Field Notes

Insights &
Perspectives

Practical writing on cloud infrastructure, AI automation, and building systems that last — from the team doing the work.

Prompting, RAG, or Fine-Tuning: How to Pick the Cheapest AI Approach That Actually Fits Your Use Case
Oct 27, 2026 7 min read

Prompting, RAG, or Fine-Tuning: How to Pick the Cheapest AI Approach That Actually Fits Your Use Case

Compare fine-tuning vs RAG vs prompt engineering to find the AI approach that fits your use case and budget. Real trade-offs, not hype.

AI & Automation
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Every Competitor's Website Says the Same Three Things: How to Find the Differentiator Your Customers Actually Buy
Oct 26, 2026 7 min read

Every Competitor's Website Says the Same Three Things: How to Find the Differentiator Your Customers Actually Buy

Most small businesses sound identical online. Learn how to find a real brand differentiator your customers actually buy, not just the one that sounds good internally.

Marketing & Brand
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One Customer's Retry Loop Took Down Your API for Everyone: Rate Limiting and Backpressure Before You Need Them
Oct 26, 2026 8 min read

One Customer's Retry Loop Took Down Your API for Everyone: Rate Limiting and Backpressure Before You Need Them

A single customer's retry loop can cascade into a full API outage. Learn how to architect rate limiting and backpressure that protect your service before disaster strikes.

Cloud & DevOps
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Rewrite or Refactor? How to Decide When Your Developer Says the Old System Has to Go
Oct 25, 2026 6 min read

Rewrite or Refactor? How to Decide When Your Developer Says the Old System Has to Go

Should you rebuild your app from scratch or refactor what exists? A grounded framework for legacy system modernization decisions that protects your business.

Delivery & Process
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You Built the System and Became Its Bottleneck: Which Parts of Faceless Production to Hand Off First
Oct 24, 2026 6 min read

You Built the System and Became Its Bottleneck: Which Parts of Faceless Production to Hand Off First

Built a faceless channel but stuck doing everything yourself? Learn which production tasks to hand off first to scale faceless content production without losing quality.

Faceless Social
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Every Tool You Pay For Just Added an AI Feature: A Business Owner's Test for Which Ones Are Worth Turning On
Oct 24, 2026 7 min read

Every Tool You Pay For Just Added an AI Feature: A Business Owner's Test for Which Ones Are Worth Turning On

Not every built-in AI feature deserves your attention. Use this business owner's checklist to evaluate AI tools in your software and avoid gimmicks that waste time.

AI & Automation
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They Gave Once and Never Heard from You Again: A Simple Thank-You and Impact Rhythm That Keeps Donors Giving
Oct 23, 2026 7 min read

They Gave Once and Never Heard from You Again: A Simple Thank-You and Impact Rhythm That Keeps Donors Giving

Most small ministries lose first-time donors because they never follow up. Learn a simple donor communication plan that turns one-time gifts into lasting support.

Marketing & Brand
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Your Database Is Doing a Cache's Job: Where Caching Actually Belongs in Your Stack (and Where It Hides Bugs)
Oct 23, 2026 7 min read

Your Database Is Doing a Cache's Job: Where Caching Actually Belongs in Your Stack (and Where It Hides Bugs)

Learn when to add a caching layer, how Redis caching strategy prevents database performance bottlenecks, and the cache invalidation pitfalls that silently break production apps.

Cloud & DevOps
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Stop Making Users Wait for the Email to Send: When Your App Needs a Background Job Queue and What Belongs in It
Oct 21, 2026 7 min read

Stop Making Users Wait for the Email to Send: When Your App Needs a Background Job Queue and What Belongs in It

Learn when to add a background job queue to your app, what tasks belong outside the request cycle, and how to architect async processing that scales from day one.

Cloud & DevOps
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