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Benchmarks

Benchmarks that reflect the work, not just the answer.

Each benchmark is listed from the day it is planned, with its status. A result appears only with its methodology. Until a benchmark is released, this page shows the agenda and the method, never a chart.

The agenda

BenchmarkPlanned

Workflow evaluation suite

At least 200 labelled workflow scenarios, with documented methodology and held-out cases.

BenchmarkPlanned

Agent permission and misuse suite

Denied-action tests, cross-tenant checks, injected instructions, approval-parameter mutation, credential revocation.

BenchmarkPlanned

Execution recovery suite

Timeouts, stale data, retry duplication, partial writes, checkpoint restart, external API failure.

BenchmarkPlanned

Inference and cost-per-accepted-outcome benchmark

Quality, latency and cost across model choices and routing, at fixed acceptance criteria.

BenchmarkPending permission

Client-measured results

Baseline, outcome and limits from approved engagements.

Required fields when a benchmark is released

  • task population and whether synthetic or authorised real data
  • task and scenario versions
  • systems, models, configurations and versions tested
  • baseline, including a deterministic alternative where applicable
  • who created and reviewed the ground truth
  • definitions of success, severe failure and partial success
  • run counts, seeds, uncertainty, hidden hold-out
  • what pass@k does and does not imply
  • environment artefacts and reproduction instructions
  • cost assumptions, date and limitations
  • security and privacy restrictions on traces and datasets
Evaluation standard →