The new AI paradigm flips SaaS orthodoxy — high gross margins signal unused AI features, implementation services become distribution (Palantir model), and training own models demands massiv…

Inference demand creates a massive revenue waterfall; companies that position under it (inference platforms, agent builders, outcome-based apps) achieve 1→20→100 growth trajectories impossi…

Agents move software from selling licenses to selling work/intelligence on tap, unlocking per-seat pricing that scales to millions per developer spend-based inference economics can make $20…

Demand for frontier intelligence (coding, complex reasoning) and open source/on-device inference are both accelerating; model routing by third parties (Gumloop) optimizes cost/performance p…

Firms like a16z and General Catalyst have evolved into multi-strategy alternative asset managers (venture, growth, debt, insurance, wealth), while Benchmark stays pure venture — creating st…

Star Cloud operates a GPU in orbit today; Benchmark invested pre-Musk-endorsement based on team and technical proof, betting that space-based compute solves power/cooling/latency constraint…