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Jan 31, 2026

Trading bot keeps getting 429s after deploy: stop rate limit storms

When deploys trigger 429 storms: why synchronized restarts amplify rate limits, how to diagnose fixed window vs leaky bucket, and guardrails that stop repeat incidents.

Jan 16, 2026

Agent keeps calling same tool: why autonomous agents loop forever in production

When agent loops burn tokens calling same tool repeatedly and cost spikes: why autonomous agents loop without stop rules, and the guardrails that prevent repeat execution and duplicate side effects.

Jan 14, 2026

Retries amplify failures: why exponential backoff without jitter creates storms

When retries make dependency failures worse and 429s multiply: why exponential backoff without jitter creates synchronized waves, and the bounded retry policy that stops amplification.

Jan 11, 2026

API key suddenly forbidden: why exchange APIs ban trading bots without warning

When API key flips from working to 403 forbidden after bot runs for hours: why exchange APIs ban trading bots for traffic bursts, retry storms, and auth failures, and the client behavior that prevents it.

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