[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-5dc48731884521dd-glm-5-1-excels-in-long-horizon-agentic-coding-summary":3,"summaries-facets-categories":103,"summary-related-5dc48731884521dd-glm-5-1-excels-in-long-horizon-agentic-coding-summary":7007},{"id":4,"title":5,"ai":6,"body":13,"categories":55,"created_at":57,"date_modified":57,"description":49,"extension":58,"faq":57,"featured":59,"kicker_label":57,"meta":60,"navigation":86,"path":87,"published_at":57,"question":57,"scraped_at":88,"seo":89,"sitemap":90,"source_id":91,"source_name":92,"source_type":93,"source_url":94,"stem":95,"tags":96,"thumbnail_url":57,"tldr":100,"tweet":57,"unknown_tags":101,"__hash__":102},"summaries\u002Fsummaries\u002F5dc48731884521dd-glm-5-1-excels-in-long-horizon-agentic-coding-summary.md","GLM-5.1 Excels in Long-Horizon Agentic Coding",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",7818,1969,9224,0.00252545,{"type":14,"value":15,"toc":48},"minimark",[16,21,25,28,31,35,38,41,45],[17,18,20],"h2",{"id":19},"sustains-optimization-over-extended-horizons-for-superior-results","Sustains Optimization Over Extended Horizons for Superior Results",[22,23,24],"p",{},"GLM-5.1 breaks through short-session limits by maintaining productivity across hundreds of iterations and thousands of tool calls, revising strategies based on benchmarks and self-analysis. On VectorDBBench, it optimizes a Rust vector database for SIFT-1M (Recall ≥95%), starting from a skeleton with HTTP endpoints. Over 655 iterations and 6,000+ tool calls, it hits 21.5k QPS—6x the prior 3.5k QPS best from Claude Opus 4.6 in 50 turns. Progress follows a staircase: incremental tuning plateaus, then structural shifts like IVF probing with f16 compression (iteration ~90, 6.4k QPS) or u8 prescoring + f16 reranking (iteration ~240, 13.4k QPS) unlock jumps, with temporary Recall dips during exploration.",[22,26,27],{},"On KernelBench Level 3 (50 full-model optimizations like MobileNet, VGG), GLM-5.1 delivers 3.6x geometric mean speedup vs. PyTorch baseline (torch.compile max-autotune: 1.49x), sustaining gains over 1,200 turns per problem in isolated H100 Docker. It outlasts GLM-5 (early plateau) and Claude Opus 4.5, trailing only Opus 4.6 (4.2x) but showing more headroom. Audits confirm no benchmark exploits.",[22,29,30],{},"For open-ended tasks without metrics, GLM-5.1 builds a Linux desktop web app from scratch over 8 hours: starts with taskbar\u002Fwindows, iterates to add file browser, terminal, editor, monitor, calculator, games—polishing UI, interactions, and edge cases via self-review loops.",[17,32,34],{"id":33},"tops-coding-and-agentic-benchmarks-with-precise-judgment","Tops Coding and Agentic Benchmarks with Precise Judgment",[22,36,37],{},"GLM-5.1 leads SWE-Bench Pro at 58.4% (vs. GLM-5 55.1%, GPT-5.4 57.7%), NL2Repo at 42.7% (vs. GLM-5 35.9%), Terminal-Bench 2.0 Terminus-2 at 63.5%, and CyberGym at 68.7% (Claude Code harness). In agentic evals: BrowseComp w\u002F Context Manage 79.3%, τ³-Bench 70.6%, MCP-Atlas 71.8%, Tool-Decathlon 40.7%, Vending Bench 2 $5,634 revenue. Reasoning holds strong: HLE w\u002F Tools 52.3%, AIME 2026 95.3%, GPQA-Diamond 86.2%. Settings emphasize long contexts (up to 202k tokens) and tool use without hacking (rule + model detection).",[22,39,40],{},"Trade-offs: Higher quota use (2-3x), challenges remain in escaping local optima, trace coherence over thousands of calls, and metric-free self-eval.",[17,42,44],{"id":43},"deploy-immediately-for-agentic-workflows","Deploy Immediately for Agentic Workflows",[22,46,47],{},"Open-source (MIT) on GitHub\u002FHuggingFace\u002FModelScope; infer with vLLM\u002FSGLang. API on api.z.ai\u002FBigModel.cn; compatible with Claude Code\u002FOpenClaw. GLM Coding Plan: update to \"GLM-5.1\" (1-3x quota, promo 1x off-peak); GUI via Z Code for multi-agent SSH\u002Fphone tasks. Z.ai chat rollout soon.",{"title":49,"searchDepth":50,"depth":50,"links":51},"",2,[52,53,54],{"id":19,"depth":50,"text":20},{"id":33,"depth":50,"text":34},{"id":43,"depth":50,"text":44},[56],"AI & LLMs",null,"md",false,{"content_references":61,"triage":81},[62,67,71,74,79],{"type":63,"title":64,"url":65,"context":66},"other","VectorDBBench","https:\u002F\u002Fgithub.com\u002FKCORES\u002Fvector-db-bench","cited",{"type":68,"title":69,"url":70,"context":66},"paper","KernelBench","https:\u002F\u002Farxiv.org\u002Fabs\u002F2502.10517v1",{"type":63,"title":72,"url":73,"context":66},"Vending Bench 2","https:\u002F\u002Fandonlabs.com\u002Fevals\u002Fvending-bench-2",{"type":75,"title":76,"url":77,"context":78},"tool","GLM-5.1","https:\u002F\u002Fgithub.com\u002Fzai-org\u002FGLM-5","mentioned",{"type":75,"title":76,"url":80,"context":78},"https:\u002F\u002Fhuggingface.co\u002Fzai-org\u002FGLM-5.1",{"relevance":82,"novelty":83,"quality":82,"actionability":50,"composite":84,"reasoning":85},4,3,3.4,"Category: AI & LLMs. The article discusses the performance of GLM-5.1 in coding and agentic benchmarks, which is relevant to AI engineering and software development. However, while it provides insights into the model's capabilities, it lacks concrete, actionable steps for developers looking to implement these findings in their own projects.",true,"\u002Fsummaries\u002F5dc48731884521dd-glm-5-1-excels-in-long-horizon-agentic-coding-summary","2026-04-16 03:09:20",{"title":5,"description":49},{"loc":87},"5dc48731884521dd","__oneoff__","article","https:\u002F\u002Fz.ai\u002Fblog\u002Fglm-5.1","summaries\u002F5dc48731884521dd-glm-5-1-excels-in-long-horizon-agentic-coding-summary",[97,98,99],"llm","agents","coding","GLM-5.1 tops SWE-Bench Pro at 58.4% and sustains gains over 600+ iterations on VectorDBBench (21.5k QPS, 6x prior best) and 1,000+ turns on KernelBench (3.6x speedup), enabling complex builds like a full Linux desktop in 8 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Hybrid reasoning maximizes scores, balancing tool use with chain-of-thought for complex problems.",{"title":49,"searchDepth":50,"depth":50,"links":7045},[7046,7047,7048],{"id":7020,"depth":50,"text":7021},{"id":7027,"depth":50,"text":7028},{"id":7034,"depth":50,"text":7035},[154],{"content_references":7051,"triage":7072},[7052,7056,7059,7063,7066,7069],{"type":7053,"title":7054,"url":7055,"context":66},"dataset","SWE-bench Verified","https:\u002F\u002Fwww.swebench.com\u002F",{"type":63,"title":7057,"url":7058,"context":66},"o3 launch post","https:\u002F\u002Fopenai.com\u002Findex\u002Fintroducing-o3-and-o4-mini\u002F",{"type":7060,"title":7061,"url":7062,"context":66},"report","o3-and-o4-mini-system-card.pdf","https:\u002F\u002Fcdn.openai.com\u002Fpdf\u002F2221c875-02dc-4789-800b-e7758f3722c1\u002Fo3-and-o4-mini-system-card.pdf",{"type":7060,"title":7064,"url":7065,"context":66},"2.5 Pro model card","https:\u002F\u002Fstorage.googleapis.com\u002Fmodel-cards\u002Fdocuments\u002Fgemini-2.5-pro.pdf",{"type":63,"title":7067,"url":7068,"context":66},"Sonnet 3.7 launch post","https:\u002F\u002Fwww.anthropic.com\u002Fnews\u002Fclaude-3-7-sonnet",{"type":63,"title":7070,"url":7071,"context":66},"Claude 4 launch post","https:\u002F\u002Fwww.anthropic.com\u002Fnews\u002Fclaude-4",{"relevance":82,"novelty":83,"quality":82,"actionability":83,"composite":7073,"reasoning":7074},3.6,"Category: AI & LLMs. The article discusses the capabilities of Claude Opus 4.1 in coding tasks, which is relevant to AI engineering and software development. It provides specific performance metrics and use cases, such as its application in debugging large codebases, which addresses practical concerns for developers. However, while it offers insights into the model's performance, it lacks detailed actionable steps for implementation.","\u002Fsummaries\u002F68ffcf2c57450e50-claude-opus-4-1-reaches-74-5-on-swe-bench-for-supe-summary","2026-04-16 03:07:34",{"title":7010,"description":49},{"loc":7075},"68ffcf2c57450e50","https:\u002F\u002Fwww.anthropic.com\u002Fnews\u002Fclaude-opus-4-1","summaries\u002F68ffcf2c57450e50-claude-opus-4-1-reaches-74-5-on-swe-bench-for-supe-summary",[97,98,99],"Claude Opus 4.1 upgrades agentic tasks, coding, and reasoning to 74.5% on SWE-bench Verified, with gains in multi-file refactoring and precise debugging; available now at same pricing.",[],"MhwMncz4IS_mgOHa_l1HYHmRbXKI5_VPHszvHw54SpI",{"id":7087,"title":7088,"ai":7089,"body":7094,"categories":7130,"created_at":57,"date_modified":57,"description":49,"extension":58,"faq":57,"featured":59,"kicker_label":57,"meta":7131,"navigation":86,"path":7137,"published_at":57,"question":57,"scraped_at":7138,"seo":7139,"sitemap":7140,"source_id":7141,"source_name":7142,"source_type":93,"source_url":7143,"stem":7144,"tags":7145,"thumbnail_url":57,"tldr":7146,"tweet":57,"unknown_tags":7147,"__hash__":7148},"summaries\u002Fsummaries\u002F6ff41910e72e599f-5-llm-pitfalls-engineers-hit-building-agents-summary.md","5 LLM Pitfalls Engineers Hit Building Agents",{"provider":7,"model":8,"input_tokens":7090,"output_tokens":7091,"processing_time_ms":7092,"cost_usd":7093},9923,1337,7742,0.00263045,{"type":14,"value":7095,"toc":7124},[7096,7100,7103,7107,7110,7114,7117,7121],[17,7097,7099],{"id":7098},"budget-context-windows-like-ram-to-avoid-gradual-degradation","Budget Context Windows Like RAM to Avoid Gradual Degradation",[22,7101,7102],{},"Context windows are bounded buffers holding system prompts, conversation history, tool outputs, prior responses, and retrieval chunks—not just documents. Exceeding them truncates silently without errors, making agents lose access to key info. A coding agent reading three medium files plus tool responses burns 30-50K tokens before real work, even on 200K models. Design agents to fetch on-demand rather than stuffing everything in: prioritize what the model needs now. This scales demos to production; ignoring it causes toy-task success but real-work failure.",[17,7104,7106],{"id":7105},"tokenize-workloads-precisely-for-cost-and-limits","Tokenize Workloads Precisely for Cost and Limits",[22,7108,7109],{},"Tokens are sub-word fragments from the model's tokenizer, not words\u002Fcharacters. Code eats tokens fast—brackets, underscores, indentation, identifiers push a 200-line Python file to ~3K tokens, not 2K. Non-English (Japanese, Arabic, Hindi) uses 2-4x more tokens than English for same meaning, breaking English-based estimates. JSON\u002FXML schemas add overhead vs. prose. Always run representative samples through the exact tokenizer pre-launch: word-count guesses underestimate costs severely.",[17,7111,7113],{"id":7112},"tune-temperature-for-reproducibility-ground-hallucinations-systematically","Tune Temperature for Reproducibility, Ground Hallucinations Systematically",[22,7115,7116],{},"Temperature controls low-probability token sampling, trading reproducibility for variety—use 0 for tool-calling, extraction, classification, spec'd code gen where correctness trumps creativity. Higher suits diverse generation (variants, brainstorming) but invites irreproducible bugs. Even temperature=0 isn't fully deterministic due to API routing\u002Fbatching; true control needs seeded inference. View hallucinations as pattern continuation from training data, not recall errors: counter with retrieval grounding, output schemas\u002Ffunction calls, and post-generation validation (critical for actions). In coding agents, models invent APIs confidently—prompting\u002Ffeedback loops fail; validate rigorously.",[17,7118,7120],{"id":7119},"engineer-rag-retrieval-not-just-the-llm","Engineer RAG Retrieval, Not Just the LLM",[22,7122,7123],{},"RAG indexes data, retrieves chunks at query time for context. The LLM is easy; retrieval decides success—tune chunking, embeddings, hybrid search, reranking, query rewriting. Diagnose with recall@10 on held-out eval sets: poor retrieval, not the model, causes most failures. Teams blame LLMs without measuring this.",{"title":49,"searchDepth":50,"depth":50,"links":7125},[7126,7127,7128,7129],{"id":7098,"depth":50,"text":7099},{"id":7105,"depth":50,"text":7106},{"id":7112,"depth":50,"text":7113},{"id":7119,"depth":50,"text":7120},[],{"content_references":7132,"triage":7133},[],{"relevance":7134,"novelty":82,"quality":82,"actionability":82,"composite":7135,"reasoning":7136},5,4.35,"Category: AI & LLMs. The article directly addresses common pitfalls engineers face when building AI agents, providing practical insights on managing context windows and tokenization, which are critical for production-ready AI features. It offers actionable advice on tuning parameters and validating outputs, making it highly relevant for developers looking to implement LLMs effectively.","\u002Fsummaries\u002F6ff41910e72e599f-5-llm-pitfalls-engineers-hit-building-agents-summary","2026-04-19 01:22:12",{"title":7088,"description":49},{"loc":7137},"6ff41910e72e599f","Generative AI","https:\u002F\u002Fgenerativeai.pub\u002Ffive-llm-concepts-i-keep-explaining-to-engineers-shipping-their-first-agents-87c502f3c378?source=rss----440100e76000---4","summaries\u002F6ff41910e72e599f-5-llm-pitfalls-engineers-hit-building-agents-summary",[97,98,99],"Context windows act like RAM—budget system prompts, history, tools, and retrieval tightly or agents degrade silently. Tokenize code\u002Fnon-English workloads early; set temperature=0 for reproducibility; ground hallucinations with RAG\u002Fschemas\u002Fvalidation; measure RAG recall@10.",[],"VfRNIenBuwdRZlBDaBdU7mmrUrZCRezKKYwx6VA-caQ",{"id":7150,"title":7151,"ai":7152,"body":7158,"categories":7247,"created_at":57,"date_modified":57,"description":49,"extension":58,"faq":57,"featured":59,"kicker_label":57,"meta":7248,"navigation":86,"path":7269,"published_at":7270,"question":57,"scraped_at":7271,"seo":7272,"sitemap":7273,"source_id":7274,"source_name":7275,"source_type":7276,"source_url":7277,"stem":7278,"tags":7279,"thumbnail_url":7281,"tldr":7282,"tweet":7283,"unknown_tags":7284,"__hash__":7285},"summaries\u002Fsummaries\u002Fe9686d9647096909-7-modular-design-patterns-for-ai-coding-agents-summary.md","7 Modular Design Patterns for AI Coding Agents",{"provider":7,"model":7153,"input_tokens":7154,"output_tokens":7155,"processing_time_ms":7156,"cost_usd":7157},"google\u002Fgemini-3.1-flash-lite",6249,761,3321,0.00270375,{"type":14,"value":7159,"toc":7239},[7160,7164,7171,7175,7180,7197,7201,7221,7225],[17,7161,7163],{"id":7162},"the-modular-skills-approach","The Modular 'Skills' Approach",[22,7165,7166,7167,7170],{},"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 (",[7040,7168,7169],{},".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.",[17,7172,7174],{"id":7173},"the-7-agent-skill-patterns","The 7 Agent Skill Patterns",[7176,7177,7179],"h3",{"id":7178},"_1-knowledge-tooling","1. Knowledge & Tooling",[7181,7182,7183,7191],"ul",{},[7184,7185,7186,7190],"li",{},[7187,7188,7189],"strong",{},"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.",[7184,7192,7193,7196],{},[7187,7194,7195],{},"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.",[7176,7198,7200],{"id":7199},"_2-workflow-control","2. Workflow & Control",[7181,7202,7203,7209,7215],{},[7184,7204,7205,7208],{},[7187,7206,7207],{},"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.",[7184,7210,7211,7214],{},[7187,7212,7213],{},"Generators:"," Harnesses AI creativity to produce output in strictly defined formats, such as Architecture Decision Records (ADRs) or specific documentation templates.",[7184,7216,7217,7220],{},[7187,7218,7219],{},"Reviewers:"," Acts as an automated gatekeeper that grades code against checklists for security, code smells, and best practices before shipping.",[7176,7222,7224],{"id":7223},"_3-orchestration-management","3. Orchestration & Management",[7181,7226,7227,7233],{},[7184,7228,7229,7232],{},[7187,7230,7231],{},"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.",[7184,7234,7235,7238],{},[7187,7236,7237],{},"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":49,"searchDepth":50,"depth":50,"links":7240},[7241,7242],{"id":7162,"depth":50,"text":7163},{"id":7173,"depth":50,"text":7174,"children":7243},[7244,7245,7246],{"id":7178,"depth":83,"text":7179},{"id":7199,"depth":83,"text":7200},{"id":7223,"depth":83,"text":7224},[56],{"content_references":7249,"triage":7266},[7250,7254,7257,7260,7263],{"type":75,"title":7251,"url":7252,"context":7253},"Agent Skills GitHub Repository","https:\u002F\u002Fg.dev\u002Fcloud\u002Fgithub-agent-skills","recommended",{"type":75,"title":7255,"url":7256,"context":7253},"Antigravity Skills Setup Guide","https:\u002F\u002Fg.dev\u002Fcloud\u002Fantigravity-skills",{"type":75,"title":7258,"url":7259,"context":7253},"Google Skills Repository","https:\u002F\u002Fg.dev\u002Fcloud\u002Fgithub-skills",{"type":63,"title":7261,"url":7262,"context":7253},"Antigravity Skills Codelab","https:\u002F\u002Fg.dev\u002Fcloud\u002Fantigravity-skills-codelab",{"type":7060,"title":7264,"url":7265,"context":7253},"Whitepaper about evaluating skills","https:\u002F\u002Fg.dev\u002Fcloud\u002Fwhitepaper-agent-skills",{"relevance":7134,"novelty":82,"quality":82,"actionability":7134,"composite":7267,"reasoning":7268},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":7151,"description":49},{"loc":7269},"e9686d9647096909","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=Z9WbG3m7Da4","summaries\u002Fe9686d9647096909-7-modular-design-patterns-for-ai-coding-agents-summary",[97,98,7280,99],"automation","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":7287,"title":7288,"ai":7289,"body":7294,"categories":7386,"created_at":57,"date_modified":57,"description":49,"extension":58,"faq":57,"featured":59,"kicker_label":57,"meta":7387,"navigation":86,"path":7408,"published_at":7409,"question":57,"scraped_at":7410,"seo":7411,"sitemap":7412,"source_id":7413,"source_name":7414,"source_type":93,"source_url":7415,"stem":7416,"tags":7417,"thumbnail_url":57,"tldr":7419,"tweet":57,"unknown_tags":7420,"__hash__":7421},"summaries\u002Fsummaries\u002F5c896047cb8def1d-audit-your-coding-agent-configuration-summary.md","Audit Your Coding Agent Configuration",{"provider":7,"model":7153,"input_tokens":7290,"output_tokens":7291,"processing_time_ms":7292,"cost_usd":7293},8392,905,4363,0.0034555,{"type":14,"value":7295,"toc":7381},[7296,7300,7311,7315,7318,7332,7336,7339],[17,7297,7299],{"id":7298},"the-problem-of-configuration-bloat","The Problem of Configuration Bloat",[22,7301,7302,7303,7306,7307,7310],{},"Coding agents often suffer from performance degradation due to bloated configuration files (e.g., ",[7040,7304,7305],{},"CLAUDE.md",", ",[7040,7308,7309],{},"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.",[17,7312,7314],{"id":7313},"rethinking-skills-and-context","Rethinking Skills and Context",[22,7316,7317],{},"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.",[7181,7319,7320,7326],{},[7184,7321,7322,7325],{},[7187,7323,7324],{},"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.",[7184,7327,7328,7331],{},[7187,7329,7330],{},"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.",[17,7333,7335],{"id":7334},"practical-audit-strategy","Practical Audit Strategy",[22,7337,7338],{},"To maintain agent performance, adopt a regular cadence (every 2–4 weeks) for auditing your environment:",[7340,7341,7342,7355,7365,7371],"ol",{},[7184,7343,7344,7347,7348,7351,7352,7354],{},[7187,7345,7346],{},"Run Diagnostic Tools:"," Use built-in commands like ",[7040,7349,7350],{},"\u002Fdoctor"," (in Claude Code) to identify unused skills, plugins, and configuration cruft. Note that ",[7040,7353,7350],{}," inside a session is for configuration, while shell-level commands may only check installation status.",[7184,7356,7357,7360,7361,7364],{},[7187,7358,7359],{},"Review Memory:"," Use ",[7040,7362,7363],{},"\u002Fmemory"," separately from your configuration files, as auto-memory can retain stale preferences even after project files have been cleaned.",[7184,7366,7367,7370],{},[7187,7368,7369],{},"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.",[7184,7372,7373,7376,7377,7380],{},[7187,7374,7375],{},"Prioritize Quality:"," When evaluating skills, focus on those with clear descriptions, triggers, and concrete examples. Use community tools to audit the quality of ",[7040,7378,7379],{},"SKILL.md"," files rather than simply accumulating more of them.",{"title":49,"searchDepth":50,"depth":50,"links":7382},[7383,7384,7385],{"id":7298,"depth":50,"text":7299},{"id":7313,"depth":50,"text":7314},{"id":7334,"depth":50,"text":7335},[56],{"group":7388,"content_references":7389,"triage":7406},"addy-osmani",[7390,7394,7398,7402],{"type":75,"title":7391,"author":7392,"url":7393,"context":78},"Agent Skills","Addy Osmani","https:\u002F\u002Fgithub.com\u002Faddyosmani\u002Fagent-skills",{"type":75,"title":7395,"author":7396,"url":7397,"context":78},"Impeccable","Paul Bakaus","https:\u002F\u002Fimpeccable.style\u002F",{"type":68,"title":7399,"publisher":7400,"url":7401,"context":66},"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",{"type":63,"title":7403,"publisher":7404,"url":7405,"context":7253},"Agent Loop Decoded","Oracle","https:\u002F\u002Ffandf.co\u002F4q1byDX",{"relevance":7134,"novelty":82,"quality":82,"actionability":82,"composite":7135,"reasoning":7407},"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":7288,"description":49},{"loc":7408},"5c896047cb8def1d","Elevate (Addy Osmani Substack)","https:\u002F\u002Faddyo.substack.com\u002Fp\u002Faudit-your-agent-files","summaries\u002F5c896047cb8def1d-audit-your-coding-agent-configuration-summary",[7418,97,98,99],"ai-tools","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"]