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Evidence library

Evidence before narrative.

Academic research, security guidance, technical reports and observed patterns — labelled so a preprint never masquerades as a proven incident.

Records
08
Last review
20.07.26

Showing 8 of 8 records

Guidance · 2025Technical report

Context Injection & Over-Sharing

OWASP MCP Top 10

Security guidance for contexts that are shared, retained or insufficiently scoped across users, agents and workflows.

MCPcross-userisolation
Open evidence note
Research · 2024Peer reviewed

Lost in the Middle: How Language Models Use Long Contexts

Liu et al. · TACL

Shows that language models often use relevant information less reliably when it is positioned in the middle of long inputs.

long contextpositional biasevaluation
Open evidence note
Research · 2025Technical report

Context Rot: How Increasing Input Tokens Impacts LLM Performance

Chroma Research

Evaluates 18 models and documents non-uniform performance degradation as input length increases.

context rotbenchmarkslong context
Open evidence note
Research · 2025Peer reviewed

Llama See, Llama Do: Contextual Entrainment and Distraction in LLMs

Niu et al. · ACL

Examines a mechanism through which irrelevant tokens already present in context pull later model generations towards them.

distractionmechanisticirrelevant context
Open evidence note
Research · 2026Preprint

Instruction Bleed: Cross-Module Interference in Prompt-Composed Agentic Systems

Lin & Liu · arXiv

Proposes compositional behavioural leakage as a measurable form of interference between prompt modules sharing a context window.

agentsinstructionsinterference
Open evidence note
Research · 2026Preprint

From Untrusted Input to Trusted Memory

Dash et al. · arXiv

Studies how a single adversarial memory write can retain influence across later agent interactions.

memorypoisoningagents
Open evidence note
Case pattern · 2026Technical report

Multi-tenant retrieval leakage

Recurring architecture pattern

A shared vector index returns chunks belonging to another tenant because access policy is absent or applied after retrieval.

RAGtenant isolationaccess control
Open evidence note
Field report · 2026Community evidence

Cross-project context bleed and directory drift

Google AI Developers Forum

A community bug report describes an IDE agent reading or acting within the wrong project directory.

coding agentsprojectscommunity report
Open evidence note