Flux
Quoting Jon Udell
IA Programmation

Quoting Jon Udell

Human Agent in the loop I dislike the phrase “human in the loop” because it cedes authority to the machines. Let’s flip the narrative. It’s our loop, we work the same way we always have, now we recruit agents to join the team. An agent-assisted process need not be a black box that takes in prompts and emits features. [...] Let’s do agentic software development like that. Not as a loop we’ve been excluded from, instead as one we invite agents into. — Jon Udell, “Doctor, it hurts when…

Simon Willison's Weblog
Hack Your Summer
IA Programmation

Hack Your Summer

Hack Your Summer I learned about this initiative from DJ Patil this morning: It’s a 4-week, high-velocity production sprint for undergraduate students, graduate students, and recent graduates who want to build something real this summer. You’ll learn how to identify a project, make steady progress, get support from mentors and peers, and create tangible, public-facing work you can actually show future employers. Hack Your Summer is partly a reaction to the internship crisis facing US college…

Simon Willison's Weblog
MySQL JSON Columns
Programmation Web

MySQL JSON Columns

MySQL’s JSON column type has been around since version 5.7, but it’s one of those features where the gap between “I know it exists” and “I know when and how to use it well” is surprisingly wide. Used correctly, JSON columns give you schema flexibility exactly where you need it. Used poorly, they become a […] The post MySQL JSON Columns appeared first on PHP Architect.

PHP Architect
Quoting Dean W. Ball
IA Programmation

Quoting Dean W. Ball

This is a bad state of affairs. Consider, in particular, some industry dynamics: Frontier models are trained at an enormous cost, and a significant fraction of that cost is recouped in the few post-release months that they are broadly available. After that period elapses, the models become sub-frontier, competition emerges, and margins compress. Every week of delay is eating into the narrow window that labs have to make their accounting work. The ongoing AI infrastructure buildout—the one that…

Simon Willison's Weblog