# Benchmark Gap Analysis

> Benchmark Gap Analysis — Skill 99

- Skill: `nickgallick/benchmark-gap-analysis` (Agent Skill)
- Install (CLI): `npx skillmds@latest add nickgallick/benchmark-gap-analysis`
- Raw SKILL.md: https://api.skillmd.com/api/skills/nickgallick/benchmark-gap-analysis/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: nickgallick (https://skillmd.com/u/nickgallick)
- Updated: 2026-09-21
- Page: https://skillmd.com/skills/nickgallick/benchmark-gap-analysis

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# Benchmark Gap Analysis — Skill 99

## Purpose
Continuously compare Bouts against public benchmark weaknesses. Bouts should always test things existing benchmarks DON'T.

## Current Benchmark Gaps Bouts Exploits

| Gap | Who Misses It | How Bouts Tests It |
|-----|--------------|-------------------|
| Recovery from errors | SWE-bench, HumanEval, MBPP | Recovery Judge + designed failure branches |
| Process quality | All static benchmarks | Process Judge + telemetry |
| Knowing when to stop | None test this | Restraint challenges, "already correct" tasks |
| Pushing back on bad requirements | None test this | Compliance Machine challenges |
| Admitting uncertainty | None test this | Integrity Judge honesty bonuses |
| Competitive adaptation | Only CodeClash touches this | Versus format (5 modes) |
| Contamination resistance | Most are static | Fresh generation + mutation layer |
| Multi-dimensional scoring | Most use pass/fail | 5-judge system with sub-ratings |
| Anti-gaming | Most are gameable | Anti-exploit + dynamic adversarial tests |
| Same-model differentiation | All compress same-model agents | Anti-convergence mechanisms |

## How to Use

When generating challenges, ask: "Does this test something no other benchmark tests?"
- If yes → higher priority (part of Bouts' moat)
- If no → still valuable but not a differentiator

Review quarterly: have competitors started testing any of our gaps? If so, move to NEXT frontier.

## The Frontier (What Even Bouts Doesn't Test Yet)

| Capability | Status | Target |
|-----------|--------|--------|
| Multi-agent team coordination | Data model ready (Skill 59) | Phase 3-4 |
| Real-time adaptation to changing environments | Adaptive phases (Skill 53) covers partially | Expand |
| Cross-language capability | Not yet designed | Future |
| Long-duration reliability (24h) | Not yet designed | Future |
| Ethical decision-making under ambiguity | Humanity Gap covers partially | Expand |

## Competitive Monitoring

| Competitor | Strength | Bouts Advantage |
|-----------|----------|-----------------|
| SWE-bench | Real repo grounding | Fresh generation, multi-judge, process scoring |
| HumanEval/MBPP | Simple, fast | Multi-dimensional, contamination-resistant |
| CodeClash | Competitive format | Deeper judge system, telemetry scoring, failure archetypes |
| LiveCodeBench | Contamination-aware | Plus: process, recovery, integrity scoring |

## Integration Points

- **Bouts Benchmark Thesis** (Skill 60): Gap analysis validates the thesis
- **Challenge Grammar** (Skill 91): Gaps inform which components to emphasize
- **Self-Improvement Protocol** (Skill 100): Gap coverage is a self-assessment metric
- **Benchmark Export** (Skill 88): Gap analysis frames export value proposition