Guarding Large Models








Rush to large models, new laws, and live attacks raise need; winners ship deep hooks, on‑prem control, and proof via red teams.
Context: Geordie AI | Accelerate Agentic Innovation
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Rush to large models, new laws, and live attacks raise need; winners ship deep hooks, on‑prem control, and proof via red teams.
Context: Geordie AI | Accelerate Agentic Innovation








Cheaper sequencing and new assays spur drug and diagnostics bets; winners run tight build-test loops and lock in unique data.
Context: x.com/a16z: "Pod episode with Arc Institute co-founder @pdhsu..."








Model leaps and cloud spur new image and video tools; winners have rights-safe data, style control, pro workflow fit, and creator distribution.
Context: Black Forest Labs - Frontier AI Lab








Remote work and post-layoff churn flood openings; fastest wins come from verified talent pools, strong demand funnels, and niche roles with speed.
Context: Mercor








Surging LLM demand and GPU scarcity drive this wave; winners cut latency and unit costs while offering on-prem control and reliability.
Context: FAL
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