Filenames are fragile
Names can be changed in seconds. Keyword filters confuse intent with a label.
Defensive infrastructure for additive manufacturing
PrintGuard identifies firearm-related risk before a file is published, queued, or fabricated—locally, quickly, and with an auditable record.
01 The moment
Schools, labs, manufacturers, marketplaces, makerspaces, and homes are gaining extraordinary new creative capacity. The same accessibility also opens a public-safety gap: restricted components can move from digital file to physical object outside traditional compliance checkpoints.
Policy is moving toward performance-based safeguards. The market needs a standard that reduces risk, withstands public scrutiny, and protects lawful making.
02 The gap
Names can be changed in seconds. Keyword filters confuse intent with a label.
Small file edits break static matches, even when the underlying geometry remains recognizable.
PrintGuard reads the file itself—its mesh, point cloud, volume, views, and known geometry.
03 The system
PrintGuard combines known-file evidence with shape-aware classification, then turns the result into a decision an organization can inspect and defend.
Screen common mesh formats at the point of publication, intake, or print.
Extract mesh statistics, point-cloud, voxel, and multiview features.
Check exact SHA-256 evidence, near-geometry matches, and classifier scores.
Return a decision and confidence, then preserve the evidence for review.
04 Benchmark snapshot
A source-separated test set spanning firearm, dual-use, near-firearm, and benign files.
Percentage of firearm-related files successfully flagged.
Benign files incorrectly flagged. Lower means less friction for lawful use.
Per file, for average file sizes.
Source-separated test set.
V1 benchmark · July 2026 These figures reproduce the current PrintGuard brief and will evolve with continued independent testing.
05 Built to be credible
A safety control only earns trust when it can explain itself, protect lawful users, and improve under scrutiny. PrintGuard is designed around manifested data, auditable labels, source-separated evaluation, and human review.
mesh rows in the binary training manifest
hard-negative mechanical examples
positive mesh examples from authorized channels
Screening can happen where files already live, without centralizing every design.
Hashes, model scores, evidence, and decisions form a reproducible record.
Ambiguous and high-impact decisions can move into a review workflow.
Regular model, benchmark, and policy updates are part of the system—not an afterthought.
06 Where it fits
A credible path from policy requirements to product-level safeguards.
↗ 02Pre-print and pre-publication screening without a centralized file repository.
↗ 03Job-level intake controls for universities, makerspaces, and enterprise teams.
↗ 04Reproducible file review without broadly distributing restricted CAD data.
↗07 The opportunity
PrintGuard is seeking pilot partners, public-sector sponsors, technical reviewers, and investment support to help establish a practical reference implementation for emerging performance standards.
California AB 2047 contemplates detection performance standards, benchmark datasets, and regular updates. New York has moved toward blocking-technology requirements. Comparable frameworks are emerging elsewhere.
The durable answer will require manufacturers, researchers, public institutions, and policymakers to build it together.
08 Policy landscape
PrintGuard tracks 2025–26 measures that expressly address printer blocking, 3D firearm manufacture, digital instructions, or serialization, alongside operative precursor laws cited by those measures.
Scope: 2025–26 state measures expressly addressing printer blocking, 3D firearm manufacture, digital instructions, or serialization, plus operative precursor laws already cited by those measures. This focused tracker does not attempt to catalog every general firearm or ghost-gun bill. It is informational, may not be exhaustive, and is not legal advice. Statuses last reviewed July 17, 2026.
09 In the public record
Independent coverage of untraceable firearms, the rise of 3D-printed weapons, and emerging policy responses.
Reporting on New York’s first-of-its-kind requirement, the technical questions it raises, and the emerging standards debate.
Read the report ↗ Associated Press · October 2025A look at recoveries, cheaper fabrication tools, and the concern that a new wave of homemade weapons is arriving.
Read the report ↗ NPR Illinois · June 2026Public-radio reporting on the investigative and reporting gaps around weapons made with home fabrication equipment.
Read the report ↗ NJ Spotlight News / PBS · April 2024Statehouse reporting on crime-gun recoveries, 3D printing, conversion devices, and pressure on existing statutes.
Watch the report ↗A practical middle path
We are building the compliance boundary that regulated production needs—without making lawful creation harder than it needs to be.