From the Workshop
Web Development & AI Blog
Technical deep-dives, architecture decisions, and lessons from building custom web applications and AI integrations.
Website Maintenance After Launch: What It Actually Covers
A site that launched fast and accessible can quietly fail half its checks a quarter later. Here is what ongoing website maintenance actually covers.
Read Aug 18, 2026 Build 8 min readHow 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.
Read Aug 11, 2026 Automate 8 min readRAG, 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.
Read Aug 4, 2026 Automate 8 min readWhat 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.
Read Jul 28, 2026 Automate Monitor 9 min readLLM 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.
Read Jul 21, 2026 Automate 8 min readHow 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.
Read Jul 14, 2026 Monitor 9 min readHow 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.
Read Jul 7, 2026 Build 8 min readDo 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.
Read Jun 30, 2026 Automate 7 min readAI 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.
Read Jun 23, 2026Have a project in mind?
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