Follow an idea across the collection.

Parallelize the Work, Not the Uncertainty

Key concept: Parallelize independent work, then verify before synthesis.

Risk-Weighted Autonomy

Risk-weighted autonomy: give agents more freedom for routine, reversible, bounded actions and require stronger human review when actions are external, destructive, financial, legally meaningful, production-facing, or difficult to reverse.

Put Policy in the Path

Key concept: Move sensitivedata governance from written guidance into an enforced checkpoint on the data path before information reaches the AI model.

02

24 studies

Prompting & context

Parallelize the Work, Not the Uncertainty

Key concept: Parallelize independent work, then verify before synthesis.

Read analysis4 min read

Use Examples Effectively

Examples are one of the most reliable ways to steer Claude's format, tone, and structure. Instead of only describing what a good answer should look like, demonstrate the pattern you want Claude to reproduce. A useful mental model: Instruction → tells Claude the rule.

Risk-Weighted Autonomy

Risk-weighted autonomy: give agents more freedom for routine, reversible, bounded actions and require stronger human review when actions are external, destructive, financial, legally meaningful, production-facing, or difficult to reverse.

03

21 studies

Trust & governance

Parallelize the Work, Not the Uncertainty

Key concept: Parallelize independent work, then verify before synthesis.

Read analysis4 min read

Use Examples Effectively

Examples are one of the most reliable ways to steer Claude's format, tone, and structure. Instead of only describing what a good answer should look like, demonstrate the pattern you want Claude to reproduce. A useful mental model: Instruction → tells Claude the rule.

Risk-Weighted Autonomy

Risk-weighted autonomy: give agents more freedom for routine, reversible, bounded actions and require stronger human review when actions are external, destructive, financial, legally meaningful, production-facing, or difficult to reverse.

04

24 studies

Teams & analytics

Parallelize the Work, Not the Uncertainty

Key concept: Parallelize independent work, then verify before synthesis.

Read analysis4 min read

Use Examples Effectively

Examples are one of the most reliable ways to steer Claude's format, tone, and structure. Instead of only describing what a good answer should look like, demonstrate the pattern you want Claude to reproduce. A useful mental model: Instruction → tells Claude the rule.

Risk-Weighted Autonomy

Risk-weighted autonomy: give agents more freedom for routine, reversible, bounded actions and require stronger human review when actions are external, destructive, financial, legally meaningful, production-facing, or difficult to reverse.