Skip to content

Recent articles

Insights on modern web development, performance, and building better digital products.

8 min read

ChatGPT and Perplexity Reached webvise.io's Top Referrers. Here Is the Format That Performed.

Two AI search engines entered this site's top-7 referrers for the first time. The post that earned the citations is a decision tree, not an ultimate guide.

9 min read

Your AGENTS.md Is Your Moat Now: What Goes Inside Production Files

Next.js 16.2 made AGENTS.md default scaffolding on Tuesday. Augment's empirical study and my production template show what useful agent instructions actually contain.

7 min read

How One Blog Post Earned 40K Google Impressions In 11 Days

AI Overviews summarize generic content away. One blog post on webvise.io earned 40,000 Google impressions in 11 days because Google had no summary to display. Here is what changed in the editorial bar behind pages like it.

11 min read

Why AI Teams Ship Faster and Launch Worse: The Intent Debt Problem

AI made writing code nearly free. Deciding what to write got harder. The gap is intent debt, and it compounds faster than any legacy codebase ever did.

10 min read

OpenAI Privacy Filter: The Open-Weight PII Model That Runs in Your Browser (And Where It Belongs in an Agent Stack)

OpenAI's new open-weight PII classifier runs in your browser and fills a governance layer that many agent stacks underweight. Here's how the model works, where it fits, and what it breaks.

9 min read

When Clients Ask For RAG in 2026: My Decision Tree (And Why I Rarely Start There)

I still build RAG pipelines when clients insist, but I rarely recommend them first in 2026. Most of the 2024 LLM tooling stack got obsoleted between January and April. Here is the decision tree I walk every prospect through, and what I ship when the tree points away from RAG.

9 min read

Copilot vs. Autopilot: Why Many AI Agencies Struggle to Compound Their Margins

Sequoia says services are the new software. ColdIQ hit $7M ARR selling the work, not the tool. Here's why AI agencies selling tools face margin compression, and what replaces them.

10 min read

Kimi K2.6: An Open-Weight Frontier Coding Model at One-Tenth the Cost

Moonshot's Kimi K2.6 is the second open-weight Chinese coding model to land at frontier level in four months. For agencies shipping AI agents to clients, the stack decision changed overnight.

7 min read

Rotate, Redeploy, Revoke: The webvise Response to the Vercel Breach

Vercel disclosed a supply-chain breach on April 19, 2026. The response I ran across every managed project, and why this breach shape needs a different response model.