data-science-for-intelligence
Statistical analysis, ML, NLP, time series forecasting, network analysis for political intelligence data
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Find your next superpower If you are an agent, refer to our llms.txt for full access.Statistical analysis, ML, NLP, time series forecasting, network analysis for political intelligence data
Chart selection, color theory, dashboard design, and data storytelling principles for political transparency data
Supports querying and modifying the job management database, writing SQL, and creating or running migrations. Covers schema inspection, table relationships, data persistence, integrity checks, and database debugging, with schema documentation consulted before queries.
Моделирование данных и выбор хранилищ — реляционные/документные/KV, индексы, транзакции, партиционирование, миграции без простоя. Use при проектировании схемы БД или выборе хранилища.
Кэш и Redis — TTL, инвалидация, lock, rate limiting, Streams. Use when проектируем кэширование или Redis-логику; read-only чтение ключей — /database:query (database)
Provides database design principles and decision-making guidance. Covers schema design, indexing strategies, ORM selection, and serverless databases.
План безопасной обратимой миграции схемы/данных. Use when нужно ИЗМЕНИТЬ схему или данные (DDL/backfill) — единственная команда с мутациями по подтверждению; чтение и аналитика — /database:query (database)
Database migration best practices across PostgreSQL, MySQL, and common ORMs (Prisma, Drizzle, Kysely, Django, TypeORM, golang-migrate) — schema changes, data migrations, rollbacks, and zero-downtime deployments.
Migration monitoring, CDC, and observability infrastructure
SQL database migrations with zero-downtime strategies for PostgreSQL, MySQL, SQL Server
Оптимизация БД — индексы, N+1, планы запросов, пагинация. Use when запрос/эндпоинт медленный и нужен замер + починка с доказанным эффектом; спроектировать схему с нуля — /database:schema (database)
Read-only запрос/аналитика по БД — Postgres/MongoDB/Redis. Use when нужно прочитать/посчитать данные без изменений; любая мутация — /database:migrate (database)
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