Category: Automation
Featured in Automation
Crypto exchange rate limiting: fixed window vs leaky bucket (stop 429s)
A production-first playbook to stop 429 storms: diagnose the limiter type, add guardrails, and log the signals you need to stop guessing.
Why agents loop forever (and how to stop it)
A production playbook for preventing infinite loops: bounded retries, stop conditions, error classification, and escalation that actually helps humans.
Jan 16, 2026
Retry backoff and jitter: safe defaults to prevent retry storms
An incident-ready retry policy for production automation: stop rules, exponential backoff + jitter, caps, budgets, and the logs operators need.
Jan 14, 2026
Why exchange APIs "randomly" ban bots (and how to prevent it)
A production-first playbook to avoid bans: permissions, rate limits, auth hygiene, and traffic patterns that keep trading bots alive.
Jan 11, 2026
Latest in Automation
Timestamp drift: the silent cause of signature errors
Why bots suddenly start failing with 401/403 or signature errors, and the production fixes that stop timestamp drift from taking you down.
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
Crypto exchange rate limiting: fixed window vs leaky bucket (stop 429s)
Why agents loop forever (and how to stop it)
Retry backoff and jitter: safe defaults to prevent retry storms
Why exchange APIs "randomly" ban bots (and how to prevent it)
Timestamp drift: the silent cause of signature errors
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