Layered Agent Operations System
It truly acts as an autonomous Agent in low-risk environments; seamlessly switches to a Copilot + Governor role in high-risk scenarios
Making complex system operations no longer dangerous
It autonomously takes action within safe boundaries and guides decision-making while safeguarding execution at critical junctures
HaxiTAG Agus is a Layered Agent Operations System. It integrates automated execution, AI-driven insights, and an audit & governance engine — enabling operations teams to both "act automatically" and "act with justification, safety, and controllability."
Modern enterprise system architectures are highly complex — spanning microservice deployments, network configurations, certificate lifecycles, database migrations, and more. Every change carries significant risk:
Fast but lack governance
Rigid and prone to errors
Reliable but costly
Within low-risk / reversible / auditable boundaries, Agus can proactively act as an Agent;
In high-risk / irreversible boundaries, Agus serves as a Copilot + Governor collaborator — delivering analysis, decision support, and awaiting human approval.
We believe: Operations is neither a problem "entirely decided by machines" nor one "handled solely by humans." It is an engineering discipline of trustworthy human-machine collaboration.
Within boundaries that involve no destruction or external side effects, it automatically collects, monitors, analyzes, and executes reversible operations.
In high-risk or irreversible contexts, it automatically analyzes changes and risks, generates recommendations and plans, and waits for human approval before execution.
Within low-risk boundaries, Agus can automatically handle:
For critical operations involving production systems:
Agus is designed from the ground up to support:
It never bypasses human control — it waits for approval at the appropriate moments.
| Scenario | Description | Automation Level |
|---|---|---|
| Container health collection & restart suggestion | Automatically collects, analyzes, and suggests | ✔️ Fully Automatic |
| LLM-based root cause analysis from logs | Automatically performs analysis and suggests remediation | ✔️ Fully Automatic |
| Nginx configuration generation & validation | Automatically renders and syntax-checks | ⚠️ Requires Approval |
| Compose deployment | Generates plan and applies | ⚠️ Requires Approval/Confirmation |
| Database migration | Automatically diffs + explains risks | ❌ Never Automatic Execution |
Agus can be abstracted into three core subsystems:
Every high-risk action is preceded by an explicit approval checkpoint.
Every execution path is fully logged, supporting replay and accountability.
AI no longer "secretly generates actions" — it serves as an explanation layer for humans.
Seamless transition from single-host automation to multi-host / multi-environment platforms.
Every execution, diff, and rollback accrues as organizational operations knowledge.
Seeking to boost operations efficiency without sacrificing controllability.
Requiring governance, audit trails, and cross-environment execution strategies.
Concerned with: Change failure rates, Blast radius of incidents, Cost of controlled automation
Agus-CLI collaborates with Agus agents to achieve LLM- and Agent-based automation and intelligence in OPS and SRE workflows — dramatically reducing tedious data processing, window-switching, and tool-hopping in deployment, operations, monitoring, and data analysis. This empowers every engineer to model and analyze business & technical data with AI assistance, building data-insight-driven SRE practices.
It also integrates LLM decision support and Copilot-assisted analysis into OPS/Dev toolchains — enabling safer, more reliable, and stable deployment and operation of cloud nodes and servers.
Agus is a "trustworthy layered agent operations system" — building an engineering-grade bridge between automation and controllability. It is your autonomous assistant (Agent), your risk gatekeeper (Governor), and your decision-making collaborator (Copilot).
Agent
Governor
Copilot
Making complex system operations no longer dangerous
Free 3-month trial | Submit usage evaluation to extend for 3 more months
