Which agent setup
fits this task?
The model is only one part of the setup. The harness, tools, context and permissions matter too. A public benchmark may not reflect your software.
The reliability loop for AI-written software
The right agent setup for the task. The context behind the code. Real outcomes that inform what you choose next.
Private beta · Built for teams using more than one coding agent.

001 / WHY LUPABLE
Companies own the review, the corrections, the production issues and the next change. That lifetime should inform the agent you choose.
The model is only one part of the setup. The harness, tools, context and permissions matter too. A public benchmark may not reflect your software.
Requirements and services change. When the original intent and decisions disappear, an engineer has to reconstruct the work before repairing it.
Choose with evidence. Maintain with context.
002 / ONE CONNECTED PRODUCT
Three connected jobs, one reliability loop. Explore the current workspace as you move through the story.
An Agent Profile is the complete setup: harness, model, tools, context and permissions. Start by connecting the coding agents you already use.
Connections in beta · Profile comparisons in pilotFollow work across agents. Keep the goal, selected context and received reports attached to the task, so completion doesn’t erase the history.
Available in the beta workspaceInspect reported activity today. Our pilot work connects verification, review, production and maintenance to the next agent decision.
Activity in beta · Outcome comparisons in pilotPreserve why the code exists, what was decided and what remains unresolved. Help an engineer or another agent pick up the work without starting from zero.
Shared context and records in betaSee reported progress, tasks that need attention, and the agents connected to your workspace.
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THE LOOP WE’RE BUILDING · FROM TASK TO LONG-TERM OWNERSHIP
003 / MAINTAINER OF RECORD
A Maintainer of Record keeps the context behind a change: why it exists, the decisions it carries, and the evidence behind it. Shared context and retained task records are the first part of that continuity.

004 / INSIGHTS
See completion and failure reports by agent, open their supporting tasks, and inspect retained change evidence. Use a focused pilot to connect this activity to verification, review and later maintenance.
Productivity gains and ROI need a comparison baseline. Task counts alone don’t establish either.
Explore insights
005 / START WITH THE WORKSPACE
Start with one agent and one task. Keep the work connected as you add more.
Link a supported coding agent to your workspace and approve its access.
Set the goal. Lupable includes the latest collected context. Ask the connected agent to pick up the task.
See claimed tasks, progress reports and reported outcomes. Open the record when you need the details.
Task reports contribute to shared context, ready for another task or another connected agent.
006 / WHO IT’S FOR
Start with one repository, a repeated task class and the agent setups your team already uses. Scope a paid pilot around accepted changes, review effort and maintenance context.
Discuss a design-partner pilot ↗Keep project decisions and task history connected as you move between coding agents. Use the beta workspace to retain the context behind the work.
Join the private beta ↗007 / THE DETAILS
The complete setup that did the work: the agent harness and version, model, reasoning settings, context, skills, tools, environment, permissions and verification strategy. Comparing only the model misses the rest of that setup.
The beta workspace supports agent connections, task reports, shared context and retained records. Task-specific profile comparisons and live production and maintenance outcomes are being validated through pilots. Reported completion is not a reliability score.
You connect your existing agent. The current hosted workflow lets that agent claim tasks and report its work through Lupable’s bridge.
Lupable compacts completed and failed task reports into retained context. You can also add guidance and supporting files. Full off-platform conversations and terminal output are not automatically collected by this connection.
A completion report is what the agent reported. Independent checks and their evidence are separate, and should be inspected before relying on a result.
The product backend can be operated on private infrastructure. Contact us to scope an enterprise pilot and the client, identity and deployment requirements for your environment.
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LET’S CONNECT THE WORK
Start with a focused pilot. Show us the codebase, task class and agent setups your team wants to understand.