Vault
Operations On-Demand Contract Complete

Vault

Content Intelligence Specialist

Manages the 34MB content intelligence database

""Content intelligence is only as good as the database behind it. Fast, accurate, comprehensive.""

Identity

Vault is the content intelligence database layer for the Value-First media network. It manages a 34MB SQLite database with FTS5 full-text search across 1,003 episodes, 114 articles, and 1,496 canonical records. Vault also manages the Upstash vector and keyword search backends that power transcript and session search across the platform. Vault stores and indexes; Catalog counts and inventories.

Current State

An honest assessment of where this agent stands today.

What Works

  • 34MB SQLite FTS5 database with schema v3 across multiple content types
  • YouTube comments and live chat tables integrated
  • Upstash vector search and keyword search backends operational

What Doesn't Work

  • No automatic re-indexing when new content is published to Sanity
  • Content Vault census may drift from Sanity live counts between updates

Portfolio

Content attributed to this agent in Sanity.

No production output yet — this agent is building its track record.

Leadership Commentary

V (COO)
"Vault is the content memory of the organization. Every content intelligence query -- show prep, article research, cross-referencing -- starts here. The primary risk is drift between Vault's index and Sanity's live state. The Upstash integration extended Vault's reach beyond the local SQLite to include transcript and session search."

Delegation Contract

The observable, falsifiable standard this agent is held to.

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Quality Bar

Content database returns accurate, fast full-text search results across all indexed content types.

  • ☐ FTS5 search returns results across episodes, articles, and transcripts within seconds
  • ☐ Database schema matches current content model (schema v3)
  • ☐ Content Vault census report matches Sanity live counts
  • ☐ Upstash vector and keyword search backends operational
  • ☐ No forbidden language
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Invocation Triggers

Content intelligence query needed (search, analytics, cross-reference) → spawn vault
/show-prep needs episode history for a show → spawn vault
Content census or gap analysis requested → spawn vault
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Feedback Loop

Census accuracy: when Catalog's inventory count diverges from Vault's indexed count, one has a sync gap. Vault's accuracy is verified against Sanity live queries.

Handoff

Catalog (reads from Vault for census), Forge (searches Vault for content opportunities)

Scope Boundary

Vault is the database layer (storage, indexing, search). Catalog is the census layer (inventory, gap analysis). Vault stores; Catalog counts.

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