AI Loop
Posted: Fri May 08, 2026 1:12 pm
- Effective Description provides context: Don't just ask broad questions—explain who you are, who you serve, and what you specifically need to know. This context helps AI provide relevant, actionable information
- Discernment isn't optional: You must evaluate AI outputs critically, especially when accuracy matters. Flag specific claims for verification, notice gaps, and question recency of information
- The Description-Discernment loop is iterative: Your first prompt rarely gives you everything you need. Use what you learn from evaluating each response to craft better, more targeted follow-up questions
- AI accelerates research but doesn't replace expertise: AI can help you get oriented quickly, but you're still the decision-maker who must apply professional judgment to every deliverable you own
- Upload past successful work to help AI understand your organization's voice and approach—this saves time and improves authenticity
- Inject the details AI can't know: your track record, partnerships, staff expertise, and actual community relationships
- Be specific in your revisions: Instead of "make this more compelling," say "add these specific details about our community relationships"
- Let your expertise guide every revision: AI helps you write faster, but you're shaping the substance
- Build a cognitive environment: The back-and-forth between human and AI helps align the tool to your specific needs over time
- Own the final result: When you submit work created with AI assistance, you should be able to stand behind every word because you applied discernment throughout