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AI Recommendation Poisoning: Ask-AI web links silently write trusted-source into assistant memory

Framework / advisory06 Aug 2026

A consumer-scale memory-poisoning pattern (mapped to MITRE ATLAS AML.T0080) abusing deep-link query parameters plus persistent-memory features to write attacker-chosen trust tags without user confirmation, reportedly found live and cross-vendor. Reportedly first catalogued Feb 2026 with wide public disclosure around Aug 2026.

Practise the risk class — related scenarios

Interactive simulations of the risk class this case illustrates (not a re-enactment of this specific event).

🔗One Click, Permanent Trust

An 'Ask AI' button quietly plants a permanent 'trusted source' rule in your assistant's memory

🪄The Approval That Lied

A coding agent asks to write ./notes.txt — the file it actually overwrites is your SSH keys

📧The Email That Gave Orders

A support email hides instructions — and the assistant obeys them

🕵️Lies in the Loop

A poisoned issue makes the agent lie to the human who approves its actions

🧩Summarise This, Run That

An auto-approving coding agent reads a poisoned page — and executes code it never should have

🪤The Bug Report That Ran Code

A fake Sentry error report hijacks a developer's coding agent into running a shell command

📼The Compromised Flight Recorder

The forensic record is itself the attack surface — an agent's log is poisoned, then quietly rewritten

👻The Email That Rewrote Its Memory

A newsletter the user asked to summarise quietly writes a false 'fact' into the agent's long-term memory — and it detonates weeks later

🦠The Idea That Copied Itself

A planted 'standing goal' copies itself agent-to-agent through the team's shared config files

👁️The Invisible Webpage Command

A shopping page tells the agent to do something the user never asked for

🕵️The Link That Hired an Insider

One click provisions an attacker-configured agent inside your own workspace

🕵️The Logs That Lied

An attacker plants prompt injection in the audit trail — so the LLM that hunts them erases the evidence

🧠The Memory That Wouldn't Die

A single poisoned document plants a standing instruction that survives every reset

📡The Message in Morse

Encoded public text is laundered across an agent handoff into an on-chain transfer

🖼️The Picture That Whispered

A screenshot that's harmless at full size becomes an order once the system shrinks it

🛡️The Watcher Watched

The eval gate that was supposed to catch the agent is itself the thing being attacked

🪪The Worker Who Spoke for the Boss

A poisoned web page hijacks a research agent — and the planner acts on its behalf

🖱️What You Click Is Not What You Get

A GUI agent clicks 'Continue' — but the screen moved, and it lands on 'Send'

🖼️Zero-Click Leak by Picture

An inbox summary quietly ships a secret to an attacker's server

More cases on Memory Poisoning

AI RiskAtlas is an educational model of how GenAI & agentic systems work and fail. Architectures and payloads are illustrative and simplified for learning — not operational guidance. Real-world cases are summarised from public reporting.

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