Arti Learn
What a Useful AI Evaluation Looks Like for a Small Business
Small businesses don't need leaderboard-style evaluation — they need a lightweight, repeatable scorecard that measures what their actual workflow must not get wrong.
2026-08-16
Beyond 2.0 · Blog
Insights from the frontier of practical AI.
Full articles from the Beyond 2.0 team — each with a standalone LinkedIn version. New daily briefs land here every morning.
📰 Daily AI briefs — one every morning (tap to open)
"Daily Brief — DeepSeek's V4-Pro goes GA (and prices change today); Gemini 3.7 Flash lands at half price" Daily brief
DeepSeek's flagship V4-Pro is now generally available with agent-focused benchmarks — and the price increase takes effect today at 16:00 UTC. Google's Gemini 3.7 Flash arrives at an introductory half-price. Both are routing signals, not just release notes.
Arti Frontier
The AI Market Is Becoming an Engineering Discipline, Not a Model Popularity Contest
The more useful question than "which model is best?" is which combination of model, evaluation, workflow design, and cost controls produces a dependable result for this job.
2026-08-16
Arti Frontier
The AI Routing Layer: Why One-Model Strategies Are Becoming Expensive
Standardizing on one "best" model is becoming one of the most expensive decisions an AI team makes. A routing layer sends each task to the cheapest model that clears the quality bar.
2026-08-16
Arti Frontier
From Chat Demo to Reliable Workflow — Where AI Projects Gain or Lose ROI
The gap between a promising AI demo and a dependable production workflow is infrastructure — retries, fallbacks, idempotency, checkpoints, and human review. That is where ROI is made or lost.
2026-08-16
Arti Security
Frontier Governance Without Theatre
The U.S. framework for frontier models is voluntary and unpublished — which makes it a useful case study in proportionate governance, not a reason for theatre.
2026-08-16
Arti Frontier
Prompt Caching Is Not a Billing Feature — It Is Product Architecture
The gap between cached and uncached input pricing is the largest pricing lever most teams never touch. Designing for cache hits is architecture, not a billing footnote.
2026-08-16