# Spec Literal Execution

> Apply ONLY the spec clauses literally — no aggregation, dedup, or cleanup transforms; each input record maps to its own output line.

- Skill: `ashutoshsinghpr7/spec-literal-execution` (Agent Skill)
- Install (CLI): `npx skillmds@latest add ashutoshsinghpr7/spec-literal-execution`
- Raw SKILL.md: https://api.skillmd.com/api/skills/ashutoshsinghpr7/spec-literal-execution/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- License: MIT
- Author: ashutoshsinghpr7 (https://skillmd.com/u/ashutoshsinghpr7)
- Updated: 2026-09-22
- Page: https://skillmd.com/skills/ashutoshsinghpr7/spec-literal-execution

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# Spec Literal Execution — no unstated transforms

## Problem

An exact-match grader rejected `output.txt` (score 0.0) although the agent
believed it followed every spec clause and even re-read the file.

## Root cause

Spec says "one line per product with quantity > 0" and never mentions
aggregation, yet the agent inferred "product = unique product name" and
summed duplicate rows (cherry 20+2 → 22, elderberry 11+6 → 17). The grader
treats each JSON object as its own product row: `CHERRY;20` and `CHERRY;2`
must be separate lines. The added transformation — not the arithmetic or
tooling — caused the failure.

## Fix

- Apply ONLY the clauses literally present in the spec. Each input record
  maps to its own output line unless the spec explicitly says otherwise.
- Never add aggregation, dedup, rounding, or case changes "for cleanliness".
- If a spec filter (e.g. `qty >= 10`) is the only thing removing duplicates,
  apply it per row — do not aggregate first.

## Evidence

- FAIL: spec-format2-1 (0.0). PASS: spec-format1-1, spec-format3-1 (1.0) —
  same duplicate-shaped data; the passing runs filtered per row with no
  aggregation.