dual-use

Public showcase of the GAP Ecosystem (GAPdrone & GAPbot). Highly autonomous swarm robotics powered by Edge AI (Hailo-8) and ROS 2. Built for EUDR compliance, Industry 5.0, and Dual-Use emergency response for a safer society.

A Responsible AI Stewardship License for AI Safety and Welfare

AI in Biosecurity: Dual-Use Risks and Governance Gaps — a defensive, non-operational policy explainer from a security-engineering lens. Author: Krishita Sanjay Choksi.

Misinformation detection and defense toolkit

中文网安防御问题误拒(over-refusal)评测基准：测安全模型是否误拒正当防御/安全教育问题，含真实危害对照组，可机器评分。补全 agent-safety-bench-zh 的另一半。

Cyber-focused network diagnostic suite — zero-telemetry speedtest, BGP path visibility, jitter persistence, hardened SOC-grade access (dual-use).

Safe brute-force — bounded, rate-limited brute-force testing framework for authorised assessments

Dictionary attack research tool — wordlist-based credential testing for authorised security assessments

Resilience, secure coordination, and safety simulation for autonomous systems

Ad-funded LLMs as the default route to commercial secret loyalties — Secret Loyalties Hackathon paper + black-box audit harness.

Field guide for product and commercial people entering defence: the five-role buyer map, where requirements are shaped, C2 and interoperability literacy, assurance, and commercial models beyond per-seat pricing.

Public alert + design: containing the 0patch <-> Windows LSA Protection (RunAsPPL) conflict so it can't fail silently

Dual-Use Hackathon build (LA, Oct 2026): a 211 reception and hold-queue assistant. Callers text or phone in their own language while they wait; Claude replies from editable playbooks, while code owns tiers, queue order and handoff. Same build for ordinary days and disaster surges. Demo link and phone number are temporary and may stop working.

Dual-Use Decentralized Covariance Intersection (CI) & Collaborative Multi-Robot SLAM Fusion Engine defeating data incest with golden-section trace minimization.

🥈 2nd Place Winner (Solo Builder) — Fincantieri Maritime Dual-Use Hackathon SF 2026 (SDV Challenge). Deterministic resource governor & 3D digital twin for a 60–70 m vessel on Arduino Ventuno Q.

A rule-governed, genome-writing-native biosecurity middleware that supervises agentic design AI. It inspects the plan a design agent produced, not just the final sequence, across five hazard axes and returns allow / flag-for-review / refuse with cited evidence and a signed design passport. Open-data, safe-proxy reference implementation.

Every story sells a wish — and every wish has a dark twin that wears its face (the cult, the conspiracy theory, the pickup artist's pitch). A browsable, citation-gated catalog of the wish-fulfillment engines stories run on, and the grifts that wear each one's face.

Position paper proposing longitudinal account history as one-directional evidence for proportionate AI safety, with provenance-aware latitude grants and independent hard constraints.

Decentralized Byzantine Fault Tolerant Mesh Arbiter and Quorum Slicing Engine

Convert raw cybersecurity documents into safety-filtered instruction-tuning data. Three-layer safety architecture (system prompt + regex validator + quality filter). Companion to the 4M-document secdata-raw corpus on Hugging Face.