Code Reviewer, Explainer, and End-to-End Refactoring Pipeline

Jump to TL;DR We’ve now reached a point where the platform can take a Java file, run it through the full workflow, and return a refactored version with no manual steps in between. That’s thanks to two new agents, coverage integration, and automated file handling, all stitched together into one continuous pipeline. 1. Code Reviewer Agent The Code Reviewer is our new quality gate between transformations, and is now fully implemented. When the Code Transformer makes changes, the Reviewer checks them for correctness, quality, and whether they actually match the intended refactoring strategy. ...

August 15, 2025 · 3 min

LangChain Templates & LangSmith Integration

Jump to TL;DR The last week of July has seen us work extensively on our agentic workflow and tooling support. We’ve also been researching how to best implement prompts in our solution to decouple them from the agents and allow easy modification and insertion of custom prompts by our users. We are also instrumenting our Anti-Pattern Remediator to enable observability, debugging, and evaluation of the agents. 1. Prompt Templates Maoqin performed an extensive research spike to find the optimal way of separating prompts from our agents to facilitate plug-and-play, while also increasing our AI agents’ capabilities. ...

August 1, 2025 · 3 min