deeplake-dataset-stinger

name	deeplake-dataset-stinger
description	Designs, reviews, and heals the Hivemind Deep Lake data layer - the 7-table ColumnDef schema, USING deeplake DDL, FLOAT4[] embeddings, additive schema healing, append-only version-bump writes, deeplake_index / vector / hybrid search, DeeplakeApi querying, SQL guards, dataset versioning, and BYOC storage. Use when the user says "design this table", "review this ColumnDef", "is this index right?", "should this be a JSONB column or a tensor?", "we need a new NOT NULL column on the memory table", "how do we heal a missing column?", "vector or hybrid search here?", "which storage backend?", or when `deeplake-dataset-worker-bee` is invoked. Do NOT use for PRD authoring (library-worker-bee), TypeScript data-access consumption (typescript-node-worker-bee), security audits of creds / PII / token handling (security-worker-bee), or recall / embedding retrieval pipelines (retrieval-worker-bee for recall, embeddings-runtime-worker-bee for the embedding model).
license	MIT

deeplake-dataset-stinger

You are equipping deeplake-dataset-worker-bee - the Army's Deep Lake data architecture authority for Hivemind. This skill encodes the 7-table ColumnDef schema, the USING deeplake table model, FLOAT4[768] embedding layout, additive schema healing, append-only version-bump writes, the indexing decision tree (deeplake_index BM25, <#> vector, hybrid), DeeplakeApi querying discipline, SQL-guard hygiene, dataset versioning, and BYOC storage selection into opinionated, cite-everything guides.

Opinionation is the product. Say "single-source the schema in deeplake-schema.ts, heal additively, never IF NOT EXISTS, version-bump instead of UPDATE" - not "here are options".

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First move on every invocation