AI and Automation
AI agents, MCP, AI-native products, Claude and Anthropic stack, automation pipelines.
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AI and Automation · Jul 17, 2026
Google's scaled content abuse policy: the AI pipeline that survives
Google's June 2026 spam update ran on SpamBrain in two days. What the scaled content abuse policy actually checks, and how to build a pipeline it clears.
AI and Automation · Jul 12, 2026
AI integration cost for a SaaS in 2026: real ranges
AI integration cost splits into build, run, and maintenance. Real 2026 ranges for chatbots, RAG, and agents, plus the hidden third of the bill most budgets forget.
AI and Automation · Jul 5, 2026
How to write a CLAUDE.md file that steers Claude Code reliably
CLAUDE.md loads into every Claude Code session, so every line competes for attention. Keep it under 120 lines, write positive rules, and move fixed checks to hooks.
AI and Automation · Jun 30, 2026
Designing for AI agents: building a UI the non-human user can read
AI agents read your site through the accessibility tree, the structure screen readers use. In a 2026 study, agent task success fell from 78% to 42% on a degraded one.
AI and Automation · Jun 14, 2026
AI consulting firm vs AI studio: which fits your stage in 2026
Big Four AI engagements run $300K to $2M+ over 6 to 18 months. A boutique AI studio ships in 8 to 12 weeks for $30K to $80K. Which one fits your stage.
AI and Automation · Jun 13, 2026
What is a Claude Code studio in 2026 (and how to pick one)
A Claude Code studio builds production software using Claude as the execution layer. We define the label and show how to verify a real one before you sign.
AI and Automation · Jun 4, 2026
Short-lived MCP server URLs: the TTL pattern for AI agents in 2026
1,467 MCP servers are exposed on the public internet with no auth, per Trend Micro. Short-lived URLs with a TTL of minutes, not days, close the hole.
AI and Automation · May 30, 2026
Claude Code skills: when to use them and when they pile up as overhead
Skills load on demand and cost 75-150 tokens each in the listing. Use them for procedures over five lines. Skip them for project-wide rules.
AI and Automation · May 24, 2026
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.
AI and Automation · May 23, 2026
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.
AI and Automation · May 18, 2026
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.
AI and Automation · May 10, 2026
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.