Latest is a simple service that aggregates and summarizes product updates from developer tools and services. It’s an exploration of continuous autonomous engineering — both the infrastructure for powering it and the techniques for operationalizing it.
The basic idea is that significant feature announcements from popular developer infrastructure providers are automatically collected, summarized, and presented via both a website and an API. Coding agents can periodically query the service for topics of interest, then integrate any new functionality relevant to the codebase they’re working on. Agents can crawl the web on their own, of course — but model tokens and machine minutes aren’t cheap. Latest has the info ready to go.
There’s been a lot of hand-wringing over the years about how LLM-generated code is low quality. What I think hasn’t gotten enough attention is how coding agents can continuously, proactively, and autonomously improve codebases — week-by-week, day-by-day, or even hour-by-hour. We’ve had automation for package dependency updates for a while; this is the same idea, cranked up to 11.
Agents can be pointed to the agent instructions page, which tells them how to get started. There’s something mildly disconcerting about rendering raw Markdown on a website — and I have no particular evidence it’s actually better here — but it seemed like the natural thing to do.
Latest has a workstream powering its development, including scheduled tasks for refactoring, error monitoring, and — yes — pulling the Latest feed for its own technologies. (I’ll just keep saying it: Software is meta.) The admin section of the site itself has a workstream control section, where I can assign development and operations tasks to an agent for the product itself. (What if the future of IDEs were… embedded in the things being built?)
Development is facility-oriented, in that source code is stored in a separate Git repository from the agent and tools, and that repository is treated as a managed resource just like the production database. The coding agent has the ability to edit the codebase, deploy the system, monitor logs, and modify live data.
At time of writing, Latest is a two-day project, and I’m not 100% sure where I’ll take it. If nothing else, I hope it’ll help me keep my codebases spick-and-span.