From the studio
AI and Automation
AI agents, MCP, AI-native products, Claude and Anthropic stack, automation pipelines.
Latest
Claude Code skills: when to use them, when they cost tokens
Claude Code skills load on demand and cost 75-150 tokens each just to list. Use them for procedures over five lines; keep project-wide rules in CLAUDE.md.
AI integration agency in 2026: what their pitch should actually contain
An AI integration agency pitch in 2026 is judged on three things: what gets deployed, how it gets measured, and how it gets handed back. Ten checks to listen for, five red flags to walk out on.
12 mistakes we see teams make building their first multi-agent ops system
Multi-agent LLM systems fail in production at 41 to 86 percent. Most of the failures trace back to twelve specific decisions teams make in the first month. Here is what they look like and how to undo them.
Claude integration partner: what to look for before you sign
A Claude integration partner ships production AI on Anthropic's stack. Here are the 8 checks, the 6 to 14 week timeline, and when you should not hire one.
Multi-agent system design patterns that survive production
Multi-agent systems cost 15 times more than chat. 40% of pilots fail in 6 months. Five design patterns decide if your AI agent team ships or stalls.
Claude Code hooks: PreToolUse, PostToolUse, and patterns that scale
How to wire Claude Code hooks for security gates, format-on-save, and team-wide guardrails without slowing the agent down.
AI-native vs AI bolted-on: how to tell in 60 seconds
What separates AI-native products from retrofits: the architecture, the data flow, the team shape. Plus a 60-second test you can run on any product.
Claude Code workflow patterns we use to ship production code daily
Seven Claude Code workflow patterns we run daily to ship production code: plan mode, CLAUDE.md, hooks, subagents, parallel sessions, slash commands, MCP.
Managed vs self-hosted MCP server: 6 axes that decide it
Time to first tool, auth, security posture, cost at scale, data residency, protocol velocity. The six axes that decide whether you build an MCP server or buy.
How to build a Next.js MCP server on an existing SaaS (2026)
Add an MCP server to a running Next.js 16 SaaS: the packages, the route handler, auth, and session state, plus the four failure modes you will hit.
What is MCP and why your SaaS needs an MCP server in 2026
MCP is the open protocol AI agents use to call your SaaS. Here is what it is, how it works, and when your product should ship a server in 2026.