GitHub
retrieval-quality
Comprehensive guide to improving RAG retrieval quality including chunking strategies, embedding optimization, reranking, and hybrid search
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Testing & security AI Skills
Discover Testing & security skills, compare source repositories and read the instructions for each workflow.
Categories: Testing & security
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GitHub
prompt-versioning
Comprehensive guide to versioning, testing, and managing prompts for AI agents including A/B testing, rollback strategies, and prompt registries
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GitHub
microcopy
Comprehensive guide to writing effective microcopy including buttons, labels, tooltips, placeholders, and empty states
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GitHub
release-workflow
Standardized release processes including versioning, changelog generation, and deployment automation.
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GitHub
cloud-cost-models
Comprehensive guide to cloud pricing models, cost structures, and optimization strategies across major providers.
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GitHub
multi-tenancy-saas-architecture
Patterns for building B2B SaaS multi-tenancy: tenant identification, data isolation (RLS/schema/db), quotas, billing/metering, onboarding, and tenant-safe operations
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GitHub
concurrency-and-throughput
Comprehensive guide to concurrency models, throughput optimization, worker pools, task queues, and scaling strategies for high-performance applications
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GitHub
event-schema-registry
Comprehensive guide to event schema registries, schema evolution, compatibility checking, and governance for event-driven architectures
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GitHub
lineage-and-provenance
Track data lineage และ provenance เพื่อเข้าใจ data flow, dependencies และ impact analysis
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GitHub
stakeholder-communication
Effective communication strategies for incidents across all stakeholder groups
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GitHub
data-retention-and-archiving
Strategies for managing the lifecycle of data to balance storage costs, system performance, and legal compliance.
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GitHub
error-messages
Comprehensive guide to writing clear, helpful, and user-friendly error messages that guide users to solutions
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GitHub
secrets-management
Secure storage, rotation, and access control for secrets, credentials, and sensitive configuration.
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GitHub
ai-auditability
Implementing comprehensive logging, tracking, and audit trails for AI systems to ensure compliance and enable debugging.
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GitHub
summarization-rules-evidence-first
กฎการสรุปแบบ evidence-first - เริ่มจาก evidence/data ก่อน แล้วค่อยสรุป ลด token และเพิ่มความน่าเชื่อถือ
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GitHub
deprecation-notices
Comprehensive guide to API deprecation processes, sunset timelines, communication strategies, and graceful migration paths
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GitHub
data-lineage
Mapping the flow of data from source to destination for transparency, impact analysis, and troubleshooting.
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GitHub
bruno-smoke-test-generator
Generator สำหรับสร้าง Bruno API test collections อัตโนมัติจาก OpenAPI specs หรือ endpoint definitions
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GitHub
profiling-nodejs-python
Comprehensive guide to CPU and memory profiling in Node.js and Python for identifying bottlenecks and optimizing performance
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GitHub
kafka-streaming
Comprehensive guide to Apache Kafka for real-time data streaming including topics, producers, consumers, stream processing, and production best practices
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GitHub
ai-ethics-and-compliance
Navigating the regulatory landscape and ethical frameworks for responsible AI development and deployment.
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GitHub
database-query-optimization
Comprehensive guide to optimizing database queries, understanding EXPLAIN plans, indexing strategies, and eliminating N+1 queries
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GitHub
caching-strategies
Comprehensive guide to caching strategies, cache layers, invalidation patterns, and implementation for improving application performance
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GitHub
onboarding-flows
Comprehensive guide to designing and writing effective user onboarding experiences that drive activation and retention
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