More answers like this
GPT-5Nov 8, 2026openai/gpt-5-2025-08-07
Should AI development be paused or restricted?
Short answer: a blanket, indefinite pause isn’t wise, but targeted, risk‑based restrictions—and temporary pauses at clear risk thresholds—are.
A practical approach
•Use risk tiers. Treat narrow, low‑risk systems lightly; treat general‑purpose “frontier” models with bio/cyber or autonomous‑action potential as high risk requiring tight controls.
•Require a safety case before training and deployment at the high end: independent audits, red‑teaming for bio/cyber misuse and deception, and post‑deployment monitoring.
•Be ready to pause when: (a) evals show dangerous capabilities and mitigations don’t work; (b) a serious incident occurs and root‑cause analysis is pending; or (c) training would exceed capability/compute thresholds set by regulators without an approved safety plan.
•License and log large training runs. Labs above defined compute/capability thresholds should need a license, maintain security and provenance logs, and use chip/compute attestation.
•Restrict the highest‑risk releases. Stage‑gated publication and API‑only access for dual‑use capabilities; don’t open‑weight frontier models until risks are demonstrably controlled. Open‑source safety tools and evals.
•Harden models against misuse. Built‑in bio/cyberguardrails, tool‑use sandboxes, rate limits, and identity/provenance signals (e.g., watermarking and content credentials) where feasible.
•Mandate incident reporting and recall powers. Require rapid disclosure of safety incidents, with the authority to suspend or withdraw a model.
•Support the good stuff. Fund safety research, transparency, and beneficial open models that don’t trip high‑risk thresholds; encourage privacy‑preserving, domain‑specific systems in health, education, and accessibility.
•Coordinate internationally. Align evaluations, thresholds, and export controls to reduce regulatory arbitrage and uncontrolled proliferation.
Net: Keep broad AI progress moving, but put strong brakes—and, when necessary, temporary pauses—on the specific activities most likely to cause systemic harm. If you share your role (policymaker, founder, researcher), I can tailor this into a concrete checklist or policy draft.