Case study · 05 · 2025 — Now
AI-Augmented Engineering
Structured agentic development workflows, reusable skills, and context conventions introduced across an engineering team.
Head of ALTO Studio R&D
Agentic CodingClaude CodeGit WorktreesSkills
Impact
- Daily team adoption
- Reusable workflow library
- Practices shared across the developer community
Context
- Individual developers experimented with AI coding tools, but practices were inconsistent and hard to transfer.
- The team needed shared conventions without losing review rigor or ownership.
Approach
- Introduced structured agentic workflows with explicit context conventions.
- Built a reusable library of skills for recurring engineering tasks.
- Standardized Git worktrees and review practices for agent-assisted work.
- Shared what worked with the wider developer community.
Lessons
- AI-assisted development needs process, not just tool licenses.
- Reusable skills beat one-off prompts for team leverage.
- Review discipline matters more, not less, with generated code.