Problems / Multi-agent and harness, hard

Harness test runs

A coding harness runs the test suite in a sandbox every turn. 8 sandboxes, about 1.2 s per run.

Free to open. Runs in your browser, no sign-up.

Your goals

Success ≥ 95% of tasks, p99 ≤ 90 s.

The traffic

2 requests a second for 45 seconds: 100% task (writes).

The system

What each component does in this design, and what calls it. The simulator mimics each one from these settings.

ComponentIts job hereSettings
Load balancerLoad balancerTraffic enters here.Calls Agent API.Layer 4 balancers route by IP and port; layer 7 balancers read HTTP and can route by path or header.–
Agent APIApp serviceLoad balancer forwards to it.Calls Agent harness.Little's law: throughput ≈ concurrency ÷ latency. 200 slots at 50 ms serve about 4,000 req/s.3 replicas × 500 slots · timeout 180 s
Agent harnessAgent harnessAgent API calls it.Calls Model, Code sandbox.A harness is everything around the model in an agent: context management, tools, checkpoints, retries and evaluation.400 slots · 5 steps
ModelLLM endpointAgent harness calls it.Latency has two parts: time to the first token, then a steady stream of tokens per second.300 streams
Code sandboxCode sandboxAgent harness calls it.Sandboxes run model-written code in an isolated container with limited network and time.8 slots

Hints

Try it first. Open one hint at a time if you get stuck.

Hint 1

Test runs a second × run time = sandboxes busy.

Hint 2

Multiply by the fan-out and the number of turns to get the real call rate on shared models and tools.

One way to solve it

Add sandbox capacity.

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