Engineering & roadmap

Implementation review: PB-116, PR 891

Development documentation. This guide follows a reviewed snapshot of main and may describe capabilities not yet in Stable. Check Preview labels and release notes. Some executable names and paths remain unchanged for compatibility. Legacy names explained ↗
Field Value
Backlog item PB-116, Fabric Spark interactive sessions (Livy) as a Preview engine (issue #852)
Pull request #891 and #1133, merged, plus the later hardening (#1191, #1201, #1292, #1439); main at 063b84ed
Package none
Reviewer Product management thread
Date 2026-11-01
Environment Linux container, engine from source, Fabric faked. One live run on 2026-10-29 (docs/platforms.md#live-runs)

Outcome#

Accepted with Documented Limitations (recommended).

Recommended by: Product management thread. Decided by (product owner): Chris, 'Accept all six' on the decision card on 2026-11-01 (project message cmsg_018T4o2pQdpbLBNhHpgVNNGpHEi2797KQ2xEh3mRcFsM8K).

Acceptance criteria#

# Criterion (copied from the backlog item) Result Evidence
1 Every remote session start goes through the remote compute confirmation and risk check Met, with one exception set by policy engines_service plans every remote engine with a risk check (_engine_risk). app/ui/engines.js shows the confirm with the target, the grant, the bill and the risk lines. The confirm is skipped only when IT's policy sets remote_compute = "policy" and lists the engine in allowed_remote_engines. The risk check still runs in that case.
2 Tests with Fabric faked cover start, run, cancel and stop Met test_fabric_spark.py: start (..._never_starts_is_ended, ..._dies_while_starting), run (cells_run_once_per_statement...), cancel (cancel_cancels_the_statement_in_fabric, the time limit), stop (close_ends_the_session_in_fabric_once). With test_notebook_formats.py: 99 passed
3 Docs say it uses Fabric capacity and is Preview Met docs/engines.md engine table ("Fabric capacity", "Preview, tested against fakes") and its "Fabric Spark (Preview)" section

Limitations to record#

  • One recorded live run (KUDP, 2026-10-29). Everything else is tested with Fabric faked.
  • An organization that pre-approves the engine by policy skips the per-session confirm.
  • Capacity use appears in the Fabric Capacity Metrics app, not in KratosForge.

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