Implementation New Tasks

Create Further Implementation Tasks

Append new implementation tasks to the project plan after code review identified areas needing additional work.

Instructions

Please expand the implementation plan stored under pr_info/steps Update the pr_info/steps/Decisions.md with the decisions we took. Please create additional self-contained steps (pr_info/steps/step_1.md, pr_info/steps/step_2.md, etc.). Please update the summary (pr_info/steps/summary.md).

Requirements for the new implementation steps:

• Follow Test-Driven Development where applicable. Each step should have its own test implementation followed by related functionality implementation.
• Each step must include a clear LLM prompt that references the summary and that specific step
• Apply KISS principle - minimize complexity, maximize maintainability
• Keep code changes minimal and follow best practices

Each Step Must Specify:

• WHERE: File paths and module structure
• WHAT: Main functions with signatures
• HOW: Integration points (decorators, imports, etc.)
• ALGORITHM: 5-6 line pseudocode for core logic (if any)
• DATA: Return values and data structures

Please also update the task tracker (pr_info/TASK_TRACKER.md).