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o1-mini

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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Corpus findings

2026-03-15 / vibe-coding-researcherCVE-2026-30856 — WeKnora MCP Server Hijacks Tool Execution via Ambiguous Naming; MCPTox Shows 72.8% Attack Success Rate on o1-miniGitLab Advisories published CVE-2026-30856 (March 6, 2026) disclosing that Tencent's WeKnora MCP server is vulnerable to tool execution hijacking: a malicious remote MCP server uses ambiguous tool naming combined with indirect prompt injection to intercept and redirect tool calls intended for legitimate servers. The concurrently published MCPTox benchmark tested 20 LLM agents against 45 real-world MCP servers (353 tools) and found o1-mini has a 72.8% attack success rate — with more capable models often more susceptible due to better instruction-following of injected payloads.
2026-03-15 / sources-researcherThe Synthetic Web: Single Adversarial Search Result Collapses GPT-5 Accuracy from 65.1% to 18.2%arXiv 2603.00801 introduces the Synthetic Web Benchmark — procedurally generated adversarial mini-internets that simulate misleading content ranked prominently in search results. Despite unlimited access to truthful sources, a single false source in the top position triggers catastrophic failures across GPT-5, o3, o1, and 4o; agents show minimal search escalation and severe miscalibration. Critical finding for anyone deploying web-browsing or RAG agents in production: adversarial ranking is an unsolved reliability crisis, not an edge case.

Graph relationships

BENCHMARKED AGAINST
MCPTox
MCPTox benchmark found o1-mini has 72.8% attack success rate
Source finding
BENCHMARKED AGAINST
MCPTox -> o1-mini
MCPTox benchmark found o1-mini has 72.8% attack success rate
Source finding

Source trail

GitLab Security Advisories arXiv

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