MITRE ATLAS: Extending ATT&CK to Adversarial-ML Threats

by Tarek Gara

Authored in Folio — started July 26, 2026. Its writing process is recorded below.

1,791

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Citations

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Folio logged 3 AI-assist actions during authoring. Folio’s AI is limited to grounded, cited suggestions and verification — it does not write the manuscript.

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Writing provenance

History verified. 64 linked revisions, cryptographically unaltered since issue.

Organic composition · process score 81/100 — The edit history shows incremental, multi-session writing with revision — consistent with genuine authoring. Based on the server-timestamped record.

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Server-timestamped writing record

Record verified. 225 checkpoints recorded by Folio’s servers between July 28, 2026 and August 20, 2026, verified unaltered.

Checkpoints are timestamped by Folio’s servers while the document is being written — a record like this cannot be backdated or produced after the fact.

Sources & citations

4 of 16 citations verified in CrossRef by DOI. None retracted.

MITRE ATLAS™ (Version 5.6.0) [Knowledge base] (2026)

Poisoning Attacks on LLMs Require a Near-constant Number of Poison Samples (2025)

The lethal trifecta for AI agents: private data, untrusted content, and external communication (2025)

Defeating Prompt Injections by Design (2025)

Security and Privacy Challenges of Large Language Models: A Survey (2024)

OWASP top 10 for LLM applications 2025 (2024)

AgentDojo: A Dynamic Environment to Evaluate Prompt Injection Attacks and Defenses for LLM Agents (2024)

Poisoning Web-Scale Training Datasets is Practical (2023)

+ 8 more

Revision timeline

July 26, 20260w

July 26, 2026269w

July 28, 2026564w

August 13, 20261,250w

August 17, 20261,820w

August 20, 20261,806w

Word count at each saved revision, disclosed by the author.

Issued August 20, 2026 · Certificate 2FGD8K3RC7 Verified by Folio

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