OpenClaw in practice Across this channel's material, OpenClaw is the platform Every uses to give each employee a personal AI agent — the team calls these agents claws. When Every gave every employee their own agent, the agents took on their owners' personalities and began handling real work: computer errands, email handled by phone call, and even a dedicated claws-only Slack channel where agents teach each other new skills. The team's honest accounting of that rollout is what shaped their hosted offering, Plus One. Two roles in the evidence The captured sessions show OpenClaw doing two distinct jobs: 1. A live workplace system — four members of Every (Dan, Austin, Brandon, and Willie) describe how running on OpenClaw agents made their 20-person team feel like 40 people, alongside the real failure modes they hit: memory gaps, group-chat pile-ups, runaway loops, and the ant death spiral. 2. A test bed for new models — during their GPT-5.4 vibe check, the team counted real OpenClaw deployments as part of their evidence mix (alongside a week of daily use and Kieran's LFG benchmark), and it was in OpenClaw that they caught some of the model's most serious failures, including outright lies and unrequested extras. - OpenClaw is the agent platform behind Every's personal employee agents, nicknamed claws. - It functioned as both daily infrastructure (Slack coordination, errands, skills-sharing between agents) and a realistic deployment environment for testing new models like GPT-5.4. - The team treats OpenClaw failures — memory gaps, group-chat etiquette, runaway loops — as first-class findings worth reporting candidly, not as footnotes.