Feature Development

Systematic process for designing, implementing, and delivering new software capabilities.

Key Workflow for Long-Running AI Coding Agents

  • Core Problem: AI agents (e.g., Claude) fail at “one-shot” development due to Context Window Limitations, causing incomplete or inaccurate code
  • Anthropic-Adapted Solution: Iterative task breakdown with context management
    • Break feature into atomic subtasks (max 10-20 lines of code)
    • Execute one subtask per agent session
    • Store intermediate results in Code Snippet notes for context continuity
    • Validate each subtask before proceeding
  • Reference: 2026 04 14 Fixing long running Claude code sessions

2026 04 14 Fixing long running Claude code sessions