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Traffic route · WebGPU · Local AI

Can my browser run local AI?

A friendly compatibility desk for visitors asking whether WebLLM, browser AI, LM Studio, Ollama, or small local models are realistic on their device. Start with a live browser gate, then generate a practical AI passport.

Build AI passportRun WebGPU checkChoose runtime path
Browser-firstNo upload neededEstimated fit, not a guaranteeDesigned for guides + Atlas

AI compatibility passport

This is the user-facing hook: answer the question first, then show the table.

Your recommended path

Next action cards

What users need to understand

WebGPU yesOffer tiny browser demos first. Mention model download size before any AI chat.
WebGPU noSuggest LM Studio, Ollama, or regular browser tools. Do not make them feel blocked.
MobileUse Lite mode. Avoid large downloads. Good for reading guides and tiny utilities.
Desktop GPUCan explore Story mode, benchmarks, and Skyling local chat experiments later.

Runtime decision matrix

Help visitors pick a path without reading dozens of forum comments.

WebLLM

Browser AI experiments, tiny demos, local-first curiosity.

WebGPUDownload size

Transformers.js

Embeddings, classification, small browser ML helpers, route memory later.

BrowserUtility ML

LM Studio

Friendly desktop local chat, stronger models, visual controls.

DesktopBeginner-friendly

Ollama / llama.cpp

Developer-friendly local models, CLI workflows, app integration.

DesktopTechnical

Model tier table

Starter compatibility data. Replace with verified rows, model-card sources, and repeatable benchmarks over time.

TierTypical sizeBrowser pathDesktop pathRAMVRAMBest forConfidence

Community benchmark template

Later, this becomes the data engine that makes the Atlas trustworthy.

Related route

Turn the visit into a Bluesky journey.

Prompt Context InjectorOpen UI Template AtlasOpen AlternativesOpen-source RoadmapGuide
Confidence: starterCompatibility rows are estimates until verified with specific model builds.
First valueAnswer “Can I run it?” before asking users to read a table.
Future Skyling pathSkyling local chat should be opt-in, small-model, and clearly labeled.
No hype claimsNever promise GPT-level quality from browser models.

Compatibility is estimated. Performance varies by browser, drivers, operating system, memory, runtime, model build, quantization, context length and thermal limits.