Page 8 of 8~120 min topic

Vector DB integration lab

Ship and explain the tenant pgvector index

Page 8 packages proved vs unproved evidence so another engineer can run, trust, or reject the tenant-filtered pgvector FAQ index.

~15 min this pageMastery and shipping

1Learn the idea

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Assemble the ship record

A shippable lab artifact includes: how to run it, the metric result (tenant isolation test (0 cross-tenant hits); version pin echoed in response), the failure you can still reproduce (missing tenant filter in SQL, or querying a stale index version silently), the security gate for SQL injection via query text concatenated into the vector search, and a rollback note. The user decision it supports remains: replace an in-memory list with a versioned vector index that cannot leak across tenants.

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Freeze the evidence

print({'artifact':'tenant pgvector index','proved':['isolation test','version pin'],'unproved':['prod load'],'owner':'search-ops'})

Expected evidence: vector-db ship note. Store this beside the fixture version so scores remain meaningful after content changes in vector-db-lab.

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Explain limits without apology

State operating limits for the tenant pgvector index in plain language: fixture size, offline vs live dependencies, and what would require a new eval set. Shipping vector-db-lab is honest scoping, not maximal confidence language.

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Lab notebook: proved vs unproved

Fill this table in your notes for the tenant pgvector index:

  • Proved on two tenants with overlapping vocabulary FAQ chunks: …
  • Unproved beyond the fixture: …
  • Metric that blocks release: tenant isolation test (0 cross-tenant hits); version pin echoed in response
  • Failure still reproducible: missing tenant filter in SQL, or querying a stale index version silently
  • Security gate: SQL injection via query text concatenated into the vector search
  • Rollback: …

Ship the narrative only when the unproved list is honest. Reviewers trust narrow claims that support replace an in-memory list with a versioned vector index that cannot leak across tenants more than maximal language that collapses under the first production oddity.

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Worked judgment

Hand your ship note to a peer and ask them to recreate a proved/unproved ship note with rollback without watching you type. If they cannot, your evidence is still tribal knowledge. Tighten the run command and the metric line until a stranger can validate the tenant pgvector index against two tenants with overlapping vocabulary FAQ chunks.

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Why this stage matters for the tenant pgvector index

At the mastery and shipping stage for vector-db-lab, the job is narrower than finishing a product demo. You are creating one progressive evidence piece about two tenants with overlapping vocabulary FAQ chunks that later pages inherit without redefining success. Keep that fixture small enough to inspect by hand, keep outputs copy-pasteable as text, and refuse to narrate this baseline as if it were a production SLA: in-memory cosine search on the same fixtures.

For this page specifically, success looks like a proved/unproved ship note with rollback while still centering the user decision to replace an in-memory list with a versioned vector index that cannot leak across tenants. If you cannot point to a file, command, or assertion that proves that for the tenant pgvector index, stay on this page instead of advancing.

Glossary: vector database · Glossary: vector index · Cheatsheet: RAG quality

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Before you start

Why this matters

List two things this chapter proved on the fixture and two things it did not prove about the tenant pgvector index. If you cannot name the gaps, you are not ready to ship the narrative—even if the code runs.

In the wild

See how this idea shows up as a product and a company — then come back to the lesson. Skills transfer across vendors.

Check your understanding

Page assessment

Answer from memory. Completion is saved from this evidence, not from opening the next page.

1. Are proved and unproved lists both non-empty?
2. Is rollback concrete (command or version pin)?
3. Would a stranger reproduce the metric on the fixture?
4. Does the note still center the decision: replace an in-memory list with a versioned vector index that cannot leak across tenants?

All responses are required.