Sub-agents in Laravel's AI SDK are a small release note with a large implication: useful agent systems are starting to look less like chatbots and more like boring, typed application architecture.
Read the piece →AI review is becoming something to budget and govern, not just switch on across every repository.
A simple runtime patch note becomes a Monday checklist item for PHP fleets, containers and managed hosts.
A maintenance release with the kind of storage/infrastructure edge case that can matter more than its size suggests.
The agent platform question is moving from 'can it call tools?' to 'can the business run this every day?'
A good Sunday reminder that some science is best consumed by stepping outside before the kettle boils.
A satellite image turns geology into a systems diagram: tectonics, settlement, risk and beauty in one frame.
NASA's MODIS image for May 17 shows Kyushu's volcanic landscape, including Sakurajima, a reminder that quiet satellite views often hide restless geology.
Archaeologist Valerios Stais noticed gear teeth in a corroded lump recovered from a Roman-era shipwreck, opening the long story of the ancient analogue computer.
A durable agent paper for a Sunday read: interleave reasoning traces with tool-using actions, then judge the system by whether it can recover when observations contradict the plan.
arXiv:2210.03629 →