Deterministic orchestration
State machines, explicit events, and replayable transitions come before any prompt-driven execution path.
Agent-driven delivery under your control
Rustabaka helps teams run agent-driven delivery with deterministic orchestration, clear operator visibility, and control over every important step.
Built for real-world engineering teams
Autonomous delivery that stays manageable and predictable.
Observable out of the box
Operators can follow work from project to issue to subtask to agent task without reconstructing history from logs.
Multi-agent where useful
Stronger models can plan and review while cheaper execution paths handle routine implementation and follow-up.
Workflow
Runs in small steps for better control. No magic.
External events
Webhooks and triggers
Rustabaka
Connects signals to structured execution
Chat messages
Operator requests and follow-up
Project
Top-level delivery scope
Issue
Structured work item grouped under the project
Sub-task
Executable slice linked to code
Merge request
Attached back to the sub-task for review and shipping
Accept events fast
Inbound webhooks stay short, idempotent, and operationally boring.
Shape the work deterministically
Project, issue, and sub-task structure turns incoming signals into manageable execution.
Dispatch the right runner
Operation (deterministic) and agent (LLM) runners do different jobs on purpose.
Execution
Every important step has a checkpoint.
Work does not move forward invisibly. Rustabaka comes with predefined step readiness and completion gates based on engineering and project management best practices.
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01
System checks
Deterministic checks prove prerequisites before work moves forward.
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02
Agent approval
Stronger models can review or approve work before the next step unlocks.
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03
Human intervention
Operators can step in when context, risk, or judgment should stay with the team.
Latest plan ready for review
Approve plan
Represent the explicit approval gate that must clear before issue execution can proceed.
Planned issue dependencies acyclic
Agent reviewer approved
Planned issues materialized
Human reviewer approved
Designed with enterprise in mind
Your Rustabaka — your rules.
Deploy in your cloud
Keep data, queues, and execution inside infrastructure your team already owns and operates.
Bring your own models
Route work through the providers and gateways your organization already approves.
Sandboxed execution
Run agents in constrained runtimes with scoped permissions before anything touches code or infrastructure.