Experiment · inspect · restructure
Directive Lab
Paste an instruction. The lab identifies likely structural risks, proposes a cleaner formulation, and explains the reasoning behind every change.
Advisory analysis
This is a configuration reasoning aid, not a deterministic prediction of model output.
Negative framing
3 prohibitions make the failure pattern part of the instruction. A positive output target may be cleaner.
Rigid expectation
Absolute frequency can overpower context and create mechanical repetition.
Suggested directive fragments
Concise.
Low recap.
Advances the exchange.
What changed
verbosity control → Concise.
States the desired response shape instead of naming the failure pattern.
summary control → Low recap.
Turns recap suppression into a compact response-style target.
question control → Advances the exchange.
Replaces a prohibition with the next observable behavior.
Why these fragments are stronger
They convert failure-focused prose into independent output targets. Each fragment can be followed without resolving a hierarchy of exceptions. That reduces competing clauses, negation handling, abstract interpretation, and partial compliance.