[ impact // source_log ]

Where the work went

Outside writing and uses of the research, with direct links. A is an independent use or comparison; B is an outside explanation. Neither implies endorsement.

A2
Independent use

Someone applies or compares the work in their own argument or system.

B6
Outside explanation

An outside author explains or discusses the work. Not necessarily news reporting or endorsement.

[ source_log // by_paper ]

Outside the lab

Every research paper is listed below. Only directly checked outside sources are linked; an empty entry means we have not verified suitable A/B writing, not that nobody has cited it. Scholarly citations, paper indexes, author-led material, and automated reviews are not counted here.

The Coffee Law: Information, Reasoning and Communication Ceilings for Tool-Using Agent Collectives

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No independently verified A/B source linked yet.

Beyond Injection Detection: A Positive-Security Prompt Firewall that Closes the Scope and PHI Gap SOTA Classifiers Miss in Healthcare

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No independently verified A/B source linked yet.

The Defense Trilemma: Why Prompt Injection Defense Wrappers Fail?

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  • BLLM-Hacking Technical explainer on the limits of prompt-injection wrappers.

LAAF: Logic-layer Automated Attack Framework — A Systematic Red-Teaming Methodology for LPCI Vulnerabilities in Agentic Large Language Model Systems

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  • BSkytells Outside case study of lifecycle-aware red teaming for persistent agent attacks.

Manifold of Failure: Behavioral Attraction Basins in Language Models

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  • BThe Weather Report Independent article explaining the MAP-Elites vulnerability map and its results.

Large Empirical Case Study: Go-Explore adapted for AI Red Team Testing

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  • BAI Model Kit Outside explanation of seed variance, reward shaping, and attack diversity.

MAIF: Enforcing AI Trust and Provenance with an Artifact-Centric Agentic Paradigm

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No independently verified A/B source linked yet.

Logic-layer Prompt Control Injection (LPCI): A Novel Security Vulnerability Class in Agentic Systems

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  • BPointGuard AI Explains the logic-layer and persistent-memory attack class for practitioners.

ETDI: Mitigating Tool Squatting and Rug Pull Attacks in Model Context Protocol (MCP) by Using OAuth-Enhanced Tool Definitions and Policy-Based Access Control

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  • ATrail of Bits Compares its independently built MCP security layer with ETDI's different architecture.

Bhatt Conjectures: On Necessary-But-Not-Sufficient Benchmark Tautology for Human Like Reasoning

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COALESCE: Economic and Security Dynamics of Skill-Based Task Outsourcing Among Team of Autonomous LLM Agents

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No independently verified A/B source linked yet.

Hierarchy-Based File Fragment Classification

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No independently verified A/B source linked yet.

Leveraging Relocations in ELF-Binaries for Linux Kernel Version Identification

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Using Virtual Machine Introspection for Operating Systems Security Education

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No independently verified A/B source linked yet.

Automatic Mitigation of Kernel Rootkits in Cloud Environments

Read paper

No independently verified A/B source linked yet.

[ method ]

These are selected, directly linked examples, not a count of all citations or independent news stories. If you have an independently written source we should check, send it over.