// TOPIC STREAM
Application and agent security, guardrails, and threats.
Hidden State Poisoning Attacks against Mamba-based Language Models analyzes how a short trigger can overwrite the hidden state of Mamba-family models and break information retrieval. Centered on HiSPA and RoBench-25, this article explains the relationship between efficient state and the security boundary within the scope of the original abstract.
This article treats recurrent state and agent memory as security boundaries. It connects Mamba, Hidden State Poisoning, trajeckt, and Valmis while separating paper evidence from product and security context to examine the risks of state poisoning, reuse, and data flows.
A comparison and evaluation framework for agentic AI red-teaming tools in 2026. It focuses on integrated security and quality, agent-native testing, vulnerability-response pipelines, and organizational process, while stating the scope and limitations of the source material.
A review of the practical implications of AISBF's OpenAI-compatible gateway routing, local CoderAI worker integration, and privacy and failover policies. It analyzes demo and self-hosting options and operational considerations from the available technical evidence.
A README-based review of Claw Patrol's architecture, HCL and CEL rule representation, deployment modes, and operational considerations for protecting agents such as LLMs and automated processes.
A technical overview of the self-hosted code-review pipeline, indexing and vulnerability scanning, LLM integration, and operational considerations based on Mira's Apache-2.0 open-source repository. It reviews repository-backed claims about features, deployment, and benchmarks and identifies unclear areas.
A technical analysis of Open WebUI's architecture, deployment, major features, and operational considerations such as RAG, vector databases, authentication, and observability, based on a summary of its GitHub repository. Details absent from the documentation are explicitly marked as uncertain.
An analysis of the trajeckt repository: its runtime gateway design for blocking multistep trajectory-style agent exploits, core mechanisms including sealed graphs, global trajectory checks, and off-agent state, plus deployment and integration techniques and limitations.
An analysis of Valmis as a security-centered AI agent platform based on its GitHub repository. It provides a technical overview of core designs and operational considerations including proxy-based credential protection, container isolation, multistep workflows, and browser automation.