GreenCloud's 13th anniversary 2222LA plan with a 9950X CPU, double disk space and bandwidth when paying for 3 years upfront, and GB5 benchmark screenshots.
I registered a UK Ltd that never traded and thought filing dormant accounts with Companies House was enough. Then HMRC sent me two £400 Corporation Tax late-filing penalties. I didn't appeal or file the missing returns—I just submitted an online notification that the company had never traded. 9 days later, HMRC issued amended decisions reducing both penalties to £0. Here's what the letters said, the steps I took, and the pitfalls I encountered.
How can Agents turn execution results into reusable experience? Drawing on official implementations from Claude Code, Codex, and OpenClaw, I explore an experience-building system that supports evaluation and rollback, from reflection and validation to persistent memory, dynamic retrieval, and background curation.
An Agent's plan is more than a to-do list. I explore how Plan-and-Execute, feedback and replanning, multi-path search, SOPs, and state machines work, along with their engineering trade-offs, execution state, idempotency, permissions, and evaluation.
Wood Chen
