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Research Direction

Harnesses for Coding and Reasoning Systems

Evaluation harnesses are the missing link between models and operations.

Type
Research Direction
Status
Published
Published
April 8, 2026
Systems
boundary
Benchmarks are useful, but they are not harnesses. A benchmark scores a model on a fixed test set; a harness exercises a system inside scenarios that look like the work it is supposed to do. ### Scenarios, Not Test Sets A coding harness runs a system against realistic codebases, with realistic errors, in realistic loops. A reasoning harness runs a system against realistic decision settings, with realistic uncertainty and realistic tools. The unit of evaluation is the scenario, not the prompt. ### Harness as Operational Surface Once a harness exists, it becomes the surface on which improvements are evaluated, regressions are caught, and policies are stress-tested. Boundary is being built around this idea: evaluation infrastructure that operations teams can actually depend on.

Citation Artifact

DBRL-RESEARCH-HARNESSES-FOR-CODING-AND-REASONING-SYSTEMS-2026