In this tutorial, we explore how to design production-grade safety for LLM-based applications using the NeMo Guardrails framework. We move beyond simple prompt filtering to implement a layered ...

Yes, but only S1-mini. S1-mini is published on Hugging Face under Apache 2.0 plus a naming clause. S1-Voice and S1-Language are Superwhisper-hosted services, so they are consumable, not self-hostable.

Harness runs on Cordis, a meta-framework whose design is set out in A Programming Paradigm for Spatiotemporal Composability. The kernel handles plugin mounting, unmounting, and dependencies.

Chat Memory is not flat. Conversations save as L0, then an async pipeline refines them into L1 Atom, L2 Scenario and L3 Core/Persona. Retrieval is layered too. L2 and L3 provide a fast context ...

Yes, and locally. Shieldstral-1.0-3B fits in 16GB of VRAM in BF16, runs on a single GPU, and is licensed Apache 2.0 for commercial and non-commercial use. Serving paths are already in place: vLLM ...

Kitesurf splits the browser into isolated Workers components. The Engine is the only public-facing piece. It speaks the Chrome DevTools Protocol (CDP) over WebSocket plus HTTP REST, and stores each ...

Prime Intellect has open-sourced Prime Agent, a self-improving coding harness designed around two abstractions, the Recursive Language Model (RLM) and Continual Harness. Fixed tool schemas and context ...

Not open-sourced or weight. VR-1 is available only to vetted organizations through the Cogent Frontier Access Program, with guardrails, policy controls, and audit logging in place, and participants ...

Open speech recognition stopped being a Whisper monoculture some time in the last twelve months. In March 2026 Cohere released Transcribe, a 2B Apache 2.0 model that ...

If the marketplace is not found, run /plugin marketplace add anthropics/claude-plugins-official first. The plugin source is public in the claude-plugins-official repository, currently at version ...

A single 24GB card is the practical floor for serious local inference. It is enough for genuinely capable models, and small enough to sit on one GPU. An RTX 3090 or RTX 4090 both land in this tier.

This tutorial starts where most agent demos stop: giving the agent persistent memory, operational context, and a place to write back what happened. An event operator does not just need an agent that ...