PUBLIC EVIDENCE LEDGER

Confidence should be
visible, not implied.

LocalLens is a decision layer—not a model host, benchmark laboratory or replacement for Ollama and Hugging Face. This page separates sourced facts from LocalLens estimates and real machine tests.

43 curated profilesReviewed 20 August 20260 claimed LocalLens lab tests
OLLAMA

Run and distribute models

Ollama supplies model tags, downloads, a runtime and an API. Its library tells you what is available and how to launch it.

HUGGING FACE

Host and share AI artifacts

Hugging Face hosts model checkpoints, datasets, demos, model cards and community repositories across many frameworks.

LOCALLENS

Choose a realistic first test

LocalLens combines a curated artifact with hardware, task and context constraints, then explains fit, uncertainty and evidence.

CLAIM POLICY

What we may—and may not—say.

Official specification

Parameter count, published context, input types, licence, artifact size and command are checked against the linked publisher or runtime page.

Community corroboration

A linked independent test shows that a related artifact ran on named hardware. It does not prove identical speed elsewhere.

LocalLens estimate

RAM and VRAM floors are conservative planning calculations. They are not publisher guarantees or measured performance.

LocalLens lab-tested

This label is used only after DeviceTerra runs the exact artifact, quantization, context and runtime on documented hardware. No current profile carries this claim.

ENGINE EVIDENCE

Four levels prevent false compatibility.

LocalLens now checks the engine path before workflow preferences can influence the ranking.

1 · Exact artifact

The selected tag or file is directly present in the engine’s official catalogue. Every current LocalLens Ollama profile meets this level.

2 · Architecture confirmed

The engine’s current official documentation lists the architecture. A separate compatible checkpoint, GGUF or MLX artifact is still required.

3 · Alternate artifact required

The engine accepts a relevant format, but LocalLens has not confirmed this exact architecture and feature path. It cannot outrank stronger evidence without a warning.

4 · Unverified

The reviewed official documentation does not establish the model-to-engine path. LocalLens excludes it from recommendations instead of guessing.

MODEL-BY-MODEL STATUS

Every current recommendation profile

“Official checked” confirms source fields. “Community linked” adds a reproducible third-party configuration. Neither means DeviceTerra personally benchmarked it.

ProfileArtifactEvidenceLocalLens testSource
Qwen 3.6 27B Q4Alibaba Cloud · Dense
~17 GB · Q4-class Official checked
Community linked
Not lab-tested
Official ↗Independent test ↗
Qwen 3.6 35B-A3B Q4Alibaba Cloud · MoE · 3B active
~24 GB · Q4-class Official checked
Community linked
Not lab-tested
Official ↗Independent test ↗
Qwen 3 0.6BAlibaba Cloud · Dense
~0.523 GB · Q4-class Official checkedNot lab-tested
Official ↗
Qwen 3 1.7BAlibaba Cloud · Dense
~1.4 GB · Q4-class Official checkedNot lab-tested
Official ↗
Qwen 3 4BAlibaba Cloud · Dense
~2.5 GB · Q4-class Official checkedNot lab-tested
Official ↗
Qwen 3 8BAlibaba Cloud · Dense
~5.2 GB · Q4-class Official checkedNot lab-tested
Official ↗
Qwen 3 14BAlibaba Cloud · Dense
~9.3 GB · Q4-class Official checkedNot lab-tested
Official ↗
Qwen 3 30B-A3BAlibaba Cloud · MoE · 3B active
~19 GB · Q4-class Official checkedNot lab-tested
Official ↗
Qwen 3 32BAlibaba Cloud · Dense
~20 GB · Q4-class Official checkedNot lab-tested
Official ↗
Qwen 3 235B-A22BAlibaba Cloud · MoE · 22B active
~142 GB · Q4-class Official checkedNot lab-tested
Official ↗
Gemma 4 E2B QATGoogle · Dense
~4.3 GB · Q4-class Official checked
Community linked
Not lab-tested
Official ↗Independent test ↗
Gemma 4 E4B QATGoogle · Dense
~6.1 GB · Q4-class Official checked
Community linked
Not lab-tested
Official ↗Independent test ↗
Gemma 4 12B QATGoogle · Dense
~7.2 GB · Q4-class Official checked
Community linked
Not lab-tested
Official ↗Independent test ↗
Gemma 4 26B-A4BGoogle · MoE · 4B active
~18 GB · Q4-class Official checked
Community linked
Not lab-tested
Official ↗Independent test ↗
Gemma 4 31BGoogle · Dense
~20 GB · Q4-class Official checked
Community linked
Not lab-tested
Official ↗Independent test ↗
GPT-OSS 20BOpenAI · MoE · 4B active
~14 GB · Native MXFP4 Official checkedNot lab-tested
Official ↗
GPT-OSS 120BOpenAI · MoE · 5.1B active
~65 GB · Native MXFP4 Official checkedNot lab-tested
Official ↗
Nemotron 3 Nano 4BNVIDIA · Dense
~2.8 GB · Q4-class Official checked
Community linked
Not lab-tested
Official ↗Independent test ↗
Nemotron 3 Nano 30B-A3BNVIDIA · MoE · 3B active
~24 GB · Q4-class Official checked
Community linked
Not lab-tested
Official ↗Independent test ↗
DeepSeek R1 1.5BDeepSeek · Dense
~1.1 GB · Q4-class Official checked
Community linked
Not lab-tested
Official ↗Independent test ↗
DeepSeek R1 7BDeepSeek · Dense
~4.7 GB · Q4-class Official checked
Community linked
Not lab-tested
Official ↗Independent test ↗
DeepSeek R1 8BDeepSeek · Dense
~5.2 GB · Q4-class Official checked
Community linked
Not lab-tested
Official ↗Independent test ↗
DeepSeek R1 14BDeepSeek · Dense
~9 GB · Q4-class Official checked
Community linked
Not lab-tested
Official ↗Independent test ↗
DeepSeek R1 32BDeepSeek · Dense
~20 GB · Q4-class Official checked
Community linked
Not lab-tested
Official ↗Independent test ↗
DeepSeek R1 70BDeepSeek · Dense
~43 GB · Q4-class Official checked
Community linked
Not lab-tested
Official ↗Independent test ↗
DeepSeek R1 671B MoEDeepSeek · MoE · 37B active
~404 GB · Q4-class Official checked
Community linked
Not lab-tested
Official ↗Independent test ↗
Gemma 3 4BGoogle · Dense
~3.3 GB · Q4-class Official checkedNot lab-tested
Official ↗
Gemma 3 12BGoogle · Dense
~8.1 GB · Q4-class Official checkedNot lab-tested
Official ↗
Gemma 3 27BGoogle · Dense
~17 GB · Q4-class Official checkedNot lab-tested
Official ↗
Qwen 2.5 Coder 3BAlibaba Cloud · Dense
~1.9 GB · Q4-class Official checkedNot lab-tested
Official ↗
Qwen 2.5 Coder 7BAlibaba Cloud · Dense
~4.7 GB · Q4-class Official checkedNot lab-tested
Official ↗
Qwen 2.5 Coder 14BAlibaba Cloud · Dense
~9 GB · Q4-class Official checkedNot lab-tested
Official ↗
Qwen 2.5 Coder 32BAlibaba Cloud · Dense
~20 GB · Q4-class Official checkedNot lab-tested
Official ↗
Llama 4 Scout 109BMeta · MoE · 17B active
~67 GB · Q4-class Official checkedNot lab-tested
Official ↗
Llama 4 Maverick 400BMeta · MoE · 17B active
~245 GB · Q4-class Official checkedNot lab-tested
Official ↗
Llama 3.3 70BMeta · Dense
~43 GB · Q4_K_M Official checkedNot lab-tested
Official ↗
Mistral Small 3.2 24BMistral AI · Dense
~15 GB · Q4_K_M Official checkedNot lab-tested
Official ↗
Devstral Small 24BMistral AI · Dense
~15 GB · Q4_K_M Official checkedNot lab-tested
Official ↗
Phi-4 Mini 3.8BMicrosoft · Dense
~2.5 GB · Q4 Official checkedNot lab-tested
Official ↗
Granite 3.2 2BIBM · Dense
~1.5 GB · Q4-class Official checkedNot lab-tested
Official ↗
Granite 3.2 8BIBM · Dense
~5 GB · Q4-class Official checkedNot lab-tested
Official ↗
EmbeddingGemma 300MGoogle · Dense
~0.3 GB · Q8 Official checked
Community linked
Not lab-tested
Official ↗Independent test ↗
Nomic Embed Text 137MNomic AI · Dense
~0.274 GB · F16 Official checkedNot lab-tested
Official ↗

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