[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-be5ba072164cae89-harness-engineering-agents-code-humans-steer-summary":3,"summaries-facets-categories":157,"summary-related-be5ba072164cae89-harness-engineering-agents-code-humans-steer-summary":7061},{"id":4,"title":5,"ai":6,"body":13,"categories":118,"created_at":120,"date_modified":120,"description":111,"extension":121,"faq":120,"featured":122,"kicker_label":120,"meta":123,"navigation":138,"path":139,"published_at":140,"question":120,"scraped_at":141,"seo":142,"sitemap":143,"source_id":144,"source_name":145,"source_type":146,"source_url":147,"stem":148,"tags":149,"thumbnail_url":120,"tldr":154,"tweet":120,"unknown_tags":155,"__hash__":156},"summaries\u002Fsummaries\u002Fbe5ba072164cae89-harness-engineering-agents-code-humans-steer-summary.md","Harness Engineering: Agents Code, Humans Steer",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8738,2273,20706,0.00259325,{"type":14,"value":15,"toc":110},"minimark",[16,21,25,28,31,34,38,41,44,47,50,54,57,60,63,66,69,72,76],[17,18,20],"h2",{"id":19},"code-abundance-frees-engineers-for-steering","Code Abundance Frees Engineers for Steering",[22,23,24],"p",{},"Ryan Lopopolo, a Member of Technical Staff at OpenAI, has spent nine months building software solely through AI agents, banning his team from directly editing code. The core shift: \"Code is free.\" Models like GPT-5.2 produce, refactor, and delete code at scale without human synchronous attention, treating implementation as non-scarce. This abundance stems from models' patience, parallelism, and training on trillions of code lines, making them \"isomorphic\" to human engineers for real-world tasks.",[22,26,27],{},"Pre-agent era constraints—no longer apply. P3-priority tasks (formerly deprioritized) now run 4x in parallel; agents select the winner. Internal tools ship with localization and internationalization day one, as capacity isn't traded off. Lopopolo's team built productivity agents for coworkers across OpenAI offices in London, Dublin, Paris, Brussels, Zurich, and Munich.",[22,29,30],{},"Scarce resources redefine roles: human time\u002Fattention, model context windows. Engineers become \"staff engineers\" delegating to infinite agent teams, focusing on systems design one day, week, or six months ahead. \"Every one of you is a staff engineer. You have as many team members as you can possibly drive concurrently.\"",[22,32,33],{},"Tradeoffs: Initial velocity hits from refining agent outputs, but long-term leverage from durable fixes. Humans unblock agents over long horizons, not micromanage.",[17,35,37],{"id":36},"legible-codebases-via-documentation-and-standardization","Legible Codebases via Documentation and Standardization",[22,39,40],{},"Agents need humans to externalize \"what good looks like.\" Years of experience yield 500 micro-decisions per patch (e.g., non-functional requirements like timeouts, retries). Models know all variants from training data; humans specify via \"breadcrumbs\": ADRs, persona docs, ticket histories, code reviews.",[22,42,43],{},"Make codebases \"native to agents\": respect context scarcity with sameness. Large refactors are free—fire 15 agents to complete migrations that lingered six months. Tests enforce source-code properties: files ≤350 lines for context efficiency; lints ensure retries\u002Ftimeouts on network calls (e.g., fetch wrappers).",[22,45,46],{},"Diverse team expertise amplifies: frontend architects document component patterns; backend experts outline scalability; product minds define QA plans covering user journeys, required PR media (screenshots, videos). One engineer's QA doc becomes every agent's guardrail, eliminating low-signal reviews.",[22,48,49],{},"\"The important thing is not the code but the prompt and the guardrails that got you there.\" Review agents scan patches for security\u002Freliability, injecting comments PRs must address pre-merge.",[17,51,53],{"id":52},"prompt-injection-and-skills-for-reliable-execution","Prompt Injection and Skills for Reliable Execution",[22,55,56],{},"Harness engineering operationalizes agent success through just-in-time prompts, minimizing overengineering per the \"bitter lesson\" (model capability obsoletes complexity). Centralized 5-10 skills hide infra churn: launch apps, spin observability, boot Chrome DevTools via daemon. Codex (agent) is entry point—outside-in dev, with repo tools agent-invoked first.",[22,58,59],{},"Guardrails embed prompts everywhere: ESLint rules (custom per workspace), wholesome tests (package privacy, dep edges, Zod dedup), error messages with remediation (\"Parse, don't validate at edge; derive type from Zod\"—no unknowns).",[22,61,62],{},"Reviewer agents, sub-agents, auto-compaction (GPT-5.4 excels) refresh context. Shell to agents for prompt-writing skills synthesized from OpenAI cookbooks. CI runs security checks: \"Are there timeouts\u002Fretries? Secure interfaces?\"",[22,64,65],{},"Workflow: Linear tickets → agent + skills. No human editors; beach\u002Fmargarita\u002FLinear setup shown. Agents prototype UIs, then lints enforce decomposition for snapshot tests. Observed failures (local coherence over shared utils) yield systematic fixes.",[22,67,68],{},"Q&A reveals minimalism: Avoid thousands of skills; deepen few. Harness = timely instruction surfacing. Agent hid daemon switch for weeks via docs—humans delegate fully.",[22,70,71],{},"\"Do not produce slop. Don't accept slop. You won't get slop in your codebase.\"",[17,73,75],{"id":74},"key-takeaways","Key Takeaways",[77,78,79,83,86,89,92,95,98,101,104,107],"ul",{},[80,81,82],"li",{},"Treat code as free: Parallelize P3s, refactor at scale, delete freely—focus humans on unblocking agents.",[80,84,85],{},"Externalize expertise: Document personas\u002FADRs\u002FQA for every agent trajectory; one doc accrues team-wide leverage.",[80,87,88],{},"Embed guardrails durably: Custom lints\u002Ftests on source code (file size, retries, deps); reviewer agents in CI.",[80,90,91],{},"Centralize 5-10 skills: Hide infra\u002Ftools; agent-first entry (e.g., Codex launches dev stack).",[80,93,94],{},"Just-in-time prompts: Auto-compaction + error remediation; synthesize skills from cookbooks.",[80,96,97],{},"Minimize harness overengineering: Surface requirements context-efficiently; models follow instructions.",[80,99,100],{},"Measure by agent autonomy: Trust via QA plans\u002Fmedia; shoulder-surf less, delegate more.",[80,102,103],{},"Fix failure classes systematically: Observe agent\u002Fhuman errors, devise lints\u002Ftests, migrate codebase once.",[80,105,106],{},"Workflow: Tickets → agents; no laptops—Linear + voice\u002Ftools.",[80,108,109],{},"Scale internal tools globally: i18n\u002Fl10n free with abundance.",{"title":111,"searchDepth":112,"depth":112,"links":113},"",2,[114,115,116,117],{"id":19,"depth":112,"text":20},{"id":36,"depth":112,"text":37},{"id":52,"depth":112,"text":53},{"id":74,"depth":112,"text":75},[119],"AI & LLMs",null,"md",false,{"content_references":124,"triage":133},[125,130],{"type":126,"title":127,"url":128,"context":129},"other","Harness Engineering","https:\u002F\u002Fopenai.com\u002Findex\u002Fharness-engineering\u002F","mentioned",{"type":131,"title":127,"url":132,"context":129},"podcast","https:\u002F\u002Flatent.space\u002Fp\u002Fharness-eng",{"relevance":134,"novelty":135,"quality":135,"actionability":135,"composite":136,"reasoning":137},5,4,4.35,"Category: AI & LLMs. The article discusses the innovative use of AI agents in software engineering, addressing the audience's pain point of integrating AI into their workflows. It provides actionable insights on how to leverage AI agents for productivity and code management, making it highly relevant for product builders.",true,"\u002Fsummaries\u002Fbe5ba072164cae89-harness-engineering-agents-code-humans-steer-summary","2026-04-17 00:29:28","2026-04-19 03:24:30",{"title":5,"description":111},{"loc":139},"80b5466d85781e03","AI Engineer","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=am_oeAoUhew","summaries\u002Fbe5ba072164cae89-harness-engineering-agents-code-humans-steer-summary",[150,151,152,153],"agents","prompt-engineering","software-engineering","dev-productivity","OpenAI engineer Ryan Lopopolo's team builds exclusively with AI agents by creating 'harnesses'—guardrails, skills, and prompts—that make codebases legible and execution reliable, freeing humans for systems 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Harness Engineering transforms them into a disciplined system by constraining behavior, standardizing processes, dividing labor, and enforcing verification. The author uses a minimal Go CLI for crypto snapshots (github.com\u002FRyoKusnadi\u002Fcrypto-snapshot-cli) to show implementation, starting from scratch. This isn't hype—it's a maturity model from Level 0 (experiments) to Level 4 (autonomous self-healing), where most teams hit Level 2: AI as a 'reliable junior partner' via feedback loops like tests and CI.",[22,7080,7081],{},"Key problem: Single prompts treat AI as 'smart autocomplete,' leading to chaos in production. Solution: A stacked framework ensuring stable, correct outputs across the dev lifecycle. Tradeoffs include upfront setup time but massive gains in predictability; rules are 'soft' (AI forgets), so scripts provide 'hard gates.' Early attempts with just rules failed due to AI's 'lazy bypass'; adding scripts fixed it.",[7083,7084,7085],"blockquote",{},[22,7086,7087],{},"'How to make AI consistently, reliably, and predictably deliver the exact results you want within your project.' (Author defines the core problem Harness solves, emphasizing verifiability over intelligence.)",[17,7089,7091],{"id":7090},"core-components-form-a-stacked-system","Core Components Form a Stacked System",[7093,7094,7096],"h3",{"id":7095},"rules-as-soft-constraints-and-team-policies","Rules as Soft Constraints and Team Policies",[22,7098,7099],{},"Rules are foundational 'engineering guidelines'—non-negotiable conventions like post-modification checklists: compile, test, validate before claiming 'done.' They prevent basic mistakes but fail via forgetfulness, irrelevance claims, or laziness. Not specs or scripts; they're like onboarding a dev: 'what's allowed\u002Foff-limits.' In the Go project, rules enforce no 'I'm done' without checks.",[22,7101,7102],{},"Tradeoff: Rules set baselines cheaply but need enforcement; alone, they're inadequate for complex tasks.",[7093,7104,7106],{"id":7105},"skills-as-standardized-playbooks","Skills as Standardized Playbooks",[22,7108,7109,7110,7114],{},"Skills turn vague instructions (e.g., 'compile') into exact SOPs. For Go: ",[7111,7112,7113],"code",{},"go mod tidy",", build tags, CGO flags, linker metadata, structured logs, error\u002Fwarning distinction. AI executes playbooks, not improvises—crucial for repeatability. Author prioritized skills early: compilation, testing, validation.",[22,7116,7117],{},"Why? Improvisation guarantees breakage in real envs. Skills standardize high-frequency ops, bridging rules to execution.",[7083,7119,7120],{},[22,7121,7122],{},"'A Skill tells the AI: “Don’t improvise on this... Just follow these exact steps.”' (Explains why skills prevent derivation errors, using compilation as example.)",[7093,7124,7126],{"id":7125},"sub-agents-for-role-separation","Sub-Agents for Role Separation",[22,7128,7129],{},"Single agents self-review, biasing toward progress over quality. Sub-Agents divide labor: requirements specialist, architect, gatekeeper, developer, QA, PM. Each handles one phase, outputs structured docs for handoff. Maps to real teams; prevents context collapse and self-bias.",[22,7131,7132],{},"In practice: Isolation keeps focus; e.g., developer gets only design, not full history.",[7093,7134,7136],{"id":7135},"workflows-as-relay-race-protocols","Workflows as Relay Race Protocols",[22,7138,7139],{},"Workflows orchestrate agents via explicit rules: stage status, handoff outputs, rejection conditions, rollbacks. Three layers: human-readable (philosophy), system-enforced (gates), role-specific (inputs\u002Foutputs). Context discipline: gradual rule loading, minimal per stage to avoid overload.",[22,7141,7142],{},"Without: Vague scopes, flawed designs pushed forward, unclear status. With: Auditable advances\u002Frejects. Analogy: Relay rules > fast runners alone.",[7083,7144,7145],{},[22,7146,7147],{},"'Without a Workflow, the engineering floor typically devolves into this: Requirements are vague... Everyone is “working,” but nobody can answer: “What’s the actual status?”' (Highlights chaos without protocols, stressing verifiable state.)",[7093,7149,7151],{"id":7150},"scripts-as-hard-verification-gates","Scripts as Hard Verification Gates",[22,7153,7154],{},"Scripts are 'most important': Master Gatekeeper runs checks like no hardcodes\u002Fsecrets, structured logging (zap\u002Fslog), golangci-lint zero warnings, race tests, coverage baselines, no accidental commits of generated files. AI can't bluff; pass or fail objectively.",[22,7156,7157],{},"Shift: Mature harnesses rely more on scripts than prompts. In Go project: Verifies go.mod sync, build tags, os.Exit bans.",[7093,7159,7161],{"id":7160},"mcp-for-external-integration","MCP for External Integration",[22,7163,7164],{},"MCP (Model Context Protocol) bridges repo to ecosystems: CI triggers, logs, signing, artifacts, releases. Exposes as tools\u002Fresources under policy control. Nice-to-have now, essential for delivery loops.",[22,7166,7167],{},"Full stack: SPEC (goals), Rules, Skills, Sub-Agents, Workflow, Scripts, Dev-Map (structure awareness), Task Board (progress), MCP.",[7083,7169,7170],{},[22,7171,7172],{},"'Scripts are saying: “Your claim that you’re done means nothing. You don’t pass my checkpoint until the system proves it.”' (Emphasizes scripts' role in objective truth over AI claims.)",[17,7174,7176],{"id":7175},"implementation-order-and-lessons-from-go-cli","Implementation Order and Lessons from Go CLI",[22,7178,7179],{},"Start with SPEC: Defines crypto-snapshot-cli (minimal but with breakage-prone seams: deps, builds, tests). Not enterprise-only; ideal for solos\u002FMVPs.",[22,7181,7182],{},"Build order: Rules first (baseline), Skills (standardize), Sub-Agents\u002FWorkflow (scale complexity), Scripts (enforce), Dev-Map\u002FTask Board (context), MCP (extend).",[22,7184,7185],{},"Stumbles: Initial rules-only led to chaos; added scripts for gates. Single agent inadequate; sub-agents fixed bias. Workflow prevented devolution.",[22,7187,7188],{},"Results: AI as junior partner—trust via system, not eyes. Evolvable: Level 1 (solo\u002FMVP) to Level 2 (teams).",[22,7190,7191],{},"Dev-Map\u002FTask Board: Project structure\u002Fpatterns; history\u002Fprogress alignment.",[7083,7193,7194],{},[22,7195,7196],{},"'Harness Engineering is like building a complete “Engineering Operations System” for AI.' (Analogy capturing the assembled value: mission to awareness.)",[17,7198,7200],{"id":7199},"maturity-model-guides-progressive-adoption","Maturity Model Guides Progressive Adoption",[22,7202,7203],{},"Level 0: Throwaways.\nLevel 1: Constraints for MVPs.\nLevel 2: Feedback for production.\nLevel 3: Specialization for multi-service.\nLevel 4: Autonomy for platforms.",[22,7205,7206],{},"Sweet spot: Level 2. Progression fills gaps: e.g., rules insufficient → scripts.",[17,7208,75],{"id":74},[77,7210,7211,7214,7217,7220,7223,7226,7229,7232,7235,7238],{},[80,7212,7213],{},"Start with Rules and Skills for quick wins; they're cheap and prevent 80% of basic errors.",[80,7215,7216],{},"Implement a Master Gatekeeper Script early—list 10-15 project-specific checks like lint, coverage, no secrets.",[80,7218,7219],{},"Use Sub-Agents for any task > trivial: requirements → architect → dev → QA handoffs via structured docs.",[80,7221,7222],{},"Define Workflows with explicit stages, handoffs, and rollbacks; use context discipline to avoid overload.",[80,7224,7225],{},"Prioritize scripts over prompts long-term; they provide the 'proof' AI lacks.",[80,7227,7228],{},"For Go\u002FPython\u002FTS projects, standardize skills for build\u002Ftest\u002Fdeploy (e.g., go mod tidy, race tests).",[80,7230,7231],{},"Build Dev-Map: Repo tree + patterns to onboard AI fast.",[80,7233,7234],{},"Evolve to MCP only after core loop; governs external access.",[80,7236,7237],{},"Test on minimal project first: Expose seams like deps, logging, platforms.",[80,7239,7240],{},"Measure maturity: Can AI reliably deliver full artifacts (code + tests + validation) without babysitting?",{"title":111,"searchDepth":112,"depth":112,"links":7242},[7243,7244,7253,7254,7255],{"id":7074,"depth":112,"text":7075},{"id":7090,"depth":112,"text":7091,"children":7245},[7246,7248,7249,7250,7251,7252],{"id":7095,"depth":7247,"text":7096},3,{"id":7105,"depth":7247,"text":7106},{"id":7125,"depth":7247,"text":7126},{"id":7135,"depth":7247,"text":7136},{"id":7150,"depth":7247,"text":7151},{"id":7160,"depth":7247,"text":7161},{"id":7175,"depth":112,"text":7176},{"id":7199,"depth":112,"text":7200},{"id":74,"depth":112,"text":75},[],{"content_references":7258,"triage":7263},[7259],{"type":7260,"title":7261,"url":7262,"context":129},"tool","crypto-snapshot-cli","https:\u002F\u002Fgithub.com\u002FRyoKusnadi\u002Fcrypto-snapshot-cli",{"relevance":134,"novelty":135,"quality":135,"actionability":135,"composite":136,"reasoning":7264},"Category: AI Automation. The article provides a detailed framework for implementing Harness Engineering, addressing the audience's pain point of AI reliability in production. It offers a concrete example of a Go CLI project to illustrate the concepts, making it actionable for developers looking to integrate AI more reliably into their workflows.","\u002Fsummaries\u002F8ed05de2a3b6e639-harness-engineering-stack-rules-skills-agents-for-summary","2026-05-11 15:34:24","2026-05-13 12:00:46",{"title":7064,"description":111},{"loc":7265},"8ed05de2a3b6e639","Level Up Coding","https:\u002F\u002Flevelup.gitconnected.com\u002Fhow-to-implement-harness-engineering-fe70c558bb7f?source=rss----5517fd7b58a6---4","summaries\u002F8ed05de2a3b6e639-harness-engineering-stack-rules-skills-agents-for-summary",[150,151,152,153],"Harness Engineering builds reliable AI code generation by stacking Rules (guidelines), Skills (SOPs), Sub-Agents (roles), Workflows (handoffs), Scripts (gates), and MCP (external tools) into a verifiable system, demonstrated in a minimal Go CLI project.",[152,153],"Oc9dAQhI4Wv3FOqxf3K-KR-KmtfmP52z5raHHAIZThE",{"id":7279,"title":7280,"ai":7281,"body":7287,"categories":7366,"created_at":120,"date_modified":120,"description":111,"extension":121,"faq":120,"featured":122,"kicker_label":120,"meta":7367,"navigation":138,"path":7375,"published_at":7376,"question":120,"scraped_at":7377,"seo":7378,"sitemap":7379,"source_id":7380,"source_name":145,"source_type":7381,"source_url":7382,"stem":7383,"tags":7384,"thumbnail_url":7386,"tldr":7387,"tweet":7388,"unknown_tags":7389,"__hash__":7390},"summaries\u002Fsummaries\u002Fde71b4953b73bd54-optimizing-developer-workflows-for-ultra-fast-ai-i-summary.md","Optimizing Developer Workflows for Ultra-Fast AI Inference",{"provider":7,"model":7282,"input_tokens":7283,"output_tokens":7284,"processing_time_ms":7285,"cost_usd":7286},"google\u002Fgemini-3.1-flash-lite",7488,724,3558,0.002958,{"type":14,"value":7288,"toc":7361},[7289,7293,7296,7300,7303,7324,7328,7331,7358],[17,7290,7292],{"id":7291},"the-shift-to-high-velocity-development","The Shift to High-Velocity Development",[22,7294,7295],{},"Recent advancements in inference hardware—such as Cerebras's wafer-scale engines and disaggregated inference architectures—have pushed code generation speeds from 40-60 tokens per second to over 1,200. This 20x speed increase renders traditional 'slow' development habits, like waiting on massive agent swarms or one-shotting complex features, obsolete. Without a shift in methodology, developers risk generating technical debt at an unprecedented scale.",[17,7297,7299],{"id":7298},"the-new-playbook-validation-and-iteration","The New Playbook: Validation and Iteration",[22,7301,7302],{},"Fast inference transforms previously impractical tasks into standard operations. Developers should treat validation as a continuous, background process rather than a final step.",[77,7304,7305,7312,7318],{},[80,7306,7307,7311],{},[7308,7309,7310],"strong",{},"Continuous Validation:"," Integrate linting, test suites, and browser-based QA into every step of the agentic workflow. Because generation is nearly instant, there is no performance penalty for frequent verification.",[80,7313,7314,7317],{},[7308,7315,7316],{},"Cherry-Picking for Taste:"," Since models often lack human aesthetic judgment, use speed to your advantage. Instead of refining one prompt, spawn multiple sub-agents to generate dozens of variations (e.g., 75 versions of a UI component) and select the best one. This effectively induces 'taste' into the output without manual intervention.",[80,7319,7320,7323],{},[7308,7321,7322],{},"Real-Time Collaboration:"," Move away from the 'spawn and wait' model. Treat the AI as a pair programmer. Sit in the driver's seat, steer the agent with specific constraints (e.g., \"don't touch types,\" \"max diff size\"), and maintain active oversight to prevent the model from drifting into low-quality code.",[17,7325,7327],{"id":7326},"managing-context-and-persistence","Managing Context and Persistence",[22,7329,7330],{},"High-speed generation causes context windows to fill up in seconds rather than minutes, making robust context management critical. To prevent sessions from starting from scratch, implement a persistent four-file external memory system:",[7332,7333,7334,7340,7346,7352],"ol",{},[80,7335,7336,7339],{},[7308,7337,7338],{},"agents.md:"," Defines the roles and capabilities of sub-agents.",[80,7341,7342,7345],{},[7308,7343,7344],{},"plan.md:"," Contains the high-level roadmap and step-by-step checklist.",[80,7347,7348,7351],{},[7308,7349,7350],{},"progress.md:"," Tracks completed tasks and current state, allowing new sessions to resume seamlessly.",[80,7353,7354,7357],{},[7308,7355,7356],{},"verify.md:"," Stores the criteria and results for each step's validation.",[22,7359,7360],{},"By using larger, 'smarter' models (e.g., GPT-4 class) for planning and faster, specialized models (e.g., Codex Spark) for execution, developers can maintain high intelligence while benefiting from the speed of modern inference stacks.",{"title":111,"searchDepth":112,"depth":112,"links":7362},[7363,7364,7365],{"id":7291,"depth":112,"text":7292},{"id":7298,"depth":112,"text":7299},{"id":7326,"depth":112,"text":7327},[119],{"content_references":7368,"triage":7373},[7369],{"type":7260,"title":7370,"author":7371,"context":7372},"Codex Spark","Cerebras \u002F OpenAI","recommended",{"relevance":134,"novelty":135,"quality":135,"actionability":135,"composite":136,"reasoning":7374},"Category: AI & LLMs. The article provides a detailed exploration of optimizing developer workflows in the context of high-speed AI inference, addressing the audience's pain point of adapting to rapid advancements in AI tooling. It offers actionable strategies like continuous validation and real-time collaboration, which are directly applicable to developers looking to enhance their productivity.","\u002Fsummaries\u002Fde71b4953b73bd54-optimizing-developer-workflows-for-ultra-fast-ai-i-summary","2026-05-22 18:00:06","2026-05-22 19:00:15",{"title":7280,"description":111},{"loc":7375},"de71b4953b73bd54","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=TeGsFFNqRLA","summaries\u002Fde71b4953b73bd54-optimizing-developer-workflows-for-ultra-fast-ai-i-summary",[7385,150,153,152],"llm","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FTeGsFFNqRLA\u002Fhqdefault.jpg","As AI code generation speeds hit 1,200 tokens\u002Fsec, developers must abandon 'slow' habits like one-shot prompting and massive agent swarms in favor of continuous validation, iterative cherry-picking, and structured external memory systems.","This talk argues that as AI code generation speeds increase—specifically citing the 1,200 tokens\u002Fsecond performance of [Codex Spark](https:\u002F\u002Fcerebras.ai\u002Fblog\u002Fintroducing-codex-spark)—developers must shift from \"one-shot\" prompting to a workflow that prioritizes continuous validation and agentic orchestration. The speaker outlines a playbook for managing this speed, including using slower, smarter models for planning while delegating execution to faster models, and automating linting and testing at every step.",[153,152],"MshRhhCpWT2dACrIWdfyXLDYL4PnqyA7aKpY1ZBTP74",{"id":7392,"title":7393,"ai":7394,"body":7399,"categories":7494,"created_at":120,"date_modified":120,"description":111,"extension":121,"faq":120,"featured":122,"kicker_label":120,"meta":7495,"navigation":138,"path":7536,"published_at":7537,"question":120,"scraped_at":7538,"seo":7539,"sitemap":7540,"source_id":7541,"source_name":7542,"source_type":146,"source_url":7543,"stem":7544,"tags":7545,"thumbnail_url":120,"tldr":7547,"tweet":120,"unknown_tags":7548,"__hash__":7549},"summaries\u002Fsummaries\u002F3fb40c95df5de396-2026-ai-coding-agents-ranked-by-key-benchmarks-summary.md","2026 AI Coding Agents Ranked by Key Benchmarks",{"provider":7,"model":8,"input_tokens":7395,"output_tokens":7396,"processing_time_ms":7397,"cost_usd":7398},9217,2890,55307,0.0032659,{"type":14,"value":7400,"toc":7487},[7401,7405,7408,7411,7415,7418,7421,7424,7428,7431,7434,7437,7440,7443,7446,7450,7453,7456,7458],[17,7402,7404],{"id":7403},"benchmark-reliability-has-fracturedprioritize-pro-over-verified","Benchmark Reliability Has Fractured—Prioritize Pro Over Verified",[22,7406,7407],{},"SWE-bench Verified, once the gold standard for end-to-end GitHub issue resolution, is now disputed due to 59.4% flawed test cases and training data contamination across top models like GPT-5.2, Claude Opus 4.5, and Gemini 3 Flash. OpenAI stopped reporting it in February 2026, shifting to SWE-bench Pro (1,865 tasks from public, held-out, and proprietary sets), where scores vary wildly by scaffold: original Scale AI tests hit sub-25%, but optimized runs now exceed 60% (Claude Opus 4.7 at 64.3%, GPT-5.5 at 58.6%). Terminal-Bench 2.0 better captures terminal\u002FDevOps workflows, with GPT-5.5 at 82.7% vs Claude's 69.4%, but harness differences create 7-point gaps for the same model. Agent scaffolds amplify model gaps by up to 17 points on 731 tasks, so scores reflect full stack, not model alone.",[22,7409,7410],{},"\"Improvements on SWE-bench Verified no longer reflect meaningful improvements in models’ real-world software development abilities.\" — OpenAI Frontier Evals team, explaining their benchmark abandonment; this forces reliance on Pro and Terminal-Bench for production signals.",[17,7412,7414],{"id":7413},"claude-code-and-codex-dominate-quality-vs-execution","Claude Code and Codex Dominate Quality vs Execution",[22,7416,7417],{},"Anthropic's Claude Code (#1) leverages Opus 4.7 (April 2026 release) for 87.6% SWE-bench Verified (up 7 points from 80.8% on 4.6), 64.3% Pro (11-point gain), and self-verification (auto-writes\u002Fruns tests) plus multi-agent coordination for parallel review\u002Fdocumentation. 1M token context handles large repos, but needs indexing for monorepos. Pricing splits CLI\u002FIDE subs ($20–$200\u002Fmo) from API ($5\u002F$25M tokens). Rakuten saw 3x task resolution; CodeRabbit 10%+ PR recall. Tradeoff: Trails GPT-5.5 on terminal tasks.",[22,7419,7420],{},"OpenAI Codex (#2, GPT-5.5 April 2026) flips to 82.7% Terminal-Bench leadership for shell\u002FDevOps, 58.6% Pro Public, ~88.7% Verified (third-party). CLI runs locally (GitHub: openai\u002Fcodex), web\u002FIDE cloud-sandboxed. 85% OpenAI staff use weekly. API $5\u002F$30M tokens (2x prior). Best for fire-and-forget automation, but lags Claude on multi-file quality.",[22,7422,7423],{},"\"Complex command-line workflows requiring planning, iteration, and tool coordination.\" — OpenAI on why Terminal-Bench fits Codex; highlights execution over pure coding.",[17,7425,7427],{"id":7426},"ide-native-and-free-options-scale-adoption","IDE-Native and Free Options Scale Adoption",[22,7429,7430],{},"Cursor (#3, $2B ARR Feb 2026) hits ~51.7% Verified default but scales with backends (Opus 4.7 boosts CursorBench to 70%). VS Code fork with Plan\u002FAct mode, per-task models, Pro+ background agents ($60\u002Fmo). 30% faster than Copilot, but editor lock-in limits JetBrains\u002FNeovim users.",[22,7432,7433],{},"Google's Gemini CLI (#4, open-source npm) delivers 80.6% Verified \u002F 68.5% Terminal-Bench via Gemini 3.1 Pro (Feb 2026, free tier\u002FGoogle One Premium). Strong reasoning (94.3% GPQA), GCP integration. Removes paywall for solos\u002Fopen-source.",[22,7435,7436],{},"GitHub Copilot (#5, 4.7M subs) at ~56% Verified Agent Mode, multi-model (Claude\u002FGPT backends Feb 2026), shifting to AI Credits billing June 2026 ($10–$39\u002Fmo + credits). Enterprise king for compliance\u002FIDE breadth (VS Code to Xcode).",[22,7438,7439],{},"Devin 2.0 (#6) excels scoped tasks (upgrades\u002Fmigrations) in sandboxed cloud IDE with planning\u002FWiki, but falters on ambiguity (community tests: more failures than successes on varied tasks). Free–$200\u002Fmo tiers.",[22,7441,7442],{},"Claude Mythos Preview (93.9% Verified) leads but restricted to partners via Project Glasswing—no broad access due to cyber concerns.",[22,7444,7445],{},"\"The model writes tests, runs them, and fixes failures before surfacing results.\" — Anthropic on Opus 4.7 self-verification; core to its quality edge on complex tasks.",[17,7447,7449],{"id":7448},"tradeoffs-dictate-choice-workflow-cost-access","Tradeoffs Dictate Choice: Workflow, Cost, Access",[22,7451,7452],{},"No universal winner—Claude for engineering depth (large repos, refactoring), Codex for terminal speed, Cursor for IDE flow, Gemini for free frontier access, Copilot for enterprise scale. Costs range free (Gemini) to $200\u002Fmo (high tiers); adoption signals (Copilot 4.7M subs, Cursor $2B ARR) beat pure benchmarks. Scaffolds\u002Fmodels interplay means test in your repo. 85% developers use AI coding by 2026, but production hinges on matching agent to task archetype.",[22,7454,7455],{},"\"Agent scaffolding matters as much as the underlying model.\" — Article insight from 17-point gaps on same model; why vendor scores aren't apples-to-apples.",[17,7457,75],{"id":74},[77,7459,7460,7463,7466,7469,7472,7475,7478,7481,7484],{},[80,7461,7462],{},"Ditch SWE-bench Verified rankings without Pro\u002FTerminal-Bench context—contamination kills reliability.",[80,7464,7465],{},"Test Claude Code (Opus 4.7) first for multi-file fixes; expect 64.3% Pro, self-fixing tests.",[80,7467,7468],{},"Use Codex CLI (GPT-5.5) for DevOps\u002Fterminal: 82.7% Terminal-Bench, local run saves security headaches.",[80,7470,7471],{},"Cursor shines in VS Code ($20–60\u002Fmo) with 30% speed edge, model choice; switch editors if committed.",[80,7473,7474],{},"Free Gemini CLI (80.6% Verified) for solos; Copilot ($10\u002Fmo entry) for enterprise compliance.",[80,7476,7477],{},"Devin 2.0 for scoped chores only—ambiguity tanks it; always review plans.",[80,7479,7480],{},"Factor scaffolds: 2–17 point swings mean your mileage varies by harness\u002Frepo.",[80,7482,7483],{},"Pricing shift: Copilot credits June 2026; API cheaper for custom agents (Claude $5\u002F$25M).",[80,7485,7486],{},"Internal wins: 3x Rakuten tasks (Claude), 85% OpenAI staff (Codex), $2B Cursor ARR.",{"title":111,"searchDepth":112,"depth":112,"links":7488},[7489,7490,7491,7492,7493],{"id":7403,"depth":112,"text":7404},{"id":7413,"depth":112,"text":7414},{"id":7426,"depth":112,"text":7427},{"id":7448,"depth":112,"text":7449},{"id":74,"depth":112,"text":75},[119],{"content_references":7496,"triage":7533},[7497,7502,7507,7510,7514,7517,7520,7523,7526,7529],{"type":126,"title":7498,"author":7499,"url":7500,"context":7501},"Why We No Longer Evaluate SWE-bench Verified","OpenAI Frontier Evals","https:\u002F\u002Fopenai.com\u002Findex\u002Fwhy-we-no-longer-evaluate-swe-bench-verified\u002F","cited",{"type":7503,"title":7504,"author":7505,"url":7506,"context":7501},"paper","SWE-bench Pro","Scale AI","https:\u002F\u002Farxiv.org\u002Fhtml\u002F2509.16941v1",{"type":126,"title":7508,"url":7509,"context":129},"SWE-bench Pro Public Leaderboard","https:\u002F\u002Flabs.scale.com\u002Fleaderboard\u002Fswe_bench_pro_public",{"type":126,"title":7511,"author":7512,"url":7513,"context":7501},"Introducing GPT-5.5","OpenAI","https:\u002F\u002Fopenai.com\u002Findex\u002Fintroducing-gpt-5-5\u002F",{"type":7260,"title":7515,"url":7516,"context":129},"Claude Code","https:\u002F\u002Fwww.anthropic.com\u002Fproduct\u002Fclaude-code",{"type":7260,"title":7518,"url":7519,"context":129},"Codex CLI","https:\u002F\u002Fgithub.com\u002Fopenai\u002Fcodex",{"type":7260,"title":7521,"url":7522,"context":129},"Cursor","https:\u002F\u002Fcursor.com\u002F",{"type":7260,"title":7524,"url":7525,"context":129},"Gemini CLI","https:\u002F\u002Fgeminicli.com\u002F",{"type":7260,"title":7527,"url":7528,"context":129},"GitHub Copilot","https:\u002F\u002Fgithub.com\u002Ffeatures\u002Fcopilot",{"type":126,"title":7530,"author":7531,"url":7532,"context":129},"Devin 2.0 Blog","Cognition AI","https:\u002F\u002Fcognition.ai\u002Fblog\u002Fdevin-2",{"relevance":134,"novelty":135,"quality":135,"actionability":7247,"composite":7534,"reasoning":7535},4.15,"Category: AI & LLMs. The article provides a detailed ranking of AI coding agents based on key benchmarks, addressing the practical needs of developers looking to integrate AI tools into their workflows. It highlights specific performance metrics and trade-offs, which can help product builders make informed decisions about which AI agents to adopt.","\u002Fsummaries\u002F3fb40c95df5de396-2026-ai-coding-agents-ranked-by-key-benchmarks-summary","2026-05-15 08:23:01","2026-05-15 11:00:28",{"title":7393,"description":111},{"loc":7536},"3fb40c95df5de396","MarkTechPost","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F15\u002Fbest-ai-agents-for-software-development-ranked-a-benchmark-driven-look-at-the-current-field\u002F","summaries\u002F3fb40c95df5de396-2026-ai-coding-agents-ranked-by-key-benchmarks-summary",[150,7546,152,153],"ai-tools","Claude Code tops code quality at 87.6% SWE-bench Verified and 64.3% Pro, but GPT-5.5 leads Terminal-Bench at 82.7%; pick by workflow—terminal DevOps vs multi-file engineering—with caveats on benchmark contamination.",[152,153],"58zz4JlKgE8uYY5g9KjoswWsvbzsUt4SnnBOdejo51w",{"id":7551,"title":7552,"ai":7553,"body":7558,"categories":7862,"created_at":120,"date_modified":120,"description":111,"extension":121,"faq":120,"featured":122,"kicker_label":120,"meta":7863,"navigation":138,"path":7883,"published_at":7884,"question":120,"scraped_at":7885,"seo":7886,"sitemap":7887,"source_id":7888,"source_name":7889,"source_type":146,"source_url":7890,"stem":7891,"tags":7892,"thumbnail_url":120,"tldr":7893,"tweet":120,"unknown_tags":7894,"__hash__":7895},"summaries\u002Fsummaries\u002F8e760cba47215e0d-customize-vs-code-copilot-agents-for-repeatable-wo-summary.md","Customize VS Code Copilot Agents for Repeatable Workflows",{"provider":7,"model":8,"input_tokens":7554,"output_tokens":7555,"processing_time_ms":7556,"cost_usd":7557},8619,2616,40938,0.0030093,{"type":14,"value":7559,"toc":7855},[7560,7564,7571,7577,7583,7589,7593,7604,7610,7639,7645,7651,7656,7660,7667,7672,7689,7694,7708,7718,7728,7733,7737,7744,7749,7775,7785,7807,7813,7818,7820],[17,7561,7563],{"id":7562},"access-and-manage-all-customizations-from-one-ui","Access and Manage All Customizations from One UI",[22,7565,7566,7567,7570],{},"VS Code's new Customization UI centralizes management of AI behaviors for Copilot Chat, accessible via Command Palette (\"chat customizations\") or the gear icon in Chat view. This dashboard lists built-in and custom items like agents, skills, instructions, hooks, and prompts. Click any to view\u002Fedit details, generate new ones, or delete. Generate via UI buttons or Chat slash commands like ",[7111,7568,7569],{},"\u002Fcreate instructions","—Copilot drafts the file based on your description, scopes it to user\u002Fworkspace, and auto-applies to relevant files (e.g., HTML\u002FCSS for accessibility rules).",[22,7572,7573,7576],{},[7308,7574,7575],{},"Key principle",": Customizations persist across sessions, reducing repetition. Without them, every prompt requires re-explaining context, styles, or rules, leading to inconsistent results and trial-and-error. With them, define once (e.g., \"Apply SOLID principles to all refactors\") and Copilot enforces automatically, confirming application in responses.",[22,7578,7579,7582],{},[7308,7580,7581],{},"Common mistake",": Scattering files across folders—instead, use the UI for discovery. Test by reloading VS Code after creation. For teams, workspace-level instructions ensure consistent naming, formatting, and architecture, cutting review time.",[22,7584,7585,7588],{},[7308,7586,7587],{},"Quote",": \"Customization changes that. It lets you define behavior once, reuse it everywhere, and get consistent outputs.\"",[17,7590,7592],{"id":7591},"enforce-rules-and-styles-with-custom-instructions","Enforce Rules and Styles with Custom Instructions",[22,7594,7595,7596,7599,7600,7603],{},"Custom instructions are Markdown files acting as a \"rule book\" for Copilot, applied automatically to matching file types (defined in ",[7111,7597,7598],{},"apply_to"," metadata). Structure: metadata (description, glob patterns like ",[7111,7601,7602],{},"**\u002F*.js","), then bullet-point rules.",[22,7605,7606,7609],{},[7308,7607,7608],{},"Steps to create",":",[7332,7611,7612,7618,7633,7636],{},[80,7613,7614,7615,7617],{},"In Chat: ",[7111,7616,7569],{}," + description (e.g., \"Ensure UI meets WCAG standards, confirm in chat\").",[80,7619,7620,7621,7624,7625,7628,7629,7632],{},"Copilot generates ",[7111,7622,7623],{},".instructions.md"," (user: ",[7111,7626,7627],{},"~\u002F.vscode-customizations\u002F","; workspace: ",[7111,7630,7631],{},".vscode-customizations\u002F",").",[80,7634,7635],{},"Review\u002Fedit in UI: Add confirmation phrases like \"Confirmation: Applied WCAG standards.\"",[80,7637,7638],{},"Test: Ask Copilot to edit code (e.g., \"Refactor this script\" or \"Make UI 80s arcade style\")—it analyzes, applies rules, and confirms.",[22,7640,7641,7644],{},[7308,7642,7643],{},"Example before\u002Fafter",": Original calculator JS lacked SOLID separation; post-refactor: Single Responsibility (separate concerns), confirmed in chat. UI update auto-added ARIA labels, alt text for WCAG.",[22,7646,7647,7650],{},[7308,7648,7649],{},"Quality criteria",": Instructions must be specific (e.g., \"Use semantic HTML, keyboard nav\") not vague; include triggers (\"when generating\u002Frefactoring UI\") and confirmation for verification. Benefits scale to teams: Repo-wide consistency without manual reviews.",[22,7652,7653,7655],{},[7308,7654,7587],{},": \"Imagine every developer in the repo having Copilot follow the same coding conventions... This saves a lot of time.\"",[17,7657,7659],{"id":7658},"specialize-agents-with-skills-and-custom-agents","Specialize Agents with Skills and Custom Agents",[22,7661,7662,7663,7666],{},"Agent skills are folders (",[7111,7664,7665],{},"skill.md"," + resources\u002Fscripts) for domain-specific tasks, loadable across Copilot tools (VS Code, CLI). Custom agents build on skills, assigning personas (e.g., \"Security Reviewer\") with tools\u002Finstructions.",[22,7668,7669,7609],{},[7308,7670,7671],{},"Build a skill",[7332,7673,7674,7680,7686],{},[80,7675,7676,7679],{},[7111,7677,7678],{},"\u002Fcreate skill"," + task (e.g., \"Update README on feature add, confirm in chat\").",[80,7681,7682,7683,7685],{},"Copilot creates folder with ",[7111,7684,7665],{}," (description, related skills, rules like \"Extract feature from convo, append to README features section\").",[80,7687,7688],{},"Test: Add feature (e.g., \"Add dark\u002Flight jingle\")—skill auto-updates README.",[22,7690,7691,7609],{},[7308,7692,7693],{},"Build custom agent",[7332,7695,7696,7699,7705],{},[80,7697,7698],{},"Ask Copilot for prompt: \"Suggest custom agent for arcade calculator.\"",[80,7700,7701,7704],{},[7111,7702,7703],{},"\u002Fcreate agent"," + persona (e.g., \"Arcade App Builder: Knows retro aesthetics, sound effects, HTML\u002FJS\u002FCSS stack\").",[80,7706,7707],{},"Select from Chat dropdown (@agentname); it uses codebase knowledge for tasks like \"Build tip calculator.\"",[22,7709,7710,7713,7714,7717],{},[7308,7711,7712],{},"Example",": Security agent reviews JS for vulns (categorizes low\u002Fmedium\u002Fhigh); Arcade agent clones styles\u002Fsounds to new app. ",[7308,7715,7716],{},"Trade-off",": Domain-focused (great for projects) but overkill for one-offs.",[22,7719,7720,7723,7724,7727],{},[7308,7721,7722],{},"Mistake to avoid",": Not scoping (user vs. workspace)—use workspace for teams. ",[7308,7725,7726],{},"Quality",": Clear description, minimal tools, architecture awareness.",[22,7729,7730,7732],{},[7308,7731,7587],{},": \"Custom agents enable you to configure the AI to adopt different personas tailored to specific development roles and tasks.\"",[17,7734,7736],{"id":7735},"automate-repetitive-tasks-with-hooks-and-prompt-files","Automate Repetitive Tasks with Hooks and Prompt Files",[22,7738,7739,7740,7743],{},"Hooks run shell commands at agent lifecycle events (e.g., ",[7111,7741,7742],{},"post_tool_use","). Prompt files are reusable templates.",[22,7745,7746,7609],{},[7308,7747,7748],{},"Create hook",[7332,7750,7751,7754,7772],{},[80,7752,7753],{},"UI > Generate hook + spec (e.g., \"Run Prettier on post_tool_use\").",[80,7755,7756,7757,7760,7761,7764,7765,7768,7769,7632],{},"Edits ",[7111,7758,7759],{},".vscode-customizations\u002Fhooks\u002Fprettier.hook.json",": Define ",[7111,7762,7763],{},"events"," (array), ",[7111,7766,7767],{},"command"," (e.g., ",[7111,7770,7771],{},"npx prettier --write .",[80,7773,7774],{},"Reload VS Code; test: Edit README—hook auto-formats.",[22,7776,7777,7780,7781,7784],{},[7308,7778,7779],{},"Prompt files",": ",[7111,7782,7783],{},"\u002Fcreate prompt"," for templates (e.g., code review); reference in skills.",[22,7786,7787,7790,7791,7780,7794,7797,7798,7797,7801,7803,7804,7806],{},[7308,7788,7789],{},"Principle",": Automate validation (security, formatting) without manual invocation. ",[7308,7792,7793],{},"Events",[7111,7795,7796],{},"start_session",", ",[7111,7799,7800],{},"user_prompt_submit",[7111,7802,7742],{},". ",[7308,7805,7716],{},": Shell reliance—test commands; no timeout for long runs.",[22,7808,7809,7812],{},[7308,7810,7811],{},"Full workflow example",": Build app from scratch—use instructions for styles, agent for features, hook for formatting, skill for docs. Results: Arcade calculator with themes, sounds, WCAG, auto-README, formatted.",[22,7814,7815,7817],{},[7308,7816,7587],{},": \"Hooks enable you to execute custom shell commands at life cycle points during agent sessions... automate workflows, enforce security policies.\"",[17,7819,75],{"id":74},[77,7821,7822,7825,7831,7834,7840,7843,7846,7849,7852],{},[80,7823,7824],{},"Open Customization UI via gear or \"chat customizations\" to manage everything in one place.",[80,7826,7827,7828,7830],{},"Start with custom instructions for persistent rules: ",[7111,7829,7569],{}," + glob patterns + confirmations.",[80,7832,7833],{},"Use agent skills for tasks (e.g., README updates) and custom agents for personas—select via @dropdown.",[80,7835,7836,7837,7839],{},"Automate with hooks on lifecycle events like ",[7111,7838,7742],{}," for formatters; reload to activate.",[80,7841,7842],{},"Generate via Copilot slash commands to skip manual writing; always review\u002Fedit.",[80,7844,7845],{},"Scope user\u002Fworkspace for personal\u002Fteam use; test on real edits\u002Frefactors.",[80,7847,7848],{},"Check Awesome Copilot repo for community examples.",[80,7850,7851],{},"Avoid repetition: Customizations turn Copilot into a context-aware system.",[80,7853,7854],{},"For apps: Chain features—instructions for compliance, agents for domain logic, hooks for polish.",{"title":111,"searchDepth":112,"depth":112,"links":7856},[7857,7858,7859,7860,7861],{"id":7562,"depth":112,"text":7563},{"id":7591,"depth":112,"text":7592},{"id":7658,"depth":112,"text":7659},{"id":7735,"depth":112,"text":7736},{"id":74,"depth":112,"text":75},[119],{"content_references":7864,"triage":7880},[7865,7868,7871,7874,7877],{"type":126,"title":7866,"url":7867,"context":129},"VS Code Customization Overview","https:\u002F\u002Faka.ms\u002FVSCL-Cust-Overview",{"type":126,"title":7869,"url":7870,"context":7372},"Awesome Copilot","https:\u002F\u002Faka.ms\u002FAwesomeGC",{"type":126,"title":7872,"url":7873,"context":129},"VS Code Learn Playlist","https:\u002F\u002Faka.ms\u002Fvsc-learn",{"type":7260,"title":7875,"url":7876,"context":129},"Custom Instructions Docs","https:\u002F\u002Faka.ms\u002Fcustom-instructions",{"type":7260,"title":7878,"url":7879,"context":129},"Custom Agent Skills","https:\u002F\u002Faka.ms\u002Fcustom-agent-skills",{"relevance":134,"novelty":135,"quality":135,"actionability":134,"composite":7881,"reasoning":7882},4.55,"Category: AI & LLMs. The article provides a detailed guide on customizing VS Code Copilot agents, addressing practical applications for developers looking to streamline their workflows. It includes specific steps for creating custom instructions, making it immediately actionable for the audience.","\u002Fsummaries\u002F8e760cba47215e0d-customize-vs-code-copilot-agents-for-repeatable-wo-summary","2026-05-06 14:00:14","2026-05-06 16:10:56",{"title":7552,"description":111},{"loc":7883},"ab488a3c329a1bb7","Visual Studio Code","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=9PUt81AjfmA","summaries\u002F8e760cba47215e0d-customize-vs-code-copilot-agents-for-repeatable-wo-summary",[150,151,7546,153],"Use VS Code's Customization UI to build custom instructions, agent skills, agents, hooks, and prompt files—define behaviors once for consistent AI outputs across chats, teams, and projects without extensions.",[153],"W1zwbe6XmkDedssnAbVlY_GoLAd41WfXB9VHvOaL2LU"]