'best practices' 검색 결과

Consult bundled technical documentation to understand and integrate Hindsight, a memory system for AI agents. Find guidance on storing and retrieving memories, API calls, configuration, deployment, SDKs, troubleshooting, and performance.

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• Learning how memory storage and retrieval work
• Checking API endpoints and request parameters
• Planning server setup and SDK integration

Guide Angular development, code review, and refactoring with prioritized performance rules. Review rendering efficiency, loading time, and bundle size—the amount of code delivered to browsers—alongside data fetching and server-rendered page setup.

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• Writing Angular components with performance in mind
• Reviewing code for performance bottlenecks
• Reducing bundle size and loading time

Review and improve .NET/C# code against project conventions. Cover public API documentation, dependency injection for supplying services to classes, asynchronous operations, tests, configuration, logging, and input validation, including guidance for Semantic Kernel integrations.

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• Review C# code against project conventions
• Improve XML documentation for public APIs
• Review asynchronous operations and dependency injection

Guides Postgres query writing, schema design, and configuration reviews using Supabase's prioritized rules. Helps identify improvements in query performance, connection management, and row-level security, which controls access to individual rows.

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• Review slow SQL queries and index usage
• Check table and schema designs
• Review connection pooling and scaling settings

Build videos in React with Remotion using task-specific rules and code examples. The skill covers animation timing, captions, audio, scene transitions, and media assets, helping guide implementation across common video creation tasks.

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• Add word-highlighted captions to videos
• Create text animations and scene transitions
• Trim audio and adjust volume or playback speed

Organize PyTorch training code with LightningModule and Trainer. Follow examples for validation, logging, model saving, and distributed training across multiple GPUs, with callbacks that add monitoring or stop training when progress stalls.

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• Converting an existing PyTorch training loop
• Adding validation, logs, and model checkpoints
• Configuring training across multiple GPUs

Check single-cell RNA-seq data quality, filter low-quality cells using median absolute deviation, a measure of spread, and compare plots before and after filtering. Outputs include filtered data and the original dataset with quality annotations.

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• Assess single-cell RNA-seq data quality
• Filter low-quality cells and rarely detected genes
• Compare quality plots before and after filtering

Build videos in React with Remotion using topic-specific guidance and code examples. Covers animation, captions, audio, scene transitions, asset handling, timing, and text layout, with additional references for charts, maps, and 3D content.

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• Create text animations and scene transitions
• Add captions and subtitles to videos
• Adjust audio, video clips, and display timing

Review smart contract projects against Trail of Bits development guidelines. Examines architecture, upgrade mechanisms, implementation, dependencies, and tests, then provides system documentation, identifies gaps, and recommends improvements in priority order with code references.

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• Review smart contract architecture
• Check upgrade and proxy designs
• Identify gaps in specifications and documentation

Write and review Cloudflare Workers code using current official guidance. Check configuration, asynchronous tasks, large response handling, secrets, and service connections, with findings supported by documentation, code locations, or validation results.

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• Writing a new Cloudflare Worker
• Reviewing Workers code before production use
• Checking wrangler.jsonc and service bindings

Write, review, and optimize Postgres queries, database structures, and configuration using guidance maintained by Supabase. Prioritized rules and SQL examples help assess query speed, connections, indexes, and row-level security, which controls access to individual rows.

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• Review slow SQL queries
• Assess table structures and indexes
• Review connection pooling and scaling settings

Create a Markdown threat model grounded in a codebase. Identify valuable assets, boundaries between trusted and untrusted components, realistic attack paths, and mitigations, then prioritize risks using explicit assumptions about likelihood and impact.

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• Map attack paths across a codebase
• Assess threats within a specific project directory
• Prioritize risks to data and credentials

Write, review, and optimize Three.js scenes using guidance on memory cleanup, rendering, models, textures, and lighting. Apply examples to reduce unnecessary work, investigate memory leaks, and adjust 3D experiences for mobile devices.

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• Reviewing rendering performance in Three.js scenes
• Fixing memory leaks when switching 3D views
• Optimizing models and textures for mobile devices

Write, review, and optimize React Three Fiber code for 3D scenes in React. Apply prioritized guidance on unnecessary re-renders, animation loops, model loading, state management, visual effects, and physics across the Poimandres ecosystem.

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• Reviewing unnecessary re-renders in 3D scenes
• Improving animation update code
• Setting up model loading and loading indicators

Researches library documentation, implementation practices, and specific web pages using Nia, Perplexity, and Firecrawl through MCP tools. Produces a handoff document with findings, available code examples, recommendations, pitfalls, and source links for another agent.

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• Research library APIs before planning a feature
• Compare recommended implementation practices
• Collect content from a specific documentation page

TypeScript best practices. Use when reading or editing any .ts or .tsx file.

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Cloudflare Workers best practices for production applications. Use when writing, reviewing, or configuring Workers.

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Call copy number variants using GATK best practices workflow. Supports both somatic (tumor-normal) and germline CNV detection from WGS or WES data. Use when following GATK best practices or integrating CNV calling with other GATK variant pipelines.

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Creates and manages secrets in AWS Secrets Manager following security best practices. Always use this skill when creating secrets — it sets up dedicated KMS encryption keys, automatic rotation, least-privilege IAM policies, CloudTrail auditing, and lifecycle management that are essential for production-grade secret handling.

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Launches an EC2 instance with secure, cost-efficient defaults including AMI selection, burstable instance sizing, least-privilege IAM roles, hardened security groups, encrypted EBS volumes, and comprehensive tagging. Use when deploying new EC2 instances following AWS best practices for security and cost optimization.

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Postgres best practices maintained by Supabase, for Postgres running anywhere. Load this skill BEFORE writing or changing anything that lives in a Postgres database: creating or altering tables and columns (including choosing column types), schema design, migrations and declarative schema files, RLS policies and the tests that verify them, indexes, triggers, database functions, queues and scheduled jobs (pg_cron, pgmq), vector/semantic search (pgvector), and restoring dumps (pg_restore) or importing data. Also load it when diagnosing slow queries, high CPU, timeouts, EXPLAIN plans, connection exhaustion, locking, bloat, or rows visible to the wrong user or tenant. This is not just a performance guide — schema, migration, security, and SQL authoring tasks need these rules too, even for a one-column change or a single query.

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Docker best practices including multi-stage builds, compose patterns, image optimization, and security

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TypeScript best practices. Use when reading or editing any .ts or .tsx file.

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Use this skill when designing, generating an MVP blueprint for, auditing, troubleshooting, refactoring, or explaining an agentic harness for any domain. Covers provider-neutral agent architecture for OpenAI, Anthropic, and OpenAI-compatible APIs: agent loops, tool design, record provenance, interactive presentation, user-memory lifecycles, environment-adaptive tools, speculative tool execution, late-bound capabilities, permissions, system prompts, planning, goals, always-on agents and durable runtime, adaptive agent teams, context compaction, memory, skills, MCP/external connectors, public-board communications, realtime voice agents, hardware agents and board deployment, self-refining recursive harnesses, programmable context, continual refinement, observability, evals, prompt caching, agent-legible environments, feedback loops, and safety.

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