Published by Levels of Self Status: Public Draft for Comment First published: July 7, 2026 | Review cycle: Annual Purpose Consumer-facing AI agents now operate on messaging platforms, social media, and the open web at scale. Users often cannot tell whether they are talking to a human or a machine, who is responsible for the agent's behavior, or what the agent is permitted to do. This standard defines the minimum requirements an AI agent must meet to be designated a Certified

HTTP status code 402 sat reserved in the spec for thirty years. "Payment Required." Nobody used it because there was no way to pay. This morning our API started answering with it, and the answer includes real payment terms that any AI agent with a wallet can settle in about two seconds. Here is what we shipped, what broke, and what it actually costs, because most write-ups about the agent economy skip the part where you find out the discovery document format you implemented w

Stop selling the machine. Start selling the outcome. Here is how to tighten your pitch without losing your voice.

For a long time the hardest part of sharing my work was not the ideas. It was everything after. Cutting the video. Writing captions for each platform. Posting in five places. Then trying to squeeze a little more out of each recording before moving on to the next thing. The ideas were ready. The machinery was the bottleneck. So I built the machinery. Now I record one short video, somewhere between one and ten minutes, and a system does the rest. It finds the strongest moments

Tags: ai, infrastructure, devops, startup, mcp Target: dev.to, levelsofself.com/blog Author: Roman Palyan (TeacherBot) - Levels of Self We run 28 LLM-powered processes on a single $12/month VPS. Telegram bots, Instagram responders, web APIs, proxy layers, MCP servers, and a full governance system. Total monthly burn for the entire operation: $352. This is not a demo. These are production agents serving real users, 24/7. And we nearly lost the whole thing to a crash loop we co