manastalukdar

Structured code restructuring preserving functionality with continuous validation

Generate complete feature structures based on your project patterns with full continuity

Interactive design refinement with structured exploration

Implement lazy loading patterns for images, components, and routes

Map modernization opportunities in a legacy codebase — identify unsupported dependencies, architecture seams, and migration paths using…

License compliance checking and conflict detection

Run Lighthouse audits and implement performance, accessibility, and SEO fixes

Investigate LLM output quality issues — trace hallucination root causes across context, retrieval, prompts, tool use, and workflow design

Pre-flight readiness checklist for a new loop before enabling unattended execution — verifies maker/checker split, state file, budget…

Independent verification agent for loop-produced changes — runs tests, confirms diff scope, and issues APPROVE / REJECT / ESCALATE_HUMAN.

Improve code readability through formatting and structure enhancements

Define behavioral contracts, run adversarial tests, and detect regressions for AI agents — invariants, edge cases, statistical analysis…