From the Workshop

Web Development
& AI Blog

Technical deep-dives, architecture decisions, and lessons from building custom web applications and AI integrations.

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Build 8 min read

How Long Does It Take to Build a Website? (And What Moves the Number)

Four weeks for a marketing site, twelve for a platform. The timeline follows what the product has to do, and four variables decide where yours lands.

Aug 11, 2026 Read
Automate 8 min read

RAG, Explained for Your Business

A general AI model has never seen your pricing or policies. RAG is how it answers from your own content, and why retrieval decides the quality.

Aug 4, 2026 Read
Automate 8 min read

What AI Costs at Volume (and How to Control It)

An AI feature's cost is a meter that scales with usage and spikes without warning. How to measure, cap, and cut what a production AI feature costs.

Jul 28, 2026 Read
Automate Monitor 9 min read

LLM Observability: How to Tell When Your AI Quietly Broke

A model that passed its tests can still degrade silently in production. LLM observability is how you catch AI drift before your customers do.

Jul 21, 2026 Read
Automate 8 min read

How AI Evals Actually Work

You can't unit-test a language model. Evals are the graded test sets that catch AI quality regressions before your customers do. Here's how they work.

Jul 14, 2026 Read
Monitor 8 min read

How to Measure AI Search Traffic (When Your Analytics Can't)

Measuring AI search traffic is hard because most of it lands as 'direct.' Here's why it's invisible, and the signals that let you track it anyway.

Jul 7, 2026 Read
Build 8 min read

Do You Need React or Next.js for a Marketing Site?

React and Next.js are built for applications. A marketing site is mostly content. How to tell which one you have, and when a framework is overkill.

Jun 30, 2026 Read
Automate 7 min read

AI Guardrails: Keeping a Model On-Task When Users Go Off-Script

A model with no guardrails does whatever the last user told it to. What input and output guardrails actually are, and why a system prompt isn't one.

Jun 23, 2026 Read
Build 8 min read

WordPress, Done Properly: Custom Themes and Blocks vs. Plugin Sprawl

WordPress isn't slow or fragile by nature. Plugin sprawl is. The skill is knowing what should be a custom theme and what should be a plugin.

Jun 16, 2026 Read

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