lakehouse/data/_catalog/manifests/8192d934-fc90-46dd-b8bd-c443a4743b19.json
root f9f92706f3 RAG reranker + manifest bucket fix — quality improvements from eval
RAG pipeline now includes a cross-encoder rerank step between retrieval
and generation. The LLM re-sorts top-K results by relevance before
they become context. Falls back to original order if model output is
unparseable (~5% with 7B models). Also improved the generation prompt
to be domain-aware ("staffing database") and request specific citations.

Fixed 4 catalog manifests with bucket="data" (pre-federation leftover)
that poisoned the entire DataFusion query context on startup. The
"users", "lab_trials", "meta_runs", and "new_candidates" datasets
now correctly reference bucket="primary". This bug was surfaced by
the quality evaluation pipeline — wouldn't have been found by
structural tests alone.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-16 22:19:11 -05:00

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{
"id": "8192d934-fc90-46dd-b8bd-c443a4743b19",
"name": "demo_customers",
"schema_fingerprint": "7af9708f2366f790e0ae03db6f681f5a4d4b8af4d1527b091bedfee1be81d304",
"objects": [
{
"bucket": "primary",
"key": "datasets/demo_customers.parquet",
"size_bytes": 4519,
"created_at": "2026-04-17T01:00:48.361437263Z"
}
],
"created_at": "2026-04-17T01:00:48.361437860Z",
"updated_at": "2026-04-17T01:00:48.361681724Z",
"description": "",
"owner": "",
"sensitivity": "pii",
"columns": [
{
"name": "id",
"data_type": "Int32",
"sensitivity": null,
"description": "",
"is_pii": false
},
{
"name": "name",
"data_type": "Utf8",
"sensitivity": "pii",
"description": "",
"is_pii": true
},
{
"name": "email",
"data_type": "Utf8",
"sensitivity": "pii",
"description": "",
"is_pii": true
},
{
"name": "city",
"data_type": "Utf8",
"sensitivity": null,
"description": "",
"is_pii": false
},
{
"name": "tier",
"data_type": "Utf8",
"sensitivity": null,
"description": "",
"is_pii": false
},
{
"name": "lifetime_spend",
"data_type": "Float64",
"sensitivity": null,
"description": "",
"is_pii": false
},
{
"name": "is_active",
"data_type": "Int32",
"sensitivity": null,
"description": "",
"is_pii": false
},
{
"name": "signed_up_at",
"data_type": "Utf8",
"sensitivity": null,
"description": "",
"is_pii": false
},
{
"name": "notes",
"data_type": "Utf8",
"sensitivity": null,
"description": "",
"is_pii": false
}
],
"lineage": {
"source_system": "mysql",
"source_file": "dsn: mysql://lh:***@127.0.0.1:3306/lh_demo",
"ingest_job": "mysql-stream-1776387648361",
"ingest_timestamp": "2026-04-17T01:00:48.361437263Z",
"parent_datasets": []
},
"freshness": null,
"tags": [],
"row_count": 10,
"last_embedded_at": null,
"embedding_stale_since": null,
"embedding_refresh_policy": null
}