Blog

AI automation in practice, plus engineering notes.

How to hand repetitive work over, what we're building, and what we learn along the way — case studies and engineering deep-dives alike.

Engineering

Context, Harness, Loop: The Three Layers Behind an AI Agent Product

Every agent product runs on the same while loop; the difference is the three layers around it — context engineering sets per-step quality, harness engineering sets the capability envelope, loop engineering sets unattended reliability. A walkthrough using DeworkAI's implementation.

Read more
Engineering

Vibe Coding Gets You a Demo, Not a Product: A Solo Founder's Verification System

AI made 'code that runs' cheaper than ever — but between a demo and a product sits one unsexy word: reliability. With no QA team, my answer is three lines of defense: 1,875 tests, an independent verification subagent, and a compounding lesson system 39 entries deep.

Read more

Reading about it beats nothing. Delegating beats reading.

Start free — say one sentence and watch DeworkAI run it, verified at every gate.

Currently in closed beta — an invite key is required to sign up