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Benchmark methodology

Bug Reproduction Benchmark

Transparent methodology for measuring governed agent fleets. Results published as available, framework pages labeled clearly when data is in progress. This page documents methodology; results are published when available.

Methodology

What is measured

Rate of successful reproduction from issue description + telemetry to minimal reproducing path with evidence.

Why it matters

Reproduction cycle time dominates incident cost; fleets must shorten time-to-repro without unsafe actions.

Methodology

Curated incident narratives from sanitized production-like fixtures. Success requires reproducible steps, graph context attachment, and evidence bundle.

Limitations

Synthetic incidents may not capture organizational process constraints or proprietary tooling.

Next step

Request benchmark briefing

Transparent methodology for measuring governed agent fleets. Results published as available, framework pages labeled clearly when data is in progress.

01The operational surface

One surface for posture, operations, and what needs attention next.

The Zof home is not a marketing dashboard. It is the operational surface engineering, QA, and SRE teams use every day, quality posture, in-flight runs, coverage by module, and the actions a leader should look at next.

OPERATIONAL KPIs

  • Runs
  • Coverage
  • Risk

Live across every environment you ship to.

WORK SPINE

  • Specs
  • Tests
  • Schedules

From specification to scheduled regression.

GUARDRAILS

  • RBAC
  • SSO
  • audit

Every action attributable to a named human.

STAGING · LIVE/home
Zof AI home command center showing 12 runs at 94% pass, 3 open critical issues, 84% coverage, four module traceability bars, the specification pipeline, upcoming schedules, and recommended next actions with an active-runs sidebar.
Home view · Checkout Service · Staging · captured live from the product.
  • 01 · RUNS · 24H

    94% pass

    12 runs across staging

  • 02 · COVERAGE

    84%

    Across four modules

  • 03 · ACTIVE RUNS

    3 running

    Live on this branch

  • 04 · NEXT ACTIONS

    Recommended

    Triage gaps, new spec

Bug Reproduction Benchmark | Zof AI