Before generation
Use this as a final editing pass when feedback may sound vague, fixed, harsh, or overly directive. It is especially useful for finding phrases that need contextual rewriting.
EDUCATION DECISION WORKBENCH
Flag absolute, person-focused, vague, or command-heavy phrases with a disclosed heuristic.
Review output
Load the worked example to inspect realistic inputs, or enter anonymous, policy-approved information. Results remain in this browser tab until you copy or download them.
Transparent method
Regular-expression checks count absolute language, person labels, vague judgment, and command-heavy words. Questions, revision verbs, and word count are reported separately. A flag means “read this phrase in context.” Zero flags do not prove empathy, fairness, cultural responsiveness, or accessibility.
Confirm the feedback evidence and intended outcome.
Read every flagged phrase in the full sentence.
Revise for clarity and invite learner questions.
How to interpret the result
Use this as a final editing pass when feedback may sound vague, fixed, harsh, or overly directive. It is especially useful for finding phrases that need contextual rewriting.
The example flags “confusing” as a vague judgment but also finds a precise replacement action and a coaching question. The teacher can retain the action while clarifying what was confusing.
Regular-expression checks count absolute language, person labels, vague judgment, and command-heavy words. Questions, revision verbs, and word count are reported separately.
A flag means “read this phrase in context.” Zero flags do not prove empathy, fairness, cultural responsiveness, or accessibility.
Do not replace every direct instruction with vague politeness, infer emotion from punctuation, ignore cultural and language context, or paste identifying information.
Learning boundary
The heuristic does not understand intent, identity, power, culture, or relationship. Human review controls the decision.
Review checklist
Practical questions
It is often more useful to name the exact sentence, idea, or relationship that needs clarification.
Direct, respectful, evidence-based guidance can be useful. Context matters.
No. It finds a small disclosed set of wording patterns only.
YOUR NIRMION