Sep 29, 2026 · Information Security

Cross-Session Memory Poisoning: Auditable Secure Write Paths for Agent Memory

This article explains how memory poisoning attacks persist across AI agent sessions, details the MINJA attack technique, and proposes auditable memory storage formats, secure write paths with trust scoring, and detection methods including integrity checks and activation monitoring to defend against persistent memory corruption.

AI Agent SecurityMINJA attackOWASP ASI06

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Cross-Session Memory Poisoning: Auditable Secure Write Paths for Agent Memory

AI Architecture Path

Jul 19, 2026 · Artificial Intelligence

DeepTutor: 27K‑Star Open‑Source AI Tutor with Agent‑Native Architecture and Auditable Memory

The article critiques common AI learning tools for providing only answers, losing context, and risking data privacy, then presents DeepTutor—a locally deployable, open‑source AI tutor that uses a unified Agent‑Native runtime, double‑loop reasoning, three‑layer auditable memory, and a full offline learning loop covering study, practice, testing, research, and note‑taking.

AI tutoringDeepTutorEducation

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