01 / The mechanism and its boundary
What is being described
SASH describes itself as a research and field-building organisation rooted in Singapore S-3606. Its verification work is an international collaboration on inference verification:
- Collaboration. SASH reports launching, with the Oxford Martin AI Governance Initiative and a team of researchers, an international collaboration to build tools that make AI verifiable across borders, and names the Future of Life Institute as another early partner S-1320.
- Confidential network logger. The first project asks whether confidential network loggers can help distinguish inference from training S-1320. SASH describes loggers that copy the traffic leaving a data centre; in its planned next prototype, a random sample of requests goes to a separate cluster that re-runs them and raises an alarm on a mismatch S-1320. See SASH confidential network logger, Network taps and certifiers and Sampled inference recomputation.
- Code. The first prototype's code is public under the MIT licence S-1319.
- Field listing. The AI Futures Project's verification page lists FLI and SASH as building the logger prototype S-1511.
Connections in the research map
Related research
Sources and provenance
- S-3606 / Tier B
Singapore AI Safety Hub: About ↗
· 2026 · Singapore AI Safety Hub
Supports: research and field-building organisation rooted in Singapore
Version and catalogue details - S-1320 / Tier C
Internationalising AI Verification ↗
Singapore AI Safety Hub (SASH) · 2026 · SASH blog
Supports: international collaboration and partners; confidential network logger design and planned prototype
Version and catalogue details - S-1319 / Tier B
inference-verification: Inference Verification Prototype ↗
Singapore AI Safety Hub (SASH) · 2026 · GitHub
Supports: prototype code (MIT licence)
Version and catalogue details - S-1511 / Tier C
Get Involved in Verification ↗
AI Futures Project · 2026 · AI 2040
Supports: listed with FLI as building the logger prototype
Version and catalogue details
- Source review date
- 2026-09-25
- Drafted by (source map)
- ai
- Review handles (source map)
- codex-review