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Insights & guides

Practical guides on automation, applied AI and the systems behind useful software.

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9 guides

Applied AI4 min read

Useful AI starts with a review step

A practical framework for deciding what to automate, what to validate and where to keep a human in the loop.

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Product building4 min read

Build the smallest useful product

A product scope that gets from a real problem to a complete, usable outcome, without becoming a platform.

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Architecture8 min read

The Real Cost of Building Your Own Job Queue

A queue looks simple until retries, concurrency, visibility, and failure recovery become part of the product.

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Architecture7 min read

When Reliability Layers Hide a Weak Vendor

Retries and fallbacks are useful, but they can quietly transfer a supplier's reliability problem into your own architecture.

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Architecture8 min read

When Background Jobs Become a Platform Problem

Delayed work can outgrow a worker quickly. Here is how to recognize the boundary without adopting orchestration too early.

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Architecture7 min read

Observability Cannot Fix a Broken Architecture

More dashboards can explain a failure, but they cannot remove unclear ownership, excessive coupling, or fragile request paths.

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Automation7 min read

Webhook Scheduling Does Not Always Need Orchestration

A future HTTP request is often just that. Model the reliability requirements before adopting a full workflow engine.

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Automation10 min read

Webhook Retry Logic: A Practical Guide

Reliable webhook delivery requires more than retrying every error. Backoff, idempotency, limits, and visibility must work together.

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Automation9 min read

How to Schedule Webhooks Without Cron Jobs

Cron is useful for repeated work. A durable scheduler is usually a better model for one HTTP request at a specific future time.

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