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Head-to-head comparison

HARC Llama 3.1 8B Instruct vs Laguna XS 2.1

HARC Llama 3.1 8B Instruct (Microsoft) and Laguna XS 2.1 (Poolside) compared on the ModelCap Index, API price, context window, provider availability, weight access and every public benchmark board they share. Figures are the same ones shown on the live rankings; nothing here is a hidden score.

Snapshot as of 17 August 2026

As of 17 August 2026, Laguna XS 2.1 holds the stronger ModelCap Index position (#213 vs #215).

Which should you choose?

Choose HARC Llama 3.1 8B Instruct if…

  • ModelCap publishes no field on which HARC Llama 3.1 8B Instruct leads Laguna XS 2.1 for this pair.

Choose Laguna XS 2.1 if…

  • you want the stronger overall ModelCap Index position — #213 against #215 (3.0 vs 2.7 points).
  • you want provider choice — 1 listed API providers against 0.
  • you want the more recently listed model — Laguna XS 2.1 was listed 2 July 2026, HARC Llama 3.1 8B Instruct 2 July 2026.

HARC Llama 3.1 8B Instruct vs Laguna XS 2.1: specs, pricing and context

Specification comparison of HARC Llama 3.1 8B Instruct and Laguna XS 2.1
FieldHARC Llama 3.1 8B InstructMicrosoftLaguna XS 2.1Poolside
ModelCap Index position#215#213
Index score2.73.0
EvidenceInheritedEstimated
Input price / 1M tokensUnlisted$0.06
Output price / 1M tokensUnlisted$0.12
Context window— tokens262K tokens
Max output tokens—33K
API providers listed01
Weight accessRestricted licenseRestricted license
Input modalitiesTextText
First listed2 July 20262 July 2026
PublisherMicrosoftPoolside

Evidence: merge · merge · placed against measured peers on publisher-reported benchmarks, discounted for self-report optimism. Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.

Benchmark scores: HARC Llama 3.1 8B Instruct vs Laguna XS 2.1

Neither model has a published result on a public benchmark board ModelCap tracks yet.

Scores are the sources' own published figures for each model's best evaluated configuration; ModelCap never re-runs a benchmark.

Want a different pairing? Open the interactive comparison tool to swap either model for any current ranked language model.

HARC Llama 3.1 8B Instruct vs Laguna XS 2.1: common questions

Is HARC Llama 3.1 8B Instruct better than Laguna XS 2.1?

Laguna XS 2.1 ranks higher on the ModelCap Index as of 17 August 2026: #213 against #215. That is a capability ranking built from public benchmark evidence with published uncertainty; whether it is "better" for you also depends on price, context and where you can run it.

Is HARC Llama 3.1 8B Instruct cheaper than Laguna XS 2.1?

At least one of the two has no listed API price on ModelCap right now, so no price comparison is made.

Which has the bigger context window, HARC Llama 3.1 8B Instruct or Laguna XS 2.1?

Both publish a —-token context window.

Which is better for coding, HARC Llama 3.1 8B Instruct or Laguna XS 2.1?

The two models do not share a coding benchmark board on ModelCap yet, so no head-to-head coding score is published; the ModelCap Index position is the closest overall signal.

Are HARC Llama 3.1 8B Instruct and Laguna XS 2.1 open-weight models?

HARC Llama 3.1 8B Instruct: Restricted license. Laguna XS 2.1: Restricted license. Open weights mean the checkpoint can be downloaded and self-hosted under its licence; API-only models are available solely through hosted endpoints.

Where can I run HARC Llama 3.1 8B Instruct and Laguna XS 2.1?

ModelCap currently lists 0 API providers for HARC Llama 3.1 8B Instruct and 1 for Laguna XS 2.1, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.

How current is this HARC Llama 3.1 8B Instruct vs Laguna XS 2.1 comparison?

Every figure comes from the sealed ModelCap dataset published 17 August 2026; the page re-renders within a minute of each data refresh, and the ModelCap Index positions are the same ones shown on the live rankings.

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