Tier 4

ggs - Guess Generation → Selection

Guess Generation → Selection

Input: $ARGUMENTS


Overview

This skill chains two procedures:

  1. Guess Generation (/gg) — exhaustively generate guesses about the input
  2. Selection (/selection) — evaluate and select from the top 20 guesses

Step 1: Generate Guesses

→ INVOKE: /gg $ARGUMENTS

Complete the full guess generation process. Once finished, collect all generated guesses and proceed to Step 2.


Step 2: Select Top 20

From the guess generation output, identify the top 20 guesses by prioritizing:

  1. All CRITICAL guesses (High Impact × Low Confidence)
  2. Then HIGH-CRUX guesses
  3. Then highest-impact guesses from remaining pool

Compile these 20 guesses into a numbered list.


Step 3: Run Selection

→ INVOKE: /selection [the 20 guesses from Step 2]

Run the full selection process on these 20 guesses: triage, ARAW evaluation of critical items, dependency analysis, selection matrix, and tiered final selection.


Output

The final output should include:

  1. Generation summary — total guesses generated, coverage metrics
  2. Top 20 selected for evaluation — the numbered list fed into selection
  3. Full selection output — triage buckets, ARAW evaluations, selection matrix, tiered results

Execution Checklist

  • Full /gg completed with coverage tracking
  • Top 20 guesses identified and listed
  • Full /selection completed on those 20
  • Tiered selections with next actions provided