What We Built Today
Today, we improved the AST self-healing loop in LuxurAI Coder, our autonomous coding assistant. This loop ensures that multi-file Python patches are executed reliably, even when tests fail.
The Problem We Solved
When working with large repositories, syntax errors or test failures can break the entire workflow. Our self-healing loop automatically repairs these issues by feeding runtime errors back into the agent.
How The Architecture Works
- Multi-Stage Pipeline: We parse the AST, map dependencies, and generate atomic code changes.
- Self-Healing Validator: If tests fail, the runtime error is fed back into the agent for automatic repair loops.
- Ensemble Voter: Parallel model outputs are evaluated to select the cleanest implementation.
Transparent Economics
LuxurAI operates on a pay-as-you-go model at ₹0.25 per credit, with no subscriptions or hidden fees.
How We Can Make This Better
We’re still in beta and would love feedback from Python developers on improving test-healing reliability.
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