microsoft/phi-4-mini-reasoning

LM-STUDIO MLX

phi3 · 3.8B · 4bit

Good

Mar 3, 2026 · Apple M4

tinyllama

OLLAMA GGUF

Marginal

Mar 6, 2026 · Apple M4

Global Score

62 vs 43

Hardware Fit

99 vs 100

Quality Score

46 vs 19

Hardware

microsoft/phi-4-mi… tinyllama

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

microsoft/phi-4-mi… tinyllama

Tokens/sec40.3133.4

First chunk289 ms61 ms

TTFT289 ms61 ms

Load timeN/A0.5 s

Memory usage2.0 GB0.2 GB

Memory %6%1%

HW Fit Score Breakdown

microsoft/phi-4-mini-re…

Speed

50/50

TTFT

20/20

Memory

29/30

tinyllama

Speed

50/50

TTFT

20/20

Memory

30/30

Quality

microsoft/phi-4-mini-re…

Reasoning

7/20

Coding

6/20

Instruction

7/20

Structured

7/15

Math

12/15

Multilingual

7/10

Reasoning: Weak Coding: Weak Instruction Following: Weak Structured Output: Weak Math: Strong Multilingual: Adequate

tinyllama

Reasoning

2/20

Coding

2/20

Instruction

7/20

Structured

5/15

Math

0/15

Multilingual

3/10

Reasoning: Poor Coding: Poor Instruction Following: Weak Structured Output: Weak Math: Poor Multilingual: Weak

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