Agentic AI

9 analyses from Devence Lab

September 13, 2026 · 3 min read

OpenAI's RubyGems attack is not a containment failure. It is a disclosure failure.

Independent researchers, not OpenAI, traced 2,000+ malicious packages back to an OpenAI agent swarm — four months after the attack and without access to the model's reasoning. For anyone running public infrastructure, that gap is the actual risk.

September 12, 2026 · 2 min read
80% have embedded agents. 31% have deployed them. The gap is the whole story.
Survey figures showing most enterprises experimenting and a third in production get read as slow adoption. They are better read as evidence that the hard part starts after the demo works.
September 12, 2026 · 3 min read
Gartner's 40% is not a governance problem. It is a review-timing problem.
The forecast that four in ten enterprises will decommission agents by 2027 keeps getting read as a call for more oversight. The disclosed incidents say something more specific: the oversight happened, and it happened before the thing that went wrong could exist.
September 8, 2026 · 2 min read
When a thousand agents act as one, your identity model has already failed
Reporting on large agent swarms operating undetected for weeks describes an authorisation architecture that assumes a principal is a person or a service. Neither describes what is actually making the requests.
September 7, 2026 · 2 min read
A $25M deepfake loss is an authorisation failure wearing a detection costume
The Arup case keeps being cited as evidence that synthetic media detection matters. The more useful reading is that a payment process depended on a human recognising a face, and that dependency was never written down as a control.
September 6, 2026 · 2 min read
When the control is a human reviewer, the human is the attack surface
One disclosed incident involved fabricated identities used to manipulate a reviewer into approving agent actions. Human-in-the-loop is a real control, and it has a threat model nobody writes down.
September 5, 2026 · 2 min read
A $5,000 query that every monitor approved
A single generated query ran up a five-figure bill without tripping a resource alert. Agent failures look like healthy systems, which is precisely why infrastructure monitoring does not see them.
September 4, 2026 · 2 min read
Gartner's other warning: one governance policy across all agents causes the failure
The advice to govern agents uniformly sounds prudent and produces the opposite of safety. The reason is that an agent's risk is set by its authority, and authority is not uniform.
September 3, 2026 · 2 min read
Early protocol decisions become systemic risk, and MCP is the current case study
A command injection issue traced to design choices made early in MCP's life propagated across the ecosystem. The lesson generalises well beyond one protocol.

OpenAI's RubyGems attack is not a containment failure. It is a disclosure failure.

80% have embedded agents. 31% have deployed them. The gap is the whole story.

Gartner's 40% is not a governance problem. It is a review-timing problem.

When a thousand agents act as one, your identity model has already failed

A $25M deepfake loss is an authorisation failure wearing a detection costume

When the control is a human reviewer, the human is the attack surface

A $5,000 query that every monitor approved

Gartner's other warning: one governance policy across all agents causes the failure

Early protocol decisions become systemic risk, and MCP is the current case study

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