The Model Is Only 10%: The Real Lesson of the New SDLC

A new Google whitepaper emphasizes that in AI-driven software development, the model accounts for only 10% of system behavior; the rest is in the harness and context engineering.

The Local-First Agentic Operator

A single operator, empowered by agentic AI, now builds and manages diverse software portfolios traditionally requiring organizations—exploring a new paradigm in software creation.

VigilSAR Benchmark: There Is No Best Model

The VigilSAR Benchmark reveals no universally best AI model; rankings vary based on user needs, focusing on trustworthiness and deployability over raw capability.

Europe Regulated the Interface and Forgot to Build the Engine

Europe has heavily regulated AI interfaces like cookie banners but has failed to build the underlying AI engines, risking technological lag.

Cutrova: Edit the Words, Not the Timeline

Cutrova introduces a local-first, transcript-based video editing tool that simplifies editing, enhances privacy, and lowers barriers for creators and teams.

The Model Is Only 10%: The Real Lesson of the New SDLC

A new Google whitepaper reveals that in AI-driven software development, the model accounts for only 10% of system behavior; the harness and context engineering are key.

The Local-First Agentic Operator

A single operator, using agentic AI, now builds and manages diverse software products without a traditional organization, emphasizing local-first, provider-agnostic principles.

VigilSAR Benchmark: There Is No Best Model

VigilSAR Benchmark reveals no universally best AI model for defense applications, emphasizing context-dependent rankings based on capability, compliance, and deployability.

The Door: Why the Interface Is Worth More Than the Model

SpaceX’s $60 billion purchase of a coding interface highlights how control over user interfaces and routing may be more valuable than the AI models themselves.