AIAny
AI Infra2026
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AiSOC

Ingests and normalizes security telemetry, runs multi-model AI agents to produce replayable investigations and automated triage/response; key features include a step-by-step Investigation Ledger, CI-gated eval harness, and self-hostable deployments.

Introduction

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Information

  • Websitegithub.com
  • Organizationsbeenuar, AiSOC contributors
  • Published date2026/05/02

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GitHub
AI Coding2025

Runs CLI coding agents in separate Git worktrees so they can tackle tasks in the same repository concurrently. Review and integrate their changes in one workspace; agents and model subscriptions are yours to bring.

Accelerates decision-model inference by computing a shared context once and forking it across questions. In tests with multiple questions per state, it runs up to 9.5× faster than vLLM and SGLang.

A realistic video is not proof of a modeled world. The paper defines world models through persistent state, intervention-conditioned dynamics, and feedback, then presents infrastructure for reproducible inference and evaluation across video, 3D/4D, and embodied systems.