Strategy for ranking unexplored combinations by novelty, feasibility,
Scanned 9/5/2026
Install to Claude Code
npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill knowledge-structuring-gap-prioritization --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: knowledge-structuring-gap-prioritization
description: Strategy for ranking unexplored combinations by novelty, feasibility,
and potential impact.
execution: strategy
dependencies:
tactics:
- axis-extraction
- matrix-generation
sops:
- knowledge-structuring-novelty-scoring
- matrix-export
- question-generation
---
# Gap Prioritization
Rank the empty cells (unexplored combinations) by their potential value. Not all gaps are worth filling — prioritize by novelty, feasibility, and expected impact.
## Guiding Focus
An empty cell is only an opportunity if it's feasible and valuable. Rank gaps by: (1) how novel the combination is, (2) how feasible it is to realize, (3) what impact it would have if successful.
## Available Tactics
- matrix-generation — refine the matrix with priority annotations
- axis-extraction — verify gap is truly unexplored (not just differently named)
## Budget Slice
| Metric | S | M | L |
|--------|---|---|---|
| Gaps scored | 3 | 8 | 15 |
| Questions generated | 3 | 8 | 15 |
| Top priorities identified | 2 | 4 | 8 |
## State Ledger Template
```
| Metric | Target | Current | Status |
|---------------------|--------|---------|--------|
| Gaps scored | X | 0 | ⬜ |
| Questions generated | X | 0 | ⬜ |
| Top priorities | X | 0 | ⬜ |
```
<HARD-GATE>
Cannot exit until 80% of budget met. Print state ledger before each iteration decision.
</HARD-GATE>
<!-- BEGIN available-tables (generated) -->
## Available Tactics
Optional, no fixed order; the final leaf is always a sop.
| Tactic | When to use |
| --- | --- |
| axis-extraction | Tactic for systematically extracting axes of variation from literature — identify how practitioners compare approaches. |
| matrix-generation | Tactic for generating and populating combination matrices — cross dimensions to enumerate the design space. |
## Available SOPs
Optional, no fixed order; the final leaf is always a sop.
| SOP | When to use |
| --- | --- |
| knowledge-structuring-novelty-scoring | SOP for scoring empty cells by novelty potential — how surprising and valuable would this combination be? |
| matrix-export | SOP for exporting the dimensional matrix as a readable document or structured data. |
| question-generation | SOP for generating research questions from promising gaps in the design space. |
<!-- END available-tables (generated) -->
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