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Field notes on building
AI that ships.
Practical writing on AI agents, automation, and the engineering behind production systems — from the team doing the work.
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How Much Should You Pay an AI Development Agency? A Buyer's Guide
Ranges, red flags, and what drives the real cost of AI agent and automation builds. What to benchmark against, what to push back on, and what to walk away from.
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The AI Automation Audit: How to Find $50K+ in Savings in Any Business
A systematic walkthrough of where most businesses leak time and money on manual work, and the automation patterns that eliminate each leak.
Read →Why Your AI Chatbot Fails in Production (And How to Fix It)
The five reasons most AI chatbots disappoint after deployment — and the architecture decisions that prevent each one. From RAG quality to handoff logic.
Read →LangGraph vs CrewAI vs AutoGen: Choosing the Right Agent Framework in 2026
A practical comparison from engineers who have shipped production systems on all three. Strengths, failure modes, and when each actually makes sense.
Read →The Complete Guide to Deploying OpenClaw Securely on a VPS
Step-by-step hardening guide: network isolation, credential management, update cadence, and the monitoring setup that catches issues before your client does.
Read →Building Production RAG Systems: Lessons from 10+ Deployments
What the tutorials don't tell you: chunking strategies that actually work, retrieval failure patterns, re-ranking, and how to evaluate quality without ground truth.
Read →n8n + AI: The Automation Stack That Actually Runs Your Business
How to wire LLMs, RAG pipelines, and approval layers into n8n workflows that handle real business operations — not toy demos.
Read →AI Agents on the Blockchain: The Convergence That's Actually Happening
Beyond the hype: what on-chain AI agents can actually do today, where they break, and the real engineering challenges of putting reasoning models near real capital.
Read →Get the playbook, not the hype.
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