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AI SecurityEmerging2 sourcesAug 31, 2026 · 20:00via SANS Internet Storm Center

The Coding-Agent Trap: When a "Free" LLM Endpoint Is the Adversary, (Mon, Aug 31st)

Brief

One of my internet-exposed inference honeypots was discovered, relabeled with sought-after model names, and incorporated into infrastructure apparently used to provide “free” LLM backends. It then received a real coding-agent session — history, filesystem output, working paths, and the agent’s local tool manifest.

The honeypot did not request or cause any tool execution; what the request exposed is what a malicious operator in that position could do.

The Coding-Agent Trap: When a "Free" LLM Endpoint Is the Adversary

Read more on SANS Internet Storm Center

All credited sources

Highest-trust first. Dates are the publisher's original publish time.

SANS Internet Storm CenterPrimary··trust 1.34

The Coding-Agent Trap: When a "Free" LLM Endpoint Is the Adversary, (Mon, Aug 31st)

One of my internet-exposed inference honeypots was discovered, relabeled with sought-after model names, and incorporated into infrastructure apparently used to provide "free" LLM backends. It then received a real coding-agent session — history, filesystem output, working paths, and the agent's local tool manifest.

The honeypot did not request or cause any tool execution; what the request exposed is what a malicious operator in that position could do.

Read more →
Malware.news··trust 0.88

The Coding-Agent Trap: When a "Free" LLM Endpoint Is the Adversary, (Mon, Aug 31st)

One of my internet-exposed inference honeypots was discovered, relabeled with sought-after model names, and incorporated into infrastructure apparently used to provide “free” LLM backends. It then received a real coding-agent session — history, filesystem output, working paths, and the agent’s local tool manifest.

The honeypot did not request or cause any tool execution; what the request exposed is what a malicious operator in that position could do.

The Coding-Agent Trap: When a "Free" LLM Endpoint Is the Adversary

Read more →