looking for recommendations on lightweight llms that run locally on standard developer laptops for rapid prototyping
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
looking for recommendations on lightweight llms that run locally on standard developer laptops for rapid prototyping
2 real searches · 1 real-search pass
official model cards small language models Qwen3.5 Gemma 3 Llama 3.2 Phi-4-mini Ministral 2026 local inferenceGoogle ↗
OBSERVEDOther / navigational
best small open-weight language models for local laptop inference 2026 Qwen3.5 Gemma 3 Llama 3.2 Ministral Phi small models RAM benchmarksGoogle ↗
OBSERVEDComparison
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
official model cards small language models Qwen3.5 Gemma 3 Llama 3.2 Phi-4-mini Ministral 2026 local inference Google ↗
best small open-weight language models for local laptop inference 2026 Qwen3.5 Gemma 3 Llama 3.2 Ministral Phi small models RAM benchmarks Google ↗
- Ollama model page · ollama.com
- Ollama model page · ollama.com
- Ollama model page · ollama.com
- Gemma 3 · deepmind.google
- How to Choose a Small AI Model for Your Laptop · 9to5ai.tech
- qwen3.5 · registry.ollama.com
- Gemma Model Family · gemma.ai
- Download Ollama · ollama.com
- Download LM Studio · lmstudio.ai
- GitHub repository · github.com
- Get started with LM Studio · lmstudio.ai
- Run Gemma with LM Studio | Google AI for Developers · ai.google.dev
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
official model cards small language models Qwen3.5 Gemma 3 Llama 3.2 Phi-4-mini Ministral 2026 local inference OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
best small open-weight language models for local laptop inference 2026 Qwen3.5 Gemma 3 Llama 3.2 Ministral Phi small models RAM benchmarks OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |