XII. Team Capability: Systematize Learning and Improvement

Build organizational muscle memory by formalizing the sharing of best practices and using a versioned suite of evaluations (Evals) to objectively measure the performance of new prompts, tools, and models.

• Share Learnings: After completing a complex task, share your workflow, successful prompts, or challenges with the team in the AI Development Guild forum or a similar channel.
• Contribute to the “Shared Brain”: Use the /levelup workflow (Stage 4) to formalize learnings from a completed task and contribute them back to the team-ai-directives repository.
• Participate in Retrospectives: Actively participate in team retrospectives focused on AI workflow effectiveness to identify what’s working and what can be improved in your shared process.

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