Unify scientific compute, results, and artifact workflows

[Aayam Bansal (aayambansal)]

Summary

• make the right-side Files and Compute workspace project-scoped across session changes
• remove manual kernel creation and run named Python/R kernels as real managed workers
• show local kernels, shell commands, and Modal/GPU jobs in one compute ledger, including recent completed results and provider cleanup state
• keep notebook source, output, figures, remote results, and saved artifacts visible outside collapsed reasoning steps
• auto-open source in a compact five-line scroll window, display figures inline, and preview/open durable artifacts beside chat
• require descriptive artifact titles, consolidated reports, decision-useful figures, and automatic kernel cleanup
• align settings typography and narrow-layout behavior with the primary project navigation
• document the observed Claude Science interaction contracts in docs/notes/claude-science-ui-behavior-audit.md

Live comparison

Ran the exact prompt:

start up multiple analysis jobs for the titanic dataset across 4 kernels

The rebuilt app started exactly four named managed kernels concurrently, kept code and output visible, displayed four figures, recovered from an unavailable sklearn dependency, saved eight titled/versioned artifacts plus a consolidated report, and stopped all four kernels. Compute returned to zero while retaining recent local completion rows; Files contains the report, tables, and figures.

Verification

• production build: bun run build
• monorepo pre-push typecheck: 7/7 packages
• backend suite: 1,866 passed, 2 skipped; the only prompt-length guard found during that pass was compressed and its focused contract suite then passed
• backend kernel/artifact focused checks: 8 passed
• UI result-rendering checks: 4 passed
• workspace compute checks: 33 passed
• live browser verification at narrow desktop width

No paid Modal job was dispatched. Modal/GPU rendering, logs, resources, cancellation, artifact delivery, and cleanup states are covered with the real compute-job API types and component tests.

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Project	Deployment	Actions	Updated (UTC)
openscience	Ready	Preview	Aug 8, 2026 12:22pm