rush86999/atom

What it solves

Atom addresses the gap between AI agent prototypes and production-ready business automation. It solves the problem of "untrustworthy" agents by replacing blind trust with a governance framework where agents must earn autonomy through verified outcomes, all while keeping data private on self-hosted infrastructure.

How it works

Atom creates a workforce of specialty agents (e.g., sales, finance, engineering) that users manage via plain language. It employs several core mechanisms to ensure reliability:

• Maturity Model: Agents progress through four tiers (Student $\rightarrow$ Intern $\rightarrow$ Supervised $\rightarrow$ Autonomous) based on a verified track record of successful runs.
• Outcome Verification: An independent postcondition oracle re-derives success against the system of record to prevent agents from self-reporting false completions.
• Governance & Safety: Every action is bounded by a default-on sandbox (filesystem scope, tool whitelists, and resource caps) and Human-in-the-Loop (HITL) approval gates.
• Infrastructure: It is self-hosted and supports Bring Your Own Key (BYOK) or local models (via Ollama, vLLM, etc.), ensuring data remains on the user's hardware.
• Workflow Generation: Users can chat with agents to build and modify complex workflows involving 46+ business integrations (like Salesforce, HubSpot, and Slack) without using drag-and-drop editors.

Who it’s for

Atom is designed for teams and enterprises that need autonomous business automation but require strict security, data privacy, and auditability to move agents into production.

Highlights

• Verified Autonomy: Agents earn the right to operate without supervision only after passing certification gates.
• Enterprise Governance: Includes OIDC SSO, RBAC, and comprehensive audit trails.
• Private-by-Design: Fully self-hosted with support for local LLMs and encrypted credentials.
• Business-Native: Native integration with Office documents (Excel formulas, Word, PPTX) and 46+ third-party business tools.
• Advanced Intelligence: Features GraphRAG, episodic memory, and a cost-aware LLM router supporting 16+ providers.