Capability Reports
Capability-focused updates and analysis across models, training, and frontier evaluation.
Model families and architecture choices that shape capability, cost, and reliability.
How models are trained and adapted, with an emphasis on reproducibility and behavior control.
Frontier developments and the pathways that translate research into systems change.
Latest
Mixture-of-Experts and Routing Behavior
February 28, 2026
Uncertainty Estimation and Calibration in Modern AI Systems
February 28, 2026
Sparse vs Dense Compute Architectures
February 28, 2026
Safety Layers: Filters, Classifiers, Enforcement Points
February 28, 2026
Rerankers vs Retrievers vs Generators
February 28, 2026
Quantized Model Variants and Quality Impacts
February 28, 2026
Planning-Capable Model Variants and Constraints
February 28, 2026
Multimodal Fusion Strategies
February 28, 2026
Multilingual Behavior and Cross-Lingual Transfer
February 28, 2026
Model Selection Logic: Fit-for-Task Decision Trees
February 28, 2026
Model Ensembles and Arbitration Layers
February 28, 2026
Audio and Speech Model Families
February 28, 2026
Long-Document Handling Patterns
February 28, 2026
Instruction Following vs Open-Ended Generation
February 28, 2026
Embedding Models and Representation Spaces
February 28, 2026
Distilled and Compact Models for Edge Use
February 28, 2026
Diffusion Generators and Control Mechanisms
February 28, 2026
Decoder-Only vs Encoder-Decoder Tradeoffs
February 28, 2026
Control Layers: System Prompts, Policies, Style
February 28, 2026
Context Extension Techniques and Their Tradeoffs
February 28, 2026
Books by Drew Higgins
Spiritual Warfare
Bible Study / Spiritual Warfare
Ephesians 6 Field Guide: Spiritual Warfare and the Full Armor of God
Spiritual warfare is real—but it was never meant to turn your life into panic, obsession, or…
