M-0022 / MODEL NOTEBOOK
TRACKED
Frontier Reasoning Models
General-purpose models optimized for difficult multi-step reasoning and tool-oriented tasks.
REASONING
92
EFFICIENCY
84
STABILITY
66
ARCHIVE / MODELS
MODEL
NOTEBOOK.
A capability-oriented notebook for model families and deployment roles. Scores here are personal working heuristics, not benchmark claims.
Capability map
Models are components, not identities.
PERSONAL HEURISTICS / 0–100
M-0018 / MODEL NOTEBOOK
TRACKED
Small Language Models
Compact models for routing, extraction, edge workloads and bounded internal tasks.
REASONING
64
EFFICIENCY
93
STABILITY
88
M-0013 / MODEL NOTEBOOK
TRACKED
Embedding Models
Representation models used for retrieval, clustering, semantic routing and similarity search.
REASONING
71
EFFICIENCY
97
STABILITY
94
M-0009 / MODEL NOTEBOOK
TRACKED
Vision-Language Models
Multimodal systems that align text reasoning with visual input and structured perception.
REASONING
83
EFFICIENCY
76
STABILITY
61