Blog
Blog
Engineering notes on AI agents, automation, and the infrastructure behind them.
April 10, 2026 · 12 minMigrate Zapier to n8n: A Practitioner's Playbook for 2026
How to migrate Zapier to n8n without breaking production. Concept mapping, cost math, self-hosted gotchas, and when Make.com is the better move. Download the free AI Automation Checklist.
April 9, 2026 · 12 minGitHub Issue Management AI: Build Claude-Powered Triage That Works
Build github issue management ai with Claude: webhook, tool use, labels, duplicate detection, and confidence thresholds. Three automation levels, real cost numbers. Download the free AI Automation Checklist.
April 8, 2026 · 12 minMigrate Zapier to Make: A Practitioner's Migration Guide (2026)
How to migrate Zapier to Make.com without breaking production: 6-step strategy, concept mapping, cost math, and the gotchas nobody warns you about. Download the free AI Automation Checklist.
April 7, 2026 · 5 minYour AI Content Tool Knows Your Strategy. Do You?
Every prompt you send contains business context. Brand voice docs, competitive positioning, internal strategy. Most AI tools promise not to look at it. There is already technology that replaces trust with proof. Download the free AI Automation Checklist.
April 5, 2026 · 11 minAutomate Content Publishing with Make.com: One Article to Five Platforms
Automate content publishing with Make.com. Build a Notion to LinkedIn, Dev.to, Hashnode, Medium, X pipeline with canonical links and structured output. Download the free AI Automation Checklist.
April 5, 2026 · 18 minvLLM on Kubernetes: Deployment and Production Handover
Deploy vLLM on Kubernetes, then check load, access, recovery and operating ownership before handover. Includes a small acceptance brief for IT teams.
April 1, 2026 · 11 minClaude Code SDK Agents: Build Production Agents Without the Loop
Claude Code SDK agents give you file tools, bash, MCP, and subagents for free. Here's when to use the SDK vs the raw Claude API, with real code. Download the free AI Automation Checklist.
April 1, 2026 · 16 minRAG Pipeline Tutorial: Build a Production Document Q&A System with Qdrant and Claude
End-to-end RAG pipeline tutorial. Qdrant + Claude Sonnet 4.6 + local embeddings. Real code for chunking, retrieval, augmentation, and citation-grounded answers. Download the free AI Automation Checklist.
March 31, 2026 · 4 minSpend Your Human Thinking Tokens Where They Compound
More automations running. More agents deployed. More pipelines humming. But the biggest improvement wasn't adding more automation — it was getting honest about where my thinking actually matters. Download the free AI Automation Checklist.
March 31, 2026 · 13 minn8n Self-Hosting Guide: Docker, Kubernetes, and Bare Metal in Production
Production n8n self-hosting guide with three deployment paths: Docker Compose, Kubernetes, and bare systemd. Real configs, backups, scaling numbers. Download the free AI Automation Checklist.
March 30, 2026 · 14 minBuild MCP Server TypeScript: Complete Tutorial with Claude
Build MCP server TypeScript tutorial. Ship a production model context protocol server with the typescript mcp sdk, stdio transport, zod validation, and Claude mcp integration. Download the free AI Automation Checklist.
March 27, 2026 · 14 minClaude Extended Thinking: How budget_tokens Is Billed (Real Costs)
Extended thinking bills as output tokens. What budget_tokens controls, real cost per request, and the Node.js setup with a copyable cost table.
Your agents answer from whatever the retriever finds, and too often that is last quarter's truth. I build the context layer they answer and act from: a temporal knowledge graph that keeps every fact with its source and the time it held, reads with each person's own permissions, and writes nothing without a person's approval. On your own tenant, billed by the hour, step by step.