Category: Automation
Featured in Automation
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.
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 16, 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 14, 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.
Jan 11, 2026
Latest in Automation
Signature invalid but bot was working: why clock drift breaks auth suddenly
When bot gets signature invalid or 401 after working fine for hours: why clock drift breaks exchange auth suddenly, and the time calibration that prevents it.
PyTorch Training Workflow: Best Practices for Efficient Model Development
Learn how to structure and optimize your PyTorch training workflow. This guide covers dataset preparation, defining models, training loops, evaluation, and essential b…
Building Image Recognition Models with ML.NET: From Pixels to Predictions
Discover how to build powerful image recognition models using ML.NET. This comprehensive guide covers everything from data preprocessing and model training to deployme…
Kamran Ul Haq
Founder & Lead Engineer
I help teams keep automation and .NET systems stable in production: stop duplicate side effects, fix retry storms, make failures observable, and ship guardrails fast. If you’re dealing with 429s, timeouts, runaway jobs, or “it fails but the logs don’t say why”, I’ll help you stabilize first and then harden so it stays fixed.
Most Popular
Trading bot keeps getting 429s after deploy: stop rate limit storms
Agent keeps calling same tool: why autonomous agents loop forever in production
Retries amplify failures: why exponential backoff without jitter creates storms
API key suddenly forbidden: why exchange APIs ban trading bots without warning
Signature invalid but bot was working: why clock drift breaks auth suddenly
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