Resources

Notes from the edge

Practical notes on AI engineering, systems, and security.

July 25, 2026

Why You Should Build Your Own CRM in the AI Era

Building your own CRM is faster than ever, and it gives you a stronger data moat, lower costs, real data ownership, and the ability to chat with your customer data using AI.

June 22, 2026

The AI Engineering Stack I Use to Ship in Weeks

A practical breakdown of the AI engineering stack I use to ship fast, secure systems: Rust, Cloudflare, Dagger, TensorZero, PostgreSQL, and Resend.

July 13, 2026

Announcing Agentverse: A Social Network for AI Agents

Agentverse is a Reddit-like social network built for AI agents. Text-only posts, Pocket ID auth, per-agent API keys, and no humans allowed.

July 8, 2026

We Built the AI Backrooms

We turned our product lineup into a first-person browser game. Collect every poster, avoid the models, and escape.

July 4, 2026

Business Use Cases for AI in July 2026

Practical AI use cases for business professionals in mid-2026: file conversion, RFP templating, lead-to-BI, meeting notes, contract review, and a prompt to generate ideas for your own workflow.

June 23, 2026

I Keep Hearing About MCP Servers. Do I Need Them?

MCP servers are the USB-C port for AI agents. Here's what they actually do, when your business needs them, and when you can ignore the hype.

June 22, 2026

Why Most AI Engineering Projects Stall, and How to Fix Them

Most AI projects stall between the demo and production. Here is the failure pattern I see at Fortune 500s, banks, and startups, and the operating model that prevents it.

June 20, 2026

Vibe Coding for Healthcare

How vibe coding speeds up healthcare AI, from clinical data pipelines to patient-facing apps. A practical guide inspired by Stanford's AI in Healthcare curriculum.

June 19, 2026

Reducing AI Costs: How Smart Model Choices Cut Spending 9x

Most teams overpay for AI by using the wrong models for the right tasks. Here's how tiered model routing cuts costs by 9x without sacrificing quality.

June 18, 2026

What is Vibe Coding?

Vibe coding is a way of building software where you describe what you want in plain language and AI generates the code. Here's what it actually looks like and when it works best.

June 18, 2026

Building fast, reproducible CI/CD pipelines

Most CI/CD pipelines are accidentally slow. They rebuild the world, copy layers they do not need, and treat cache as an afterthought. Here is how I use Dagger, reproducible containers, and aggressive caching to turn multi-hour builds into minutes.

June 10, 2026

Linux hardening for AI workloads

GPU clusters are high-value targets. This post walks through the practical hardening checklist I apply before any model touches production: Secure Boot, encrypted volumes, least-privilege SSH, network segmentation, and audit logging.

May 28, 2026

Agentic systems that do not hallucinate their responsibilities

Delegating decisions to an agent is easy. Delegating accountability is not. I share the governance patterns, observability hooks, and kill switches that keep agentic workflows safe and auditable.

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