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XS1 Cyber · Flagship program
Program · ActivePost-training

Project
North Star

A long-horizon program to build a model that finds unknown flaws, chains them the way a real attacker would, and proves impact under lab control — so every result becomes a detection, a mitigation or a patch.

Parameters

300B

Stage

03 / 06

Weights

Closed

Access

By request

Status · October 2026 — post-training, stage 03 / 06. Evaluations: in preparation, after post-training.

Mission

Give defenders the attacker's foresight. Find the unknown flaw, prove the path, close it first.

01 · Find

Search for the flaws nobody has cataloged yet — the ones a signature database cannot contain.

02 · Prove

Demonstrate real impact with bounded proof of exploit, so severity is measured rather than argued.

03 · Close

Pair every finding with the detection, mitigation and patch guidance needed to close it.

Thesis

Defensive security is bottlenecked by the shortage of people who can think like an attacker. We believe models can close part of that gap.

Most security tooling enumerates. It lists findings, ranks them by a static score, and leaves the reasoning to a human. The scarce skill is the next step — connecting unremarkable findings into a path that actually compromises something that matters.

North Star exists to build that capability and to bound it: measured, restricted, and pointed at defense.

Polaris

Post-training

The first model of the North Star program.

Parameters
300B
Purpose
Vulnerability discovery for defense
Modality
Text + tool use
Stage
Post-training
Weights
Closed
Access
By request
Capabilities under study

Zero-day discovery, exploit chaining, and proof of exploit

Capability

Zero-day discovery

Polaris is being trained to read source, binaries, and protocol state machines for the class of flaw a scanner cannot name: logic inversions, lifetime confusion, trust boundaries that only exist by convention. Candidate findings are checked for reachability, then held for human review.

Environment
Lab range only
Reachability
Checked before reporting
Held for
Human review
Defensive translation

Every offensive result is converted into detection logic, mitigations, and prioritized remediation. Offense is the method; defense is the product.

Lifecycle tracker

Where Polaris is today

Last updated October 2026.

  1. 01PretrainingComplete

    Corpus construction and base model training.

  2. 02Mid-trainingComplete

    Domain injection: systems, protocols, exploit reasoning.

  3. 03Post-trainingIn progress

    Preference optimization, tool use, and refusal calibration. Polaris is at this stage as of October 2026.

  4. 04Safety evaluationPlanned

    Dangerous-capability thresholds and real-world uplift measurement.

  5. 05Red-team hardeningPlanned

    Adversarial pressure from internal and external teams before any access.

  6. 06Limited releasePlanned

    Controlled access for vetted defensive partners only.

Safety

Commitments

A security-capable model is a dual-use artifact. These constraints are part of the program design, not a policy added at release.

Evaluations are in preparation, after post-training; no results are reported yet.

  • Capability thresholds are defined before training, not after results arrive.
  • All agentic evaluation runs inside isolated, instrumented lab environments.
  • Proof-of-exploit artifacts are minimal, non-weaponized, and never released publicly.
  • Working offensive tooling is not distributed.
  • Findings are reported to affected defenders with a remediation path, under coordinated disclosure.
  • Access is limited to vetted defensive partners under written scope.
Partner access

Partner access is open to vetted defensive teams, by request.

Tell us about your defensive use case and team. We reply within 1–2 business days; qualified partners receive more detail after an initial conversation.