instruction files (e.g., ",[71,7375,7376],{},"agents.md",") to define project conventions, compacting context windows by summarizing past interactions, and implementing retrieval systems (semantic search or code indexing) to feed the model only the relevant data rather than the entire codebase.",[45,7379,7380,7383],{},[26,7381,7382],{},"Agentic Loops:"," This is the operational cycle where the model plans a step, the harness executes it, and the model observes the result. Sophisticated harnesses add a verification layer to this loop, such as running automated tests, taking screenshots of UI states, or using a secondary 'reviewer' model to ensure the agent stays on track during long-running tasks.",[17,7385,7387],{"id":7386},"the-fluid-future-of-ai-architecture","The Fluid Future of AI Architecture",[22,7389,7390],{},"It is a mistake to evaluate AI capability based solely on the model. A brilliant model can fail in a poorly designed harness, while a mid-tier model can perform exceptionally well in a robust one. The distinction between the two is becoming increasingly fluid: complex behaviors like long-horizon planning are being trained directly into models, while consistency and project-specific knowledge are increasingly managed by harness-level conventions. Builders should focus on optimizing the 'jar' as much as the 'brain' to achieve production-grade results.",{"title":112,"searchDepth":113,"depth":113,"links":7392},[7393,7394,7395],{"id":7344,"depth":113,"text":7345},{"id":7355,"depth":113,"text":7356},{"id":7386,"depth":113,"text":7387},[120],{"content_references":7398,"triage":7402},[7399],{"type":127,"title":7400,"url":7401,"context":7129},"Model Context Protocol (MCP)","https:\u002F\u002Fmodelcontextprotocol.io\u002F",{"relevance":132,"novelty":133,"quality":133,"actionability":133,"composite":134,"reasoning":7403},"Category: AI & LLMs. The article provides a deep dive into the concept of the 'agentic harness' which is crucial for building effective AI agents, addressing a key pain point for developers looking to integrate AI into their products. It outlines specific capabilities of the harness, such as tools, memory management, and operational loops, which are actionable insights for product builders.","\u002Fsummaries\u002F34d109b3ae5f0509-ai-agents-why-the-harness-matters-more-than-the-mo-summary","2026-08-25 11:00:31","2026-08-26 03:09:58",{"title":7334,"description":112},{"loc":7404},"34d109b3ae5f0509","IBM Technology","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=ZELPNFXJ4_o","summaries\u002F34d109b3ae5f0509-ai-agents-why-the-harness-matters-more-than-the-mo-summary",[149,150,7414,151],"ai-agents","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FZELPNFXJ4_o\u002Fhqdefault.jpg","AI system performance is driven by the 'agentic harness'—the tools, memory, and loops surrounding the model—rather than just the model itself. Distinguishing between the 'brain' (model) and the 'jar' (harness) is essential for building effective AI agents.","This video provides a conceptual breakdown of why AI performance often depends more on the \"agentic harness\"—the tools, memory, and loops wrapped around a model—than on the model itself. It is a high-level primer on how [AI models](https:\u002F\u002Fibm.biz\u002F~fAH1kt7jT) are integrated into functional systems.",[7414,151],"PtVTsoTGi-qI9ZNh4s66ldbH7fWoQkYBn7wif1qsZ-o"]