VLLM with JSON Guided Generation
Our project, Outlines, now offers guided/constrained generation (e.g. according to a JSON schema) via the VLLM library. My colleague, Rémi, created some patches that allow one to pass vLLM a JSON schema along with the prompt, which dramatically simplifies deployment of JSON-guided generation. He also added a new `serve` interface that puts it all together and makes serving such models a 2-3 line process. Check it out and tell us what you think!
In plain words
Outlines integrates JSON-guided generation with the vLLM library, enabling large language models to produce structured outputs that conform to specified JSON schemas. The integration simplifies deployment by allowing users to pass a schema alongside their prompt and includes a new serve interface that reduces setup to just a few lines of code. This tool is designed for developers and engineers building applications requiring structured, validated model outputs.
written from the facts on this page · September 2026
Does the same job
all alternatives →- LCLLMs can generate valid JSON 100% of the time2023 · github.com · ▲854
Outlines is a Python library that focuses on text generation with large language models. Brandon and I are not LLM experts and started the project a few months ago because we wanted to understand better how the generation process works. Our original background is probabilistic, relational and symbolic programming. Recently we came up with a fast way to generate text that matches a regex (https://blog.normalcomputing.ai/posts/2023-07-27-regex-guide...). The basic idea is simple: regular expressions have an equivalent Deterministic-Finite Automaton (DFA) representation. We…
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- OEOpen Envelope – an open schema for defining AI agent teamsMay 2026 · openenvelope.org · ▲52
Built an open JSON Schema for defining AI agent teams. Multi-agent systems are becoming a real deployment pattern — not single assistants, but teams with roles, handoffs, and human checkpoints. But there's no shared way to define one that travels across frameworks. Every implementation is scattered, locked to whichever tool you picked first. Built the schema to fix that. The schema lives at schema.openenvelope.org and is registered in SchemaStore, so if you drop a .envelope.json file in VS Code you get autocomplete and validation without installing anything. It's also on npm as…
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More work this month
the category →


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The New Calendly▲211Handle all of the work before, during, and after meetings
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Launched alongside, December 2023
the whole month →- BM
Hi HN! I’m proud to share that we have built a real 3rd party iMessage client for Android. We did it by reverse engineering the iMessage protocol and encryption system. It's available to download today (no waitlist): https://play.google.com/store/apps/details?id=com.beeper.ima and there's a technical writeup here: https://blog.beeper.com/p/how-beeper-mini-works. Unlike every other attempt to build an iMessage app for Android (including our first gen app), Beeper Mini does not use a Mac server relay in the cloud. The app connects directly to Apple…
Commerce · 2023 · beeper.com
- HA
Hey! I made Heynote entirely for my own use case. For many years, I always had an Emacs instance running with the scratch buffer open, even long after I had abandoned Emacs as my programming editor in favor of more recent IDE:s. The simplicity of having just one big scratch buffer appeals to me, but I still want to separate the different things I jot down somehow (without using tabs or similar). Previously, my solution was to insert a bunch of blank lines between the notes, but hitting C-A would still select the entire buffer. That's why I came up with the concept of "blocks", which turned…
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