Hamster Studio is the workspace where Direction, Discovery, Delivery, and Knowledge stay connected. Product, design, engineering, and AI agents work from the same context so work can move from roughly right to shippable.
AI coding tools often get the first 70% right: a plausible implementation, a useful draft, a Plan that mostly fits. The last 30% is where teams usually pay the tax — missing customer context, stale assumptions, unclear ownership, and rework after review.
Hamster is the shared layer that helps humans and AI converge on 99%. A Brief says what is being built and why. Blueprints say what is true today. Methods say how your team works. Goals and Metrics say what the work is meant to move. The Context Graph keeps all of it connected to the systems your team already uses.
Direction is how Hamster connects work to outcomes. Goals carry the Metrics your team cares about, in the framework you already use (OKR, North Star, OGSM, V2MOM, AARRR, HEART). Results track per-period progress, so reviews start from live data tied to the work in flight.
Discovery starts with what you want to achieve. Hamster Chat reflects that outcome as a Goal in the language you use, confirms it, shapes the Initiative, and drafts the first Brief. The Context Graph grounds every reply, and Research Agents run deeper passes when a quick conversation is not enough.
Delivery turns aligned context into shipped work. Briefs become Plans, Plans become Tasks, and Tasks become PRs. Group related Briefs under Initiatives so priorities ladder up to Goals. Cloud Agents ship hands-off, while CLI and MCP Server bring the same context into an engineer's IDE.
Knowledge is the foundation that keeps AI from drifting between loops. The Context Graph connects Hamster's English layer to your real systems. Blueprints capture what is true today. Methods capture how your team works. Connections plug Hamster into GitHub, Linear, Jira, Slack, Figma, Notion, and Google Drive.
Use Hamster Chat when you are shaping work, Cloud Agents when you want hands-off Delivery, and the CLI or MCP Server when engineers want control in their existing tools. Manage Teams, Collaboration, and Account Settings from the Workspace section.
Getting Started walks the first ten minutes: name what you want to achieve, confirm the Goal, shape the Initiative and Brief, then ship.