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@valarpirai
Created February 5, 2026 13:41
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Sophisticated AI-augmented development workflow:

πŸ›€οΈ End-to-End AI-Assisted Flow (what actually happens)

  1. 🎯 Start with strong written thinking
    β†’ RFC / Proposal β†’ Full system design & architecture β†’ Integration map

  2. πŸ‘₯ Design review with senior engineers

  3. βœ… Approved? β†’ Deep subsystem specs & interface contracts

  4. πŸ“… Backlog grooming β†’ Sprint planning β†’ Granular task breakdown

  5. πŸ› οΈ Development (the fun part)
    β†’ TDD-first with AI coding agents
    β†’ AI writes failing test β†’ AI writes minimal implementation β†’ Green β†’ Refactor

  6. πŸ”’ Pull Request & Review
    β†’ Two human approvals minimum
    β†’ AI also runs review pass (style, edge cases, security smell, test coverage…)

  7. πŸ§ͺ Staging deployment β†’ smoke tests β†’ observability checks
    β†’ All green? β†’ Production πŸš€

Small steps. Constant verification. Context before code.
Quality is not a phase β€” it's the way we move. βœ…

πŸš€ Our Modern AI-Augmented Development Workflow with Claude Code

πŸ“š 1. Living Knowledge System
Everything lives in Git β€” code + documentation stay in perfect sync

  • 🌍 Global ~/.claude/ + project-level CLAUDE.md files for rich, persistent context
  • πŸ—ΊοΈ Documentation Map with purpose-built guides:
    API specs β€’ Architecture decisions β€’ Design docs β€’ Dev how-tos
  • ⚑ Quick Reference files (TypeScript patterns, encoded prompts, conventions) β€” optimized for AI eyes
  • πŸ“ .claude/templates/ folder β†’ consistent, high-quality code scaffolding

πŸ¦Έβ€β™‚οΈ 2. Claude Superpower Skills (our tactical workflows)
We activate specialized modes depending on the mission:

  • πŸ§ͺ test-driven-development β†’ strict red β†’ green β†’ refactor cycle
  • 🐞 systematic-debugging β†’ structured root-cause hunting
  • πŸ’‘ brainstorming β†’ explore & crystallize requirements first
  • πŸ“‹ writing-plans + executing-plans β†’ think β†’ plan β†’ code sequence
  • βœ… verification-before-completion β†’ never claim β€œdone” without evidence
  • πŸ‘€ requesting-code-review + receiving-code-review β†’ mandatory quality gates

πŸ” 3. Quality-First Philosophy

  • Break every task into tiny, verifiable steps
  • After each step β†’ mandatory thorough self-review / AI review
  • Core mantra: β€œSpeed without quality is just very fast waste” βš‘Γ—πŸ—‘οΈ

Additional usage:

  • Analysing existing code base & answering questions
  • Browse documents and answering questions
  • Creating & fine tuning specification documents
  • Generate comprehensive git commit messages
  • Writing utility scripts like db backup etc
  • the list goes on..
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