Live desk · agent-shaped software
An atlas of agent-shapedsoftwareinterfacesworkflowsteamsruntimessoftware
The systems, signals and shifts as agents become first-class participants in how work gets done. Updated daily from primary sources.
**Thesis:** AI Welding Agent is a drawing-to-execution workflow that applies generative AI to industrial robot setup, while retaining an operator checkpoint before welding.
**Thesis:** The report documents a physical threat to a financial institution’s data-center infrastructure alongside a statement that customer-facing services remained operational.
Thesis: Guided diff walkthroughs make review a distinct interface problem rather than treating generated code as self-explanatory.
**Thesis:** Small aggregate score gaps can conceal task-specific failure modes, so prompt and evaluation design matter more than a single winner label.
**Thesis:** In coding-agent teams, targeted delegation can preserve most measured task performance while sharply reducing inference cost.
Access control for sensitive workplaces must account for the combination of physical access, internal information discovery, and digital preparation—not just the final device.
Thesis: Bumble’s acquisition is a change in ownership amid measurable pressure on its existing dating-app business, not evidence that a new AI product strategy has already been delivered.
Governed shared context layer that multiple AI clients can read with explicit provenance and access rules.
challenged · 4 in the graveyardThe human spends less time reading logs for the agent and explaining what exactly broke.
source-inspected · 4 deltasTurn public repository observations and ecosystem references into a ranked repository radar and a navigable map of the wider production AI stack.
B2 · One local content pass plus a GitHub metric refreshTurn public repository observations and ecosystem references into a ranked repository radar and a navigable map of the wider production AI stack.
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