[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M78DEVKZKXWM0M8NJSQC0NZK":3,"skill-same:01M78DEVKZKXWM0M8NJSQC0NZK":47},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":16,"categories":17,"keywords":18,"publishedAt":19,"linkOnly":20,"markdownContent":21,"markdownBody":22,"frontMatter":23,"refName":26,"commitSha":27,"skillDirectory":28,"forksCount":14,"repositoryHtmlUrl":29,"repositoryHomepageUrl":30,"ownerHtmlUrl":31,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":32,"install":33,"resources":46},"01M78DEVKZKXWM0M8NJSQC0NZK","latency-critical-systems",null,"Use for latency-sensitive systems such as realtime dashboards, market data, streaming agents, execution gateways, queues, caches, or HFT-like infrastructure where freshness and p95 latency matter.","princepatel04477-web\u002Ftrivoxa-group","princepatel04477-web","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F227740714?v=4","01M788ZAJ2KECD5KXVP55PZXKS","Prince Patel","01M788ZAJTCN8YSD737MRSKC5Q",0,"MIT","https:\u002F\u002Fgithub.com\u002Fprincepatel04477-web\u002Ftrivoxa-group\u002Fblob\u002Fmaster\u002F.github\u002Fskills\u002Flatency-critical-systems\u002FSKILL.md",[],[],"2026-11-15 14:19:17",false,"---\nname: latency-critical-systems\ndescription: Use for latency-sensitive systems such as realtime dashboards, market data, streaming agents, execution gateways, queues, caches, or HFT-like infrastructure where freshness and p95 latency matter.\norigin: ECC\ntools: Read, Write, Edit, Bash, Grep, Glob\n---\n\n# Latency Critical Systems\n\nUse this skill when the user cares about realtime behavior, hot paths, streaming\nfreshness, or execution speed. This includes HFT-like infrastructure, but the\nskill is engineering-focused. It does not authorize live trading or financial\nadvice.\n\n## Split The Metrics\n\nDo not collapse everything into \"fast.\" Track:\n\n- p50, p95, and p99 latency;\n- throughput;\n- freshness age;\n- queue depth;\n- cache hit rate;\n- provider\u002FAPI response time;\n- browser render time;\n- correctness under load;\n- failure and retry behavior.\n\n## Map The Hot Path\n\nWrite the path from user\u002Fevent to final visible state:\n\n```text\nsource event -> provider API -> ingest worker -> queue -> cache -> edge route\n-> client stream -> browser render -> user-visible state\n```\n\nThen measure each segment separately.\n\n## Optimization Order\n\n1. Remove unnecessary round trips.\n2. Cache stable reads with freshness metadata.\n3. Batch small calls and writes.\n4. Move compute closer to the data or the user.\n5. Split hot and cold paths.\n6. Apply backpressure before queues grow unbounded.\n7. Use streaming only when it improves freshness or user experience.\n8. Add canaries for stale data, degraded providers, and bad cache state.\n\n## Verification\n\nUse live readbacks when a deployed surface exists:\n\n- HTTP timing and response headers;\n- provider freshness timestamp;\n- queue or job state;\n- edge\u002Fcache state;\n- browser verification for actual UI freshness;\n- logs around retries and degraded mode.\n\nFor market-data or execution-adjacent paths, also verify orderbook age, VWAP\nassumptions, provider status, and kill-switch behavior before calling the path\nready.\n\n## Guardrails\n\n- Do not optimize latency by dropping required validation.\n- Do not hide stale data behind fast cache hits.\n- Do not claim millisecond behavior from client labels without measurement.\n- Do not run live orders, destructive migrations, or customer-impacting deploys\n  without an explicit approval gate.\n- Keep secrets and private payloads out of logs and benchmark artifacts.\n","# Latency Critical Systems\n\nUse this skill when the user cares about realtime behavior, hot paths, streaming\nfreshness, or execution speed. This includes HFT-like infrastructure, but the\nskill is engineering-focused. It does not authorize live trading or financial\nadvice.\n\n## Split The Metrics\n\nDo not collapse everything into \"fast.\" Track:\n\n- p50, p95, and p99 latency;\n- throughput;\n- freshness age;\n- queue depth;\n- cache hit rate;\n- provider\u002FAPI response time;\n- browser render time;\n- correctness under load;\n- failure and retry behavior.\n\n## Map The Hot Path\n\nWrite the path from user\u002Fevent to final visible state:\n\n```text\nsource event -> provider API -> ingest worker -> queue -> cache -> edge route\n-> client stream -> browser render -> user-visible state\n```\n\nThen measure each segment separately.\n\n## Optimization Order\n\n1. Remove unnecessary round trips.\n2. Cache stable reads with freshness metadata.\n3. Batch small calls and writes.\n4. Move compute closer to the data or the user.\n5. Split hot and cold paths.\n6. Apply backpressure before queues grow unbounded.\n7. Use streaming only when it improves freshness or user experience.\n8. Add canaries for stale data, degraded providers, and bad cache state.\n\n## Verification\n\nUse live readbacks when a deployed surface exists:\n\n- HTTP timing and response headers;\n- provider freshness timestamp;\n- queue or job state;\n- edge\u002Fcache state;\n- browser verification for actual UI freshness;\n- logs around retries and degraded mode.\n\nFor market-data or execution-adjacent paths, also verify orderbook age, VWAP\nassumptions, provider status, and kill-switch behavior before calling the path\nready.\n\n## Guardrails\n\n- Do not optimize latency by dropping required validation.\n- Do not hide stale data behind fast cache hits.\n- Do not claim millisecond behavior from client labels without measurement.\n- Do not run live orders, destructive migrations, or customer-impacting deploys\n  without an explicit approval gate.\n- Keep secrets and private payloads out of logs and benchmark artifacts.\n",{"name":5,"tools":24,"origin":25,"description":7},"Read, Write, Edit, Bash, Grep, Glob","ECC","master","877653a671c51fae6476bd9f0d34ee6c408d68b9",".github\u002Fskills\u002Flatency-critical-systems","https:\u002F\u002Fgithub.com\u002Fprincepatel04477-web\u002Ftrivoxa-group","https:\u002F\u002Ftrivoxa-group.vercel.app","https:\u002F\u002Fgithub.com\u002Fprincepatel04477-web","2026-08-01 17:29:31",{"source":8,"skillName":5,"commands":34,"prompt":44,"zipAvailable":45},[35,38,41],{"tool":36,"command":37},"npx","npx skills add princepatel04477-web\u002Ftrivoxa-group --skill latency-critical-systems",{"tool":39,"command":40},"bunx","bunx skills add princepatel04477-web\u002Ftrivoxa-group --skill latency-critical-systems",{"tool":42,"command":43},"pnpm","pnpm dlx skills add princepatel04477-web\u002Ftrivoxa-group --skill latency-critical-systems","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002Fprincepatel04477-web\u002Ftrivoxa-group\u002Fblob\u002Fmaster\u002F.github\u002Fskills\u002Flatency-critical-systems\u002FSKILL.md",true,[],[48,55,62,69,76,83],{"skillNo":49,"name":50,"nameZh":6,"description":51,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":52,"categories":53,"keywords":54,"publishedAt":19},"01M78G4Z5RFJ72G536XYPC77PG","zustand-store-ts","Create Zustand stores following established patterns with proper TypeScript types and middleware.","https:\u002F\u002Fgithub.com\u002Fprincepatel04477-web\u002Ftrivoxa-group\u002Fblob\u002Fmaster\u002F.github\u002Fskills\u002Fzustand-store-ts\u002FSKILL.md",[],[],{"skillNo":56,"name":57,"nameZh":6,"description":58,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":59,"categories":60,"keywords":61,"publishedAt":19},"01M78G4WQMHRST36KDP7AV3NR3","zoom-automation","Automate Zoom meeting creation, management, recordings, webinars, and participant tracking via Rube MCP (Composio). Always search tools first for current schemas.","https:\u002F\u002Fgithub.com\u002Fprincepatel04477-web\u002Ftrivoxa-group\u002Fblob\u002Fmaster\u002F.github\u002Fskills\u002Fzoom-automation\u002FSKILL.md",[],[],{"skillNo":63,"name":64,"nameZh":6,"description":65,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":66,"categories":67,"keywords":68,"publishedAt":19},"01M78G4T37F4SPS7M4KT0A8JJB","zoho-crm-automation","Automate Zoho CRM tasks via Rube MCP (Composio): create\u002Fupdate records, search contacts, manage leads, and convert leads. Always search tools first for current schemas.","https:\u002F\u002Fgithub.com\u002Fprincepatel04477-web\u002Ftrivoxa-group\u002Fblob\u002Fmaster\u002F.github\u002Fskills\u002Fzoho-crm-automation\u002FSKILL.md",[],[],{"skillNo":70,"name":71,"nameZh":6,"description":72,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":73,"categories":74,"keywords":75,"publishedAt":19},"01M78G4QAJMF71KD1G38MNDQYK","zod-validation-expert","Expert in Zod — TypeScript-first schema validation. Covers parsing, custom errors, refinements, type inference, and integration with React Hook Form, Next.js, and tRPC.","https:\u002F\u002Fgithub.com\u002Fprincepatel04477-web\u002Ftrivoxa-group\u002Fblob\u002Fmaster\u002F.github\u002Fskills\u002Fzod-validation-expert\u002FSKILL.md",[],[],{"skillNo":77,"name":78,"nameZh":6,"description":79,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":80,"categories":81,"keywords":82,"publishedAt":19},"01M78G4MS3WE96MH5P561KFY95","zipai-optimizer","Adaptive token optimizer: intelligent filtering, surgical output, ambiguity-first, context-window-aware, VCS-aware, MCP-aware.","https:\u002F\u002Fgithub.com\u002Fprincepatel04477-web\u002Ftrivoxa-group\u002Fblob\u002Fmaster\u002F.github\u002Fskills\u002Fzipai-optimizer\u002FSKILL.md",[],[],{"skillNo":84,"name":85,"nameZh":6,"description":86,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":87,"categories":88,"keywords":89,"publishedAt":19},"01M78G4GZ0T47C6929V9CVH1AK","zeroize-audit","Detects missing zeroization of sensitive data in source code and identifies zeroization removed by compiler optimizations, with assembly-level analysis, and control-flow verification. Use for auditing C\u002FC++\u002FRust code handling secrets, keys, passwords, or other sensitive data.","https:\u002F\u002Fgithub.com\u002Fprincepatel04477-web\u002Ftrivoxa-group\u002Fblob\u002Fmaster\u002F.github\u002Fskills\u002Fzeroize-audit\u002FSKILL.md",[],[]]