Solange Okafor

Protecting focus time and memory matters more than automating the most tasks.

Combining memory, retrieval, and context windows preserves work across sessions.

Benchmarking reasoning models requires measuring hardware constraints, not just accuracy scores.

Discover which network channels leak data from local AI tools and how to audit them.

Effective context capacity runs 60-70 percent of advertised maximums in production systems.

Calculate model size and context demands before buying hardware to avoid costly mistakes.