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Console contract, rag-sec-tutorial, and removal of the one-click RAG packs - #7

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kchandan merged 4 commits into
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console-pack-catalog
Oct 26, 2026
Merged

kchandan merged 4 commits into
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console-pack-catalog

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Four commits that were never pushed:

  • rag-sec-tutorial: the Databricks RAG as nine notebooks a student runs step by step.
  • Removes rag-lakebase, rag-sec-filings and rag-sec-filings-live (a message points to the tutorial).
  • packs --json: machine-readable catalog with platforms and cost tier.
  • Job contract: launch and destroy commands, passwords sealed to the orchestrator key.

Base of the AML pack PRs that follow.

🤖 Generated with Claude Code

kchandan and others added 4 commits October 23, 2026 20:51
…runs step by step

labagent launch rag-sec-tutorial uploads the notebooks and the app code to the student's
workspace and leaves the running to them: set up, data, embeddings, pgvector (with a
staged 'embed everything except Apple' demo), search, answer and evaluate, deploy the
app, and clean up. Each notebook ends with a check cell. Validated in a Free Edition
workspace on serverless compute: all notebooks pass, the deployed app answers with
citations, and cleanup removes the app and the database.

Also fixes a defect in the deployed RAG app: databricks-gpt-oss-120b spends tokens on
reasoning, so the 500-token answer limit truncated answers and their citations. The limit
is now 1200 (longest answer seen in testing used 868).

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
…sec-filings-live)

The step-by-step rag-sec-tutorial replaces them. Removed with them: the demo corpus, the
Dbx.api retry helper and Source.fingerprint (used only by those packs). The shared model-name
patterns move to labagent.packs.databricks.models. Anyone who types an old pack name now gets
a message pointing to rag-sec-tutorial, instead of the old alias silently matching it by prefix.

Kept because the tutorial and dataset builds need them: the app code and its UI builder, the SEC
snapshot source and the evaluation questions, the dataset command. The SEC EDGAR parser has no
entry point any more; rebuilding the dataset from EDGAR needs the v0.2.1 tag.

BREAKING for anyone using 0.2.1: launch rag-lakebase, rag-sec-filings and rag-sec-filings-live no longer exist.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
The console seeds its lab list from this instead of a hand-written table.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
…chestrator key

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
@kchandan
kchandan merged commit ac4a607 into main Oct 26, 2026
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