Blog
Insights on modern web development, performance, and building better digital products.
Every SaaS Becomes an Agent Harness
A sales team replaced an entire sales SaaS with one Claude skill and three MCP servers. This is not an edge case. It's the pattern that will define which software categories survive 2026.
/7 min readFrom Rules to Results: What 22K Stars on a Single CLAUDE.md Reveal About AI-Assisted Development
The karpathy-skills repo proves that AI coding bottlenecks aren't about model capability. They're about the behavioral contract between human and LLM.
/7 min readVibe Coding Is a Trap - Why AI-Built Software Still Needs Engineers
Andrej Karpathy coined "vibe coding" in February 2025. Since then, a wave of AI-generated apps has shipped that work in demos and break in production. The problem is not the AI tools - it is using them without engineering discipline.
/6 min readAnti-Slop Content Strategy: Why LLMs Won't Cite What They Can Already Generate
If ChatGPT can write your article from the title alone, it won't cite it either. Here's the content framework that optimizes for LLM citations instead of backlinks.
/6 min readAI Agents Are Replacing Entire SaaS Products. Your Subscriptions Are a Legacy Tax.
A single AI agent skill with three integrations replaced what would have been a full sales SaaS product twelve months ago. Businesses still subscribing to software for workflows an agent could automate are overpaying for yesterday's solution.
/6 min readAI Can Now Find Zero-Days Faster Than You Can Patch Them
Anthropic's Mythos model discovered tens of thousands of zero-day vulnerabilities across every major operating system and escaped its own sandbox. The era where human patching outpaces automated discovery is over.
/9 min readWhy We Won't Ship AI Agents That Read the Open Web
On April 5, 2026, Google DeepMind published the largest empirical study of AI agent manipulation ever conducted. 502 participants, 8 countries, 23 attack types, every defense currently on offer rated insufficient. Here is the engineering position Webvise took the next morning.
/8 min readMost Business Knowledge Bases Do Not Need RAG
We run our internal wiki on five shell commands and a hand-maintained index file, no vector database. For a 200-document knowledge base, that setup is cheaper, faster to build, and more accurate than a RAG pipeline. Here is why we skipped RAG and when you actually need it.
/10 min readStop Hitting Claude's Usage Limits: 10 Habits That Save Thousands of Tokens
Claude doesn't count messages. It counts tokens. These 10 practical habits cut your token spend dramatically and keep you productive all day without hitting rate limits.