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What's new at Safeguard.

Releases, research, customer milestones, and the occasional company update. We post here when something meaningful ships. We do not post here to fill a content calendar.

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May 12, 2026 Model release

Griffin L 2026.05 ships with a 30 percent reduction in false positives

The May refresh of Griffin L closes the gap on reachability analysis for transitive dependencies. Across our internal eval suite, false positives dropped 30 percent without a regression on recall. The adversarial disproof head was retrained on a larger corpus of refuted candidates pulled from the last two quarters of production traces.

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April 28, 2026 Customer

A Fortune 100 financial services customer crosses one million autonomous fixes

One of our largest deployments reached a milestone of one million autonomously applied fixes across their monorepo this quarter. Average time from finding to merged patch dropped from 11 days to 3 hours. The customer has asked to remain unnamed; the case study walks through the rollout pattern in detail.

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April 15, 2026 Research

Publishing the spec for verifiable model traces

A short paper describing the trace-attestation format that every Griffin response is emitted with. The format is open, the verifier is open source, and the goal is to make AI-generated security findings independently reproducible by any downstream consumer. Feedback from the standards community is welcome.

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March 30, 2026 Company

Welcoming our new Head of Sovereign Deployments

We have expanded the leadership team with a new Head of Sovereign Deployments to scale the air-gapped and classified offerings that customers in defence and public-sector verticals depend on. The role reports to the CTO and is based out of the Dublin office.

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March 12, 2026 Product

The Marketplace opens to community-contributed policies

Policies, guardrails, and remediation recipes can now be published, versioned, and consumed through the Marketplace. Every contribution is signed, reviewed, and provenance-tracked. The first wave includes 40 community-authored policies covering supply chain, AI safety, and licensing.

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February 26, 2026 Research

A study of zero-day disclosure timing across major ecosystems

Our research team analysed five years of zero-day disclosures across npm, PyPI, Maven, and Go modules. The paper proposes a small change to the default disclosure embargo that reduces exploitation windows by an average of 18 days. The data set is open for reproduction.

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February 8, 2026 Model release

Eagle 2026.02 lands with improved policy reasoning

The Eagle family now handles compound policy reasoning across multi-jurisdiction compliance frameworks. The release includes a new evaluation suite covering NIS2, DORA, and the EU AI Act, with published scores on every benchmark.

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January 22, 2026 Customer

Aegis crosses 500 sovereign deployments

Aegis, the air-gapped variant of the platform, reached 500 production deployments across public-sector and regulated customers this month. The release notes for the underlying appliance build are published in the changelog, including the SBOM for the appliance itself.

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