Optimiere Docker-Buildzeiten durch Layer-Caching, Multi-Stage-Builds, BuildKit-Funktionen und Abhaengigkeiten-zuerst-Kopiermuster. Anwendbar auf R-, Node.js- und Python-Projekte.
Cuts LLM token cost and tail latency via context trimming, provider prompt caching on stable prefixes, model tiering/routing, semantic answer caching, batch APIs, and streaming,…
Optimizes Rails application performance. Use when investigating slow endpoints, eliminating N+1 queries, implementing caching strategies, profiling with Bullet or rack-mi — from…
Eliminates wasted React re-renders by measuring first then fixing — profile with the React DevTools Profiler (flamegraph + "why did this render") and why-did-you-render to find…
Profile and optimize Shiny application performance using profvis, bindCache, memoise, async/promises, debounce/throttle, and ExtendedTask for long-running computations.
Optimized Next.js TypeScript best practices with modern UI/UX, focusing on performance, security, and clean architecture
TLH tax-loss harvesting optimization (OKX Edition). Triggers: 'TLH', 'tax-loss', '亏损抵扣', '省税', '优化', 'harvest', 'wash sale', 'Jumpstart'.
Configures Azure Blob Storage with lifecycle rules that auto-delete stale temp blobs and tier production data through Hot → Cool → Cold without rehydration latency.
Improve code performance without changing behavior. Use when code fails latency/throughput requirements. Covers profiling, caching, and algorithmic optimization.
Implements fast O(1) lookup patterns using HashSet, FrozenSet, and optimized Dictionary in .NET. Use when building high-performance search or membership testing operations.
Optimizing Streamlit app performance. Use when apps are slow, rerunning too often, or loading heavy content. Covers caching, fragments, and static vs dynamic widget choices.
Multi-regime options spread analysis engine with quantitative rigor. Features regime detection (VIX-based), GARCH volatility forecasting, drawdown-constrained Kelly position…
Use the @steipete/oracle CLI to bundle a prompt plus the right files and get a second-model review (API or browser) for debugging, refactors, design checks, or cross-validation.
Configure CI/CD pipelines for OCI with Terraform and GitHub Actions. Use when setting up automated infrastructure deployments, running Terraform plans in CI, or configuring OCI…
Collect OCI instance diagnostics — serial console, cloud-init logs, metadata, and VCN flow logs — into a single debug bundle.
Deploy containers to OCI using OKE (Kubernetes) or Container Instances. Use when deploying applications to Oracle Cloud, pushing images to OCIR, or configuring OKE clusters.
Design OCI compartment hierarchies, dynamic groups, and cross-tenancy access patterns. Use when planning enterprise RBAC, setting up Instance Principal auth, or debugging policy…
Launch your first OCI compute instance with capacity retry logic. Use when creating a new compute instance, testing OCI connectivity, or hitting "Out of host capacity" errors on…
Configure multi-environment OCI workflows with config profiles and compartment-per-environment patterns.
Query OCI metrics with MQL and create monitoring alarms via the Python SDK. Use when building dashboards, querying CPU/memory/network metrics, or creating alarms.
Handle OCI API rate limits with defensive retry patterns and known limits by service. Use when automating bulk OCI operations, hitting 429 TooManyRequests errors, or building…
Standard 3-tier OCI reference architecture with VCN, subnets, gateways, load balancer, compute, and Autonomous DB.
Migrate to OCI Autonomous Database — wallet setup, mTLS, Data Pump, and python-oracledb. Use when provisioning Autonomous DB, downloading wallets, or migrating data with Data…
Safely upgrade OCI Python SDK and Terraform provider — version pinning, breaking change detection, and rollback.
Historical argumentation, evidence-based writing, and oral history methods. Covers thesis development for historical arguments, evidence selection and deployment, counterargument…
Drive the Orama Cloud CLI (the `orama` binary, project `oramacloud-cli`) to provision an account, index a data source, and run search — fully from an agent context with no…
Receive and verify Orb webhooks. Use when setting up Orb webhook handlers, debugging Orb signature verification, or handling usage-based billing events like invoice.issued,…
Orca-rs - High-performance Rust hook for Claude Code that blocks dangerous commands before execution. SIMD-accelerated, modular pack system, whitelist-first architecture.
Run persistent interactive UI debugging with clear reload vs relaunch rules and separate functional vs visual signoff.
Orchestrate a behavior-preserving refactor — confirm tests are green, restructure without changing behavior, keep tests green, review, and gated commit.
Plan and execute large refactors with dependency-aware work packets and parallel analysis.
Turn a user goal into a planned multi-agent task DAG, execute independent tasks in parallel, and trace the run from a TypeScript backend.
Orchestrate end-to-end machine learning pipelines using Prefect or Airflow with DAG construction, task dependencies, retry logic, scheduling, monitoring, and integration with…
Coordinate layered Terraform or OpenTofu stacks across environments so plan and apply runs happen in the right order with shared inputs and less drift.
Start one supervisor for a repository, fan work out across isolated worktrees, and route CI failures or review comments back to the right agent automatically.
Use when an idea, initiative, architecture change, roadmap item, epic, or vague product request needs to become a coherent pipeline of value stream, capability, feature, story,…
Routes Azure web app work (scaffold, deploy, troubleshoot, evolve) to the right Azure Lean Stack sub-skill.
Test coordinate parallel test execution across multiple environments and frameworks. Use when performing specialized testing.
Design O-Agent systems for multi-agent fleet management. Use when building orchestrator agents, designing multi-agent architectures, or creating unified interfaces for agent fleet…
wipnote orchestration patterns for AI-assisted development. Use when working on code in an wipnote project — provides delegation patterns, model selection, quality gates, and work…
Use when designing or reviewing a Salesforce Order Management (OMS) solution architecture: fulfillment workflow strategy, split-order routing design, Omnichannel Inventory (OCI)…
Complete reference for the Salesforce record save order of execution: all 18 steps from DB load through commit, covering trigger placement, validation rule sequencing, Flow…
Create and manage a custom DEX using Orderly One API - deployment, custom domains, graduation, and theming
Restructures one Pixie tool's internal Python files into the src/ layout, adding tests/, notebooks/, CHANGELOG skeletons, then re-validates.
Use when drafting the mandatory <500-word contribution statement and the discussion section for an Organization Science manuscript — articulating the overall contribution to…
Use when analyzing and reporting results for an Organization Science manuscript across its eclectic methods — establishing trustworthiness for qualitative work, the right…
Use when choosing and defending the research design for an Organization Science manuscript — matching one of the journal's eclectic methods (qualitative/inductive,…
Use after an Organization Science R&R to plan the revision and draft the point-by-point response letter, following the journal's codified author-response norms — verbatim italic…
Use when you want to understand how Organization Science review and decisions work before or after submitting — the decentralized senior-editor model with strong SE autonomy, the…
Use when preparing the final Organization Science submission package — the ScholarOne preflight covering the mandatory <500-word contribution statement, double-anonymous…
Use when building the exhibits for an Organization Science manuscript — data-structure diagrams and process models for qualitative work, correlation/result tables and interaction…
Use when building or sharpening the theory for an Organization Science manuscript — articulating the organizational mechanism, bridging micro-macro levels, and deciding between a…
Use when choosing or sharpening a research question for an Organization Science manuscript — testing whether it is a theory-driven question about organizations spanning micro to…
Use when deciding which orgsci-* sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for an Organization Science manuscript.
Use when polishing the prose of an Organization Science manuscript — front-loading the organizational argument and contribution, writing for an interdisciplinary micro-to-macro…
Use when setting up or running k6 performance tests for Oro Commerce 6.1 — load testing, storefront benchmarking, checkout flow performance, cache warm-up, or writing/extending k6…
AI-agent-powered lead enrichment using Sixtyfour as primary source. Takes an email (+ optional name) and returns comprehensive person + company data with funding, AI/B2B…
Generate type-safe API clients, TanStack Query/SWR hooks, Zod schemas, MSW mocks, Hono server handlers, MCP servers, and SolidStart actions from OpenAPI specs using Orval.
Operating-system and kernel architecture decisions: monolithic vs microkernel vs hybrid vs unikernel/exokernel, scheduler design, virtual memory & paging, IPC mechanisms,…
Framework-driven audit and optimizer for any markdown vault. Applies 9 frameworks (F1 Anthropic CLAUDE.md, F2 Karpathy Wiki, F3 Caveman, F4 Chroma Context Rot, F5 Anthropic…