Core Engine

From task to shipped code.
With you in the loop.

Every task follows a controlled pipeline where AI proposes and humans decide. No code ships without your approval.

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How the pipeline works

1

Task Intake

A task arrives from your issue tracker, a chat message, or the dashboard. Describe the work in natural language — the platform handles the rest.

2

Intelligent Planning

The right specialist agent analyzes your codebase, reads your conventions, and creates a detailed execution plan. You see every step before any code is written.

3

Human Approval

The plan is presented for your review. Approve it, modify it, or reject it entirely. This checkpoint ensures AI never acts without your explicit consent.

4

Guarded Execution

Code is written following the approved plan, within the constraints of your guardrails. File limits, directory restrictions, and pattern rules are enforced in real time.

5

Automated Review

Every change goes through automated quality and safety checks. If issues are found, the agent fixes them automatically — within the same guardrail boundaries.

6

Delivery

A merge request lands in your repository, ready for final human review. Full audit trail of every decision the agent made.

Built-in safety at every stage

Human Approval Gates

No code is executed until a human reviews and approves the plan. Configure which tasks need approval and which can run autonomously.

Automatic Fix Loops

When the review catches an issue, the agent can attempt to fix it automatically — still within your guardrail constraints. Configurable retry limits.

Crash Recovery

Built on a durable workflow engine. If the system crashes mid-task, it picks up exactly where it left off. No work is lost.

Full Audit Trail

Every action — plan, approval, code change, review finding — is logged and queryable. Know exactly what happened and why.

Cost Tracking

Token usage and cost are tracked per task. Know exactly what each piece of AI-generated work costs before it ships.

Real-Time Visibility

Watch the pipeline execute in real time. See what the agent is doing, what it has planned, and intervene at any point.

Related features

See the pipeline in action

Request access and we'll show you a live task flowing through the pipeline.

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