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AI and Automation
AI agents, MCP, AI-native products, Claude and Anthropic stack, automation pipelines.
Latest
MCP governance in 2026: what the Linux Foundation handoff changed
Anthropic donated MCP to the Linux Foundation in December 2025. Who decides the spec now, what the 2026-07-28 release removed, and what to check.
AI feature token cost: budget it before it eats your margin
Traditional SaaS runs 80% gross margin; AI-native products sit near 52%. The gap is token cost. Here is how we budget AI features so margins hold.
Harden an MCP server for enterprise: SSO, audit, gateway
A 2026 scan found 33% of MCP servers had critical vulnerabilities. Here is how to add OAuth 2.1 SSO, audit trails, and a gateway to yours.
Claude Code context window: manage it like a token budget
A fresh Claude Code session already spends about 20,000 tokens before you type. Here is how /context, /compact, and /clear keep the 200K window sharp.
Anthropic API in Next.js: streaming, caching, and cost control
Wire Claude into a Next.js app: a server-side route handler, SSE streaming, a cached prompt prefix at 10% of input cost, and retries that survive a 429.
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 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.
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.
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 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.
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.