Which level of company: Any organization owning a public web surface. Seed-stage startups get a free baseline audit with no procurement. Mid-market SaaS teams can wire --json output into CI as a ...
Commit up to 35% off · network egress free (Std object egress $0.015/GiB) per MW on Q3 short-term deals at Nebius, versus ~$12M on its 2026 base. Four Q2 deals averaged >$1B each; 70% were prepaid.
Most teams treat ‘which model’ as the important decision. The harness engineering literature keeps pointing somewhere else. In LangChain’s Terminal-Bench experiment, changing only the harness—same ...
In this tutorial, we explore AutoFigure as a practical toolkit for generating scientific figures directly from text descriptions, paper-like content, and structured methodological explanations. In ...
Yes, but only on one path. Claude Security is available in public beta for Claude Enterprise customers. There is no separate model add-on; Mythos 5 scans are billed as standard token usage under the ...
Yes, if you self-host. The weights ship as Safetensors and GGUF, and the drafter checkpoints are not served by any hosted inference provider on Hugging Face today. Running them needs an SGLang or ...
In this tutorial, we design an end-to-end preference-learning workflow using the Anthropic HH-RLHF dataset and Direct Preference Optimization (DPO). We begin by preparing a robust Colab environment, ...
MiniMax released MiniMax-Music3, an open-weights text-to-music model. The model takes two separate inputs: lyrics carrying section tags, and a detailed music description. It returns a complete song of ...
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.
Tencent Cloud Open-Sources TencentDB Agent Memory v2.0: A Team-Level Memory Hub for AI Coding Agents
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 ...
AppSec was built on one assumption: applications do what their code says. Agentic AI breaks it. Agent behavior emerges from a model, a system prompt, retrieved context, user input, and the tools it ...
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 ...
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