https://deworkai.com/en/blog Real-world AI automation cases and engineering notes — how to hand repetitive work to AI that verifies itself. en https://deworkai.com/en/blog/context-harness-loop-engineering https://deworkai.com/en/blog/context-harness-loop-engineering Sat, 18 Jul 2026 00:00:00 GMT 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. https://deworkai.com/en/blog/vibe-coding-demo-not-product https://deworkai.com/en/blog/vibe-coding-demo-not-product Sat, 18 Jul 2026 00:00:00 GMT 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.