Blog

Prompting is discovery. Skills are repetition. Gates are how AI workflows become reliable.

A small framework that turns whatever task or note app you already use into a Karpathy-style LLM wiki. Pluggable storage adapters, parallel retrieval with RRF, agent-data notes.

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.

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.

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, 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 a Telegram bot powered by Claude in 30 lines of bash. Long-polling daemon, MCP tool access, attachments, allowlisting. Runs on a VPS.

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 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.

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.

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.

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.