THE TEST
SECTION 07
ISSUE 001
Independent Evaluation Markets
Projection: PaperBench and SWE-bench-Live show that domain-specific, renewable trials can expose headroom and contamination. Buyers may commission independent private evaluations before procurement. Timing is uncertain; a market exists only if third parties can reproduce results under buyer workloads without privileged vendor access or benchmark leakage.
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 projection; 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