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AI Agent Payment Authorization After 4,371 Attacks

AI Agent Payment Authorization After 4,371 Attacks

APort Vault replayed 4,371 human-written attacks against 14 language models from 8 labs. And the takeaway for AI agent payment authorization is blunt: the decision to move money should never live inside the model. The Open Agent Passport (OAP), the open specification APort built and stress-tested in that exercise,
Bob M 21 Sep 2026
OpenAI Multimodal Fine-Tuning Is Shutting Down: What the Notice Says

OpenAI Multimodal Fine-Tuning Is Shutting Down: What the Notice Says

Bob M 20 Sep 2026
Gemini 3.8 Flash: same sticker price, 45% bigger bill

Gemini 3.8 Flash: same sticker price, 45% bigger bill

Bob M 20 Sep 2026
Embedding Models Measure Meaning. Frontier LLMs Are Complicating It.

Embedding Models Measure Meaning. Frontier LLMs Are Complicating It.

Bob M 20 Sep 2026
Agent Harness Design Decides What Your AI Can Touch

Agent Harness Design Decides What Your AI Can Touch

Bob M 19 Sep 2026
JEPA-Anything: One Model, Seven Worlds, Ten Tasks

JEPA-Anything: One Model, Seven Worlds, Ten Tasks

Bob M 19 Sep 2026
LLM Overconfidence Is Real. Now We Can Measure It.

LLM Overconfidence Is Real. Now We Can Measure It.

Bob M 18 Sep 2026
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