# Kev 0.8B r15 vs Muse Ember

> Side-by-side benchmark comparison for Kev 0.8B r15 and Muse Ember across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/decision-index-0-3-kev-0-8b-r15-vs-muse-ember
- Last updated: November 9, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Kev 0.8B r15 and Muse Ember.

## Summary

- Kev 0.8B r15 and Muse Ember do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | Kev 0.8B r15 | Muse Ember |
|----------|----------|----------|
| Creator | Not listed | Meta |
| Type | Evaluated configuration | Proprietary |
| Reasoning | Unspecified | Reasoning |
| Context | null | 1M |
| Independent public score (not head-to-head) | null | 56.24 |
| Benchmarks Covered | 0 | 4 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.10 / $0.50 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Kev 0.8B r15 public-lane score: Coming soon
- Muse Ember public-lane score: Coming soon

| Benchmark | Kev 0.8B r15 | Muse Ember | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 4.0 | Coming soon | 40.90% | Coming soon |
| OSWorld 2.1 | Coming soon | 69.5% | Coming soon |
| Agents' Last Exam (Linux) | Coming soon | 61.6% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Kev 0.8B r15 public-lane score: Coming soon
- Muse Ember public-lane score: Coming soon

| Benchmark | Kev 0.8B r15 | Muse Ember | Winner |
|-----------|-----------|-----------|--------|
| PerceptionBench (tools) | Coming soon | 80.6% | Coming soon |

## FAQ

### Can I compare Kev 0.8B r15 and Muse Ember on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [Kev 0.8B r15 vs Claude Fable 5.2](/compare/claude-fable-5-2-vs-decision-index-0-3-kev-0-8b-r15)
- [Muse Ember vs Claude Fable 5.2](/compare/claude-fable-5-2-vs-muse-ember)
- [Kev 0.8B r15 vs Gemini 4 Carbon](/compare/decision-index-0-3-kev-0-8b-r15-vs-gemini-4-carbon)
- [Muse Ember vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-muse-ember)

## Explore More

- [Kev 0.8B r15 profile](/models/decision-index-0-3-kev-0-8b-r15)
- [Muse Ember profile](/models/muse-ember)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)