Blog
Blog
Engineering notes on AI agents, automation, and the infrastructure behind them.
March 25, 2026 · 6 minClaude API Structured Output: JSON Schema and Strict Tool Use
Get schema-valid JSON from the Claude API with output_config.format or strict tool use. TypeScript examples, schema limits, and prefill migration.
March 24, 2026 · 4 minAI Skills Are the New Boilerplate: They Fix Nothing
Everyone shares skill libraries now. Why the 20-slash-command pitch and the 2-hours-saved claim miss what actually ships value in production. Book a free discovery call.
March 24, 2026 · 12 minLinux VPS AI Development Setup: Debian, Claude Code, MCP
Complete linux vps ai development setup guide: Debian hardening, Claude Code install, MCP clients, systemd services, backups, and cost tracking. Download the free AI Automation Checklist.
March 23, 2026 · 8 minClaude API Prompt Caching: When It Saves Money and When It Doesn't
Practitioner guide to claude api prompt caching. Cache control, TTL, pricing math, TypeScript code, and when the 10x cache read discount actually pays off. Download the free AI Automation Checklist.
March 21, 2026 · 6 minHow I Built a Business Email Agent with Compliance Controls in Go
How to build a production email agent in Go with compliance controls. Why off-the-shelf AI email tools fail for business operations, and what to do instead. Download the free AI Automation Checklist.
March 21, 2026 · 9 minSystemd Services for AI Servers: Production Setup on Linux
How to run systemd services for AI servers in production. Unit files, timers, logs, resource limits, and security hardening for MCP and LLM workloads. Download the free AI Automation Checklist.
March 20, 2026 · 11 minDocker Compose AI ML Development Stack: Local LLM, Vector DB, Full YAML
Complete docker compose ai ml development stack: Ollama, Qdrant, Postgres, Redis, LiteLLM. Copy-paste YAML, GPU support, and first-run commands for a local AI dev environment. Download the free AI Automation Checklist.
March 17, 2026 · 4 minDetecting When Smart Money Stops Being Smart
Following a profitable wallet is easy. Knowing when to unfollow it is where the money is. I learned... Download the free AI Automation Checklist.
March 17, 2026 · 4 minYour Vector Database Decision Is Simpler Than You Think
Choosing a vector database is simpler than benchmarks suggest. The three constraints that actually decide it, from someone running semantic search on a single VPS. Download the free AI Automation Checklist.
March 12, 2026 · 5 minI Run 10 AI Agents in Production. They're All Bash Scripts.
A week ago I wrote about shipping AI agents the right way. That piece was about the harness: quality... Download the free AI Automation Checklist.
March 4, 2026 · 7 minLots Of People Are Demoing AI Agents. Almost Nobody's Shipping Them The Right Way.
Lots of people are demoing AI agents. Almost nobody's shipping them the right way. Conference stages... Download the free AI Automation Checklist.
September 27, 2023 · 2 minElection process using Blockchain technology
Introduction Traditional voting systems have failed us a numerous of times in the past.... Download the free AI Automation Checklist.
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.