ATTRIBUTE MATRIX: ATRBT GROUP 01
Attribute Matrix
[77] MODELS · [20] DIMENSIONS
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HOST CONFIGURATION
Gemini 3.5 Flash
AVG SCORE
[15.5]
STRONG
STRONGEST
Speed
[18]
WEAKEST
Calibration
[13]
MAXED (20/20)
0
of 20 attributes
HOST IDENTIFICATION
Google
Gemini 3.5 Flash
PARAMETERS[Undisclosed]
ACTIVE
SELECT HOST
77
ATTRIBUTE SCORES · GEMINI 3.5 FLASH
Cognitive
Bulk Apperception
16
Reasoning
15
Mathematical Precision
15
World Knowledge
15
Scientific Acumen
15
Technical
Code Generation
16
Tool Use
17
Multimodal Fluency
17
Speed
18
Cost Efficiency
16
Behavioral
Candor
14
Creativity
14
Tenacity
15
Self-Correction
15
Calibration
13
Operational
Instruction Following
16
Context Fidelity
16
Multi-turn Coherence
15
Planning and Execution
17
Safety Alignment
14
METHODOLOGY
20
Dimensions
1–20
Point scale
50/30/20
Target Op / Bench / Community
77
Models evaluated
Scores are currently 100% operator assessment from sustained hands-on usage, anchored against public benchmarks (GPQA Diamond, SWE-bench Pro, Terminal-Bench, LMArena). The 50/30/20 operator/benchmark/community split is the target blend once those pipelines come online. Click any attribute for full methodology.
DOMAIN CONSTELLATION