Caching strategies for LLM prompts including Anthropic prompt caching, response caching, and CAG (Cache Augmented Generation) Use when: prompt caching, cache prompt, resp — from…
Reviews Advent of Code TypeScript solutions for code quality, TypeScript idioms, and performance. Use when asked to review a day's solution, critique AoC code, or get feedback on…
Use when diagnosing where Apex transactions spend CPU, heap, SOQL, or DML time using the Salesforce diagnostic toolchain: Apex Log Analyzer flame graphs in VS Code, Developer…
Apex String class methods, Pattern/Matcher regex, text parsing, template rendering, and the null-safety landmines that bite every Apex programmer eventually.
Api Caching Strategy - Auto-activating skill for API Development. Triggers on: api caching strategy, api caching strategy Part of the API Development skill category.
Integrate external REST APIs with proper authentication, rate limiting, error handling, and caching patterns.
Optimizes API performance through query optimization, caching strategies, and connection pooling. Profiles slow queries with EXPLAIN ANALYZE, identifies N+1 patterns in Drizzle…
Optimizes API performance through payload reduction, caching strategies, and compression techniques. Use when improving API response times, reducing bandwidth usage, or…
Optimize AppFolio API performance with caching and batch operations. Trigger: "appfolio performance".
Guidelines for ASP.NET Core web development covering API design, authentication, caching, and best practices
AssemblyScript TypeScript→WebAssembly compilation. Typed arrays, memory management (heap/Arena), loader for JS host, --optimize flags.
Performs end-to-end platform scalability assessments using a phased methodology, maturity scoring model, risk classification, and prioritized remediation planning.
Animation patterns for Astro sites. Scroll animations, micro-interactions, transitions, loading states. Performance-focused, accessibility-aware.
Core Web Vitals and performance optimization for Astro sites. LCP, CLS, INP optimization, bundle size, fonts, third-party scripts. Use for performance tuning.
Expert in asynchronous programming patterns across languages (Python asyncio, JavaScript/TypeScript promises, C# async/await, Rust futures).
Python async/await patterns for concurrent programming. Covers asyncio, aiohttp, async databases, task groups, and performance optimization.
Optimize Attio API performance -- caching, batch queries, pagination strategies, connection pooling, and latency reduction.
Configure autoscaling for Kubernetes, VMs, and serverless workloads based on metrics, schedules, and custom indicators.
Use when the user mentions Swift performance audit, code optimization, or performance review.
Use when build times are slow, investigating build performance, analyzing Build Timeline, identifying type checking bottlenecks, enabling compilation caching, or optimizing…
Use when profiling async/await performance, diagnosing actor contention, or investigating thread pool exhaustion.
Use when implementing Liquid Glass effects, reviewing UI for Liquid Glass adoption, debugging visual artifacts, optimizing performance, or requesting expert review of Liquid Glass…
Use when debugging connection timeouts, TLS handshake failures, data not arriving, connection drops, performance issues, or proxy/VPN interference - systematic Network.framework…
Use when optimizing Swift code performance, reducing memory usage, improving runtime efficiency, dealing with COW, ARC overhead, generics specialization, or collection optimization
Implement custom caching with CacheMgr in B2C Commerce. Use when adding application-level caching, cache invalidation, or optimizing performance with custom cache regions.
Optimize BambooHR API performance with caching, batch reports, incremental sync, and connection pooling.
Evaluation of BaSiC illumination correction caching - NOT RECOMMENDED for sparse markers. Trigger: optimizing BaSiC, caching illumination correction
Run realistic enterprise-style IT scenarios before trusting an automation agent in production operations.
Project scaffolding and specification system for the Entscheider-Benchmark. Triggers: Any request to set up, document, plan, or specify benchmark infrastructure.
Benchmark Suite Creator - Auto-activating skill for Performance Testing. Triggers on: benchmark suite creator, benchmark suite creator Part of the Performance Testing skill…
Generate MSBuild binary logs (binlogs) for build diagnostics and analysis. Only activate in MSBuild/.NET build context.
Read biological sequence files (FASTA, FASTQ, GenBank, EMBL, ABI, SFF) using Biopython Bio.SeqIO. Use when parsing sequence files, iterating multi-sequence files, random — from…
Read biological sequence files (FASTA, FASTQ, GenBank, EMBL, ABI, SFF) using Biopython Bio.SeqIO. Use when parsing sequence files, iterating multi-sequence files, random — from…
Quality control, filtering, and normalization for single-cell RNA-seq using Seurat (R) and Scanpy (Python).
Quality control, filtering, and normalization for single-cell RNA-seq using Seurat (R) and Scanpy (Python).
Покрывает кеширование в Bitrix — Cache (неуправляемый), ManagedCache, TaggedCache, автокеш ORM, кеш компонентов через startResultCache/endResultCache, композитный сайт, настройка…
Use this for CPU/memory profiling, bottleneck diagnosis, query optimization, caching strategy, flame graph reading, and turning performance intuition into evidence-backed fixes.
Designs Redis caching strategies for Braiins API data, optimizing for data freshness vs. API rate limits and response latency.
Optimize Bright Data API performance with caching, batching, and connection pooling. Use when experiencing slow API responses, implementing caching strategies, or optimizing…
Debug client-side issues using browser developer tools. Identify JavaScript errors, styling issues, and performance problems in the browser.
Build acceleration skill for C/C++ projects. Use when reducing compilation times with ccache, sccache, distcc, unity builds, precompiled headers, split DWARF, or IWYU.
Expert build engineer specializing in build system optimization, compilation strategies, and developer productivity.
Diagnose MSBuild build performance bottlenecks using binary log analysis. Only activate in MSBuild/.NET build context.
Definitive, rule-first Bun development/build/runtime guidance + automation. Use when adopting Bun, migrating a repo from Node.js, auditing/fixing Bun package management…
Use when working with Redis in Bun (ioredis, Upstash), caching, pub/sub, session storage, or key-value operations.
Monitor JavaScript bundle size and execution performance. Use when tracking bundle size, identifying large chunks, or optimizing load performance.
Covers Dagger Engine caching internals including cache key derivation, invalidation, and the immutable DAG model.
Build forked conversation prefixes that stay identical across turns so prompt caching keeps working.
Caching patterns, TTL management, eviction policies for Redis implementations. Use when implementing cache-aside, write-through, write-back patterns, TTL management, or cache…
Optimiser les performances backend. Utiliser quand les temps de réponse sont dégradés ou pour ajouter node-cache.
Designs multi-layer caching strategy with edge CDN, server-side caching, cache invalidation, and CDN configuration.
Production caching patterns and memory efficiency laws from 5 repos. In-memory TTL caches, unified KV interfaces, LRU eviction math, consistent hashing for distributed load, and…
Optimize caching strategies for performance. Use when analyzing cache effectiveness, implementing multi-layer caching, optimizing Redis/memory caches, or troubleshooting slow…
Caching strategy patterns: Cache-Aside, Write-Through, Write-Behind, TTL design, cache invalidation, Redis patterns, CDN caching, HTTP cache headers, and cache stampede…
Appliquer des stratégies de cache. Utiliser quand on optimise avec node-cache (backend) ou React.memo (frontend).
Defines caching strategies with cache keys, TTL values, invalidation triggers, consistency patterns, and correctness checklist.
Stratégie de cache adaptée à chaque cas d'usage (Redis, Memcached, in-memory). Se déclenche avec "cache", "Redis", "caching", "mise en cache", "performance", "cache inval — from…
Recommend caching strategies and invalidation patterns. Use when a mid-level developer needs performance guidance.
Optimizes CI/CD pipeline speed by implementing effective caching for dependencies, Docker layers, build outputs, and test results.
Caching der Wuerfelzellen und gezielter Teil-Rerun bei Aenderungen — vermeidet die voll Neuberechnung von tausenden Zellen wenn nur ein Spaltenprompt eine Zeile oder ein…