ablation-component-mapping
Ablation-component-mapping identifies and catalogs removable system components for ablation studies by analyzing architecture dependencies, defining removal procedures, and predicting performance impacts. Use this skill when designing experiments to measure individual component contributions to a system's overall performance or when decomposing complex architectures into testable units.
git clone --depth 1 https://github.com/yogsoth-ai/de-anthropocentric-research-engine /tmp/ablation-component-mapping && cp -r /tmp/ablation-component-mapping/skills/ablation-component-mapping ~/.claude/skills/ablation-component-mappingSKILL.md
# SOP: Ablation Component Mapping Map the system architecture to a set of ablatable units, identifying dependencies, removal strategies, and expected impact for each component. Subagent — spawned via subagent-spawning/spawn-agent skill. <!-- BEGIN available-tables (generated) --> ## Available SOPs Optional, no fixed order; the final leaf is always a sop. | SOP | When to use | | --- | --- | | spawn-agent | Spawn a customized CC subagent with full MCP tool access. Used by SOPs that declare execution: subagent. | <!-- END available-tables (generated) -->
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: Inference to the best explanation in the face of anomalies
Remove components one by one, observe system changes to reveal hidden
Design ablation studies to isolate component contributions in ML systems
Remove components one by one from a system, record the response/impact