ask-constraints
The ask-constraints skill conducts a structured dialogue to identify non-negotiable boundaries for a research project across any domain, including target venues, methodological preferences, areas to avoid, team requirements, and ethical constraints. Use this when beginning a research planning process to establish hard limits that will guide subsequent work and ensure the research aligns with the user's institutional, professional, or personal requirements.
git clone --depth 1 https://github.com/yogsoth-ai/de-anthropocentric-research-engine /tmp/ask-constraints && cp -r /tmp/ask-constraints/skills/ask-constraints ~/.claude/skills/ask-constraintsSKILL.md
# Ask Constraints Identify non-negotiable constraints. ## Execution Dialogue — inline, no subagent. ## What to Ask About (one at a time) - Target venue/journal (if any) - Methodology preferences (empirical? theoretical? both?) - Areas to explicitly avoid - Advisor/team hard requirements - Ethical/legal constraints ## Key Behavior Not limited to ML/AI. Works for any research domain. Some users have no constraints — that's a valid answer. ## Output Constraints section of ActorProfile.
Experiment-specific - summarize the DARE executor's research design into a clean research_result report, forced to write back into the spec file produced by formated-specs.
Experiment-specific - replaces writing-specs, emits DARE's 4-layer call plan as a clean research_graph schema. Last step forces load formated-result.
loss-1 judge - read a sample's full dialogue and decide whether the user simulator semantically enacted its Policy Card. check-blind.
loss-2 judge - pairwise quality comparison across the n rungs within one topic; decide monotonicity and endpoint separation. check-blind, D1-D5 only.
Strategy: 面对异常的最佳解释推理
Remove components one by one, observe system changes to reveal hidden dependencies and generate ideas from structural gaps.
Map system architecture to ablatable units for ablation studies
Design ablation studies to isolate component contributions in ML systems