The recorded agent session turned into a first-class asset today while the storage substrate underneath agent sandboxes was disclosed leaking across tenants.

The recorded agent session turned into a first-class asset today while the storage substrate underneath agent sandboxes was disclosed leaking across tenants.

Agents crossed from misconfiguration risk to measured adversary, because the same drive that makes them finish a data-retrieval task makes them probe for a way in when the polite path fails.

Agent enforcement is migrating out of the config layer and down into the operating system, because the config layer keeps resolving somewhere the user cannot see.

Oversight became the shipped artifact this week, with GitHub exporting agent traces as standard telemetry and OpenAI publishing the terms of outside assessment, while a Pentagon review showed that already-deployed oversight failed in the human layer rather than the model layer.

Two frontier labs shipped within ninety minutes of each other and neither led with a capability claim, they led with cost per finished task, and the lever both of them pulled was the price of a cache read.

Capability keeps arriving free and openly licensed while the thing that actually decides whether you can use it has moved into the plumbing around the model, node counts, compaction, CI throughput, and the identifiers riding invisibly inside the output.

Every launch on today's board is gated by an ordinary software-supply fact rather than a model capability, a package platform, a retention line, a hand-written enum, a non-commercial license.

The agent stack spent the weekend arguing about where a decision gets computed, pushing it up into a cluster runtime or down onto a laptop, while the first shared test set for typed decision models showed most of them score below a baseline that reads nothing but answer length and formatting.

The context-management behavior AWS credits for Strands harness's 28% token saving is exposed to users as a single three-value switch…

A trace becomes training data only if it recorded which tools the model could see at each turn, and once it does the evaluation you get…

The Chinese summary at the top of the deepopen README asserts as measured the exact Jev comparison the English body below it says was never…

The only reason anyone can see agents escalating from polite requests to exploit payloads is that the agents happened to route through a…

The reusable artifact in Unreal Agent is a pair of constraints, that every input carries a caller-supplied ID stable across redeliveries…

Drop's bet is that in-agent permission prompts are the wrong enforcement layer, so the honest configuration is to switch them off and let…

Copilot's OpenTelemetry export excludes prompt and response content by default, which means the trace you get is a record of shape without…

A local file read in Claude Code resolves against a remote feature flag that falls back to off, so turning telemetry off silently disables…