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Feb 04, 2026

Idempotency keys for APIs: stop duplicate orders, emails, and writes

When retries create duplicate side effects, idempotency keys are the only safe fix. This playbook shows how to design keys, store results, and prove duplicates cannot recur.

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 30, 2026

HttpClient keeps getting 429s: why retries amplify rate limiting in .NET

When retries multiply 429 errors instead of fixing them: how retry amplification happens, how to prove it, and how to honor Retry-After with budgets.

Jan 29, 2026

Polly retries making outages worse: stop retry storms with backoff and jitter

When retries amplify failures instead of fixing them: how retry storms happen in .NET, how to prove it, and the four components that stop cascading failures.

Jan 26, 2026

Retries making outages worse: when resilience policies multiply failures in .NET

Retry storms don't look like a bug—they look like good engineering until retries amplify failures and multiply in-flight requests during backpressure.

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.