Reliability
Agent reliability benchmarks your team can ship on
Reliability is repeatability under constraint. AgentClash benchmarks how often agents finish real tasks correctly, how much evidence they produce, and whether new changes make outcomes worse.
Candidate
Baseline
Control
replay timeline
ci verdict
Correctness improved, latency within budget, and required artifacts were preserved for review.
agentclash run create --follow
Reliability signals that matter
Built for reviewable agent decisions
Track success rate, cost stability, latency drift, tool misuse, and promoted failures — not just whether one demo looked impressive.
Sandboxed real-tool execution
Head-to-head runs with fair constraints
Scorecards for correctness, cost, latency, and tool strategy
Replay trails for every important action
Challenge packs that turn failures into reusable tests
CI gates for baseline versus candidate decisions
Workflow
Reliability workflow
Package the task
Describe the workload as a challenge pack with inputs, tools, scoring rules, and artifacts.
Race the agents
Run every candidate against the same task with the same constraints.
Replay the evidence
Inspect tool calls, outputs, artifacts, latency, cost, and judge evidence after the run.
Gate the release
Compare candidate and baseline runs, then fail CI before a regression reaches users.
Turn reliability into gates
Bring your first workload into the loop
Use challenge packs and regression suites to keep reliability benchmarks current as models and tools change.
FAQ
Agent reliability FAQ
What makes an agent reliability benchmark useful?
It reruns the same real workloads over time, tracks pass rates and cost/latency drift, and preserves evidence when a run fails.
How does AgentClash handle flaky agent behavior?
Teams can rerun workloads, inspect replay differences, and encode pass@k-style reliability policies in challenge packs and release gates.
Can reliability benchmarks block release?
Yes. Compare candidate and baseline scorecards in CI and fail the gate when reliability metrics cross your threshold.