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Free AI Compute Is a Contract, Not a Gift: Stress-Testing MonkeyCode's Free Server Before You Commit

Description and use

Stress‑testing MonkeyCode’s free AI server determines if it meets latency, volume, and concurrency needs, guiding whether to stay free or upgrade.

Problem

Teams often assume free AI server tiers provide unlimited compute, leading to queue back‑ups and token exhaustion.

Outcome

The stress test reveals whether the free tier meets latency, volume, and concurrency requirements; if not, the team can implement retries, back‑off, or switch to paid options.

Workflow

  • 1. Identify the free tier limits (10 M tokens, no SLA).
  • 2. Write a stress‑test script using only Python standard library.
  • 3. Set concurrent=1 and run for 120 s, record p95 latency and error rate.
  • 4. Set concurrent=20 and run again, compare p95 and error rate.
  • 5. Interpret results: linear p95 growth, high error rate indicates quota or capacity limits.
  • 6. Decide whether to keep the free tier, add back‑off logic, or move to paid infrastructure.

Evidence

Day one: fast. Day four: the queue backed up and tokens vanished.

Source

Run it twice: once with concurrent = 1 and once with concurrent = 20. Compare the two p95 values.

Source

  • Record date: 2026-09-06T12:21:47.830Z