03 / Frontier technology

The tools that reshape tomorrow.

AI, energy, biotech, and materials: breakthroughs, bottlenecks, and the long road from a result to something people can use.

What we’re watching

  1. AI: useful capabilities, reproducible evaluations, deployment constraints, and failure modes.
  2. Energy & materials: efficiency, scale, durability, and economics beyond the laboratory.
  3. Biotech: study design, replication, practical use, and the distance between a result and a treatment.

The standard

Follow a claim from paper to replication to deployment. State the baseline, the tradeoffs, and the limits of the evidence.

From the first edition

Progress needs a measuring stick.

A compelling demonstration is the beginning of an evaluation.

Read the field note ↗