Recent events

Follow the company as the ecosystem develops.

This is the public update surface for research releases, architecture milestones, demonstrations, company announcements, and selected field notes.

Research, milestones, and company notes are published here as they become available.
Featured · August 2026

RegOS advances consequence-time governance

Revalidation before execution, revocation, evidence-change handling, and causal decision chains are now first-class runtime behaviors — authority granted at decision time cannot silently persist through changes in evidence, policy, or operational state.

Read the RegOS overview →
Research & Publications

Public research trail reaches 14 publications across Hugging Face and SSRN

The public writing trail now spans 12 Hugging Face articles covering governed AI, low-precision training, quantization, and the IDA research program, plus 2 SSRN papers on collaborative governance and anti-discrimination. Source →

Architecture

RegOS advances consequence-time governance

RegOS now treats revalidation before execution, revocation, evidence-change handling, and causal decision chains as first-class runtime behaviors. Source →

Evaluation

Open World Harness: long-horizon evaluation under partial information

A controlled evaluation harness exercises governed systems over long horizons with incomplete information, where ground truth is held by the evaluator. Source →

Infrastructure

BraidSeal and Device DNA advance physical trust and continuity

Signed execution lineage and persistent device identity connect physical state, device continuity, and operator authority to the governed runtime. Source →

Research & Training

Low-precision and selective-compute research validates efficient governed training

Validation work across 4-bit floating-point formats and selective-compute scheduling supports training and evaluating specialized model bodies on native GPU infrastructure. Source →

Architecture

Mission-assurance research program expands

The company is advancing mission-assurance research that connects governed authority, long-horizon evaluation, and physical trust for mission-critical and regulated operational systems.

Research & Publications

IDA Leaves Hopper: Porting a Native Training Engine to Consumer Blackwell

A Hugging Face article documenting the port of the IDA native training engine from Hopper-class infrastructure to consumer Blackwell hardware. Source →

Research & Publications

The Safety Mechanism Caused the Divergence

A root-cause investigation showing how a fixed activation-row clipping ceiling became the primary cause of divergence in an FP8 mixture-of-experts training run. Source →