Disclaimer: Independent educational project. Not affiliated with JPMorgan Chase. Built by Kaushal Khodifad. Data from public sources; figures are estimates.return to portfolio
Disclaimer: Independent educational project. Not affiliated with JPMorgan Chase.

Intelligence · GenAI on curated products

GenAI on curated products, not raw lakes.

The console and dashboards here are live instances of the JD's “GenAI on curated data products” - running under the same Postgres RLS plane as the rest of Atlas.

THE RULE

GenAI consumes only Gold / certified products through the catalog - never the raw lakes.

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Three patterns, one rule

Governed RAG
Delta knowledge baseMosaic AI Vector SearchModel ServingMLflow + Unity Catalog governance
Text-to-SQL / NL analytics
Databricks AI/BI GenieGenie OntologyUC Metric Views (governed metric definitions)Snowflake Cortex Analyst (equivalent)

Atlas's live /console is exactly this: a Genie-style governed text-to-SQL surface running under the same RLS plane.

Guardrails
Mosaic AI GatewayPII redactionRate limiting + safety filtersModel allowlistTelemetry: cost / latency / guardrail-trigger rate

Mirrored in the console's model allowlist + SELECT-only run_select guard - the same idea, enforced in this demo.

The console mirrors a Mosaic AI Gateway: a model allowlist, a SELECT-only run_select guard, and entitlement-scoped execution. Same idea, enforced in this demo.

Try the console

↑ Independent educational project by Kaushal Khodifad. JPMorgan Chase is a real company in the card data & analytics space; this design and the underlying prototype were built by Kaushal as a portfolio study. Not affiliated with, endorsed by, or representative of JPMorgan Chase's actual product. Data is from public sources. Figures are estimates.

Return to portfolioOpen the live demo