Neurok · Helix · Research first
Science leads.
Everything else follows.
This desktop reads like the lab notebook it grew out of: seven research programmes, the papers as they came out, and the numbers we are willing to print beside our name. The products are here too — one corridor down.
Research programmes
Interpretability
Tracing behaviour to circuits, and testing the traces with interventions.
P2Alignment science
Closing the gap between what we ask models to optimise and what they do.
P3Engineering
Infrastructure as an instrument: replayable evals, standing contamination checks.
P4Frontier security
Red-teaming that looks for the failure which survives the demo.
P5Economic research
A task-level index of how AI is landing in real work, methodology public.
P6AI for science
Taking the tedious middle off researchers' hands, wet-lab verdicts included.
P7Societal impacts
Studying effects while they can still change what gets built.
P8Safety & governance
Capability tiers with named safeguards, and a public incident log.
Latest publications
Cortex 5.1 and Pulse 5.1: system card and corrections
Two models for long-horizon work — and one withdrawn benchmark figure, documented in the open.
System card Jul 2026A steerable circuit for answer withholding
Localising the mechanism that suppresses answers under uncertainty, with the failed replications included.
Preprint Jun 2026Drift in multi-day agentic tasks
Instruction adherence degrades past horizons our tooling had not instrumented. Six mitigations, two held.
Evals Apr 2026Task-level exposure in an AI-using labour market
Methodology note and first release of the recurring index, sample sizes disclosed.
Datasetpapers since founding
evaluation suites in the release gate
models shipped with a system card
research programmes, one engine
Responsibility
Every capability tier carries a name, a safeguard, and a public record.
When a threshold is crossed mid-training, the procedure is written down before it is needed. When a number turns out wrong, the correction ships with the release note. Read the commitments