THE BUILD
SECTION 08
ISSUE 001
Evals Become Continuous Integration
Projection: PaperBench makes end-to-end research reproduction testable, while SWE-bench-Live keeps software tasks current. The next step is evaluation as continuous integration: every model, prompt, tool, or policy change reruns representative traces. The test is early detection of meaningful regressions without freezing the workflow around stale cases.
Why this idea is here
What the evidence establishes.
PaperBench evaluates end-to-end AI research replication and reports large remaining headroom on the tested agents; SWE-bench-Live uses regularly refreshed software tasks to reduce benchmark staleness and contamination. These are source-backed premises for this inference; they do not by themselves prove broad adoption or the eventual outcome.
Source ledger
Read the sources.
- S01PaperBench
official benchmark release / published 2025-04-02 / retrieved 2026-07-09
- S02SWE-bench-Live Leaderboard
research benchmark / published 2025-03-31 / retrieved 2026-07-09