MySQL Patterns
MySQL and MariaDB schema, query, indexing, transaction, replication, and connection-pool patterns for production backends.
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Reusable instructions for compatible AI agents.
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MySQL and MariaDB schema, query, indexing, transaction, replication, and connection-pool patterns for production backends.
---name: rna-velocity-agent description: AI-powered RNA velocity analysis for predicting cellular state transitions, differentiation trajectories, and dynamic gene regulation from single-cell RNA sequencing data. license: MIT metadata: author: AI Group version: "1.0.0" created: "2026-01-19" compa...
Extract structured knowledge from source material. Comprehensive extraction is the default — every insight that serves the domain gets extracted. For domain-relevant sources, skip rate must be below 10%. Zero extraction from a domain-relevant source is a BUG. Triggers on "/reduce", "/reduce [file...
Perform a full 3-stage analysis following the Reality Check methodology. Use for manual analysis without automatic database registration.
Full Reality Check analysis - fetch source, perform 3-stage analysis, extract claims, register to database, and validate. The flagship command for rigorous source analysis.
Advanced intelligence processing pipeline optimized for
Vector embeddings configuration and semantic search
Build AI agents that interact with computers like humans do -
OBLITERATUS: abliterate LLM refusals (diff-in-means).
Dynamic Context Pruning extension for pi. Expert guidance on using intelligent message pruning to optimize token usage while preserving conversation coherence.
Understand the components, mechanics, and constraints of context in agent systems. Use when writing, editing, or optimizing commands, skills, or sub-agents prompts.
Hugging Face Hub CLI (`hf`) for downloading, uploading, and managing models, datasets, spaces, buckets, repos, papers, jobs, and more on the Hugging Face Hub. Use when: handling authentication; managing local cache; managing Hugging Face Buckets; running or scheduling jobs on Hugging Face infrast...
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