Case study · From the Pluris libraryReceipt no. 3735
What sucked
Rootstrap's engineers already used Cursor and Claude Code for autocomplete and pair programming, but few worked with sub agents or reusable skills, and little AI was integrated into production systems.
Code review was the largest time sink and the clearest opportunity for leverage. The team needed to close the gap between assisted coding and true agentic engineering.
What they built
Eliza ran a three week Codex enablement program for Rootstrap's engineering team, combining an AI fluency assessment with three hands on workshops on agentic foundations, code review automation, and context management using Codex, Claude Code, Cursor, and MCP servers.
What changed
~40% faster
Roughly 40 percent time savings across existing engineering workflows after the sprint
50-60% in sight
Clear line of sight to 50 to 60 percent savings as agentic adoption expands
3 weeks
First measurable value within three weeks, from assessment through three workshops
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