Blog
Engineering notes on AI agents, automation, and the infrastructure behind them.
What Anthropic's April 23 Postmortem Reveals About Your Agent Harness
Three bugs over two months, one usage-limit reset for every Pro subscriber. The postmortem reads like a free audit checklist for any production agent harness.
Voice AI in Production: From RunPod to Hosted Kubernetes
One pod serves one user at a time. Production serves thousands. Here's what that gap actually costs, and why voice AI companies keep asking for hosted Kubernetes.
95% of PII Redaction Doesn't Need an LLM. The Other 5% Does.
When to use deterministic masking and when a fine-tuned LLM earns its compute on SAP production data copies. A hybrid architecture.
AI Automation for Freelancers: 8 Workflows I Run Daily
Ai automation for freelancers, broken down into 8 concrete workflows I run on a €15/mo VPS. Proposals, invoices, briefings, CRM, content, all with Claude. Download the free AI Automation Checklist.
Build Your Own Claude Telegram Bot: 30 Lines of Bash, No Plugin Needed
Build your own Claude Telegram bot instead of installing the official plugin: a 30-line bash long-polling daemon you fully control. Full script, MCP tools, attachments, allowlisting.
What llama.cpp's Pace Tells You About On-Prem LLM Readiness
Your team asked for GPU budget for self-hosted inference. You said not yet. The tooling moved, the org didn't, and the delay is costing you leverage you don't know you're losing.
MCP Servers Explained: What Model Context Protocol Does
MCP servers explained without the marketing. What Model Context Protocol is, how the architecture works, and when to write your own server. Download the free AI Automation Checklist.
n8n AI Agent Workflow Examples: 5 Production Patterns
Five real n8n ai agent workflow examples with Claude, RAG, and human-in-the-loop. Node graphs, prompts, costs, and production hardening tips. Download the free AI Automation Checklist.
Migrate 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.
GitHub 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.
Migrate 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.
Your 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.