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Applied AI, Operations & Product Insights

Evidence-led notes on AI, automation, secure digital systems and the operational lessons behind dependable products.

KAVIORA AI BRIEFING

What matters in AI—selected for practical relevance.

We follow meaningful developments and add a measured Kaviora view: what is credible, what may be useful and what still needs proof.

Developments worth understanding

NVIDIA AI

Speed Up Image Generation with FLUX 3 Image Klein on NVIDIA Blackwell GPUs

When deploying diffusion models in design tools, image editors, and visual production workflows, developers must account for inference latency. Generating an...

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NVIDIA AI

Accelerating Reinforcement Learning Weight Refit with the Reshard Collective

During reinforcement learning (RL) post-training, training trajectories are generated on the fly by running inference with the current policy model. For...

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Microsoft Research

Formally verifying agent-written full-stack web apps with PDD Kit

AI agents can generate code at a scale that’s hard for humans to review line-by-line. PDD Kit helps ensure the code is doing what the developer intended by creating formal specifications and testing against them. It converts developer intent into a Verus specification, proves AI-

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Microsoft Research

Learn the rules: The hacker mindset

Research Manager Mike Walker reflects on a career spanning hacker culture, cybersecurity, and AI, sharing lessons about trust, teamwork, leadership, and why solving difficult problems requires curiosity, judgment, agility—and an understanding of the rules. The post Learn the rule

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Google DeepMind

Agentic cheminformatics with Google Antigravity

Learn how Google Antigravity and our Cheminformatics Skills accelerate drug discovery workflows, search compounds, and propose novel rigidified macrocycles.

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Selected talks and demonstrations

Hugging Face

DeepSeek Harness (DSH) EXPLAINED | Everything Is a Plugin

In this video we take a deep dive into DeepSeek Harness (DSH), DeepSeek's open-source agent harness, built on the Cordis plugin system around one idea: everything is a plugin, including the agent loop, the tools, and even the system prompt. We start with a quick tour of the new E

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OpenAI

LifeVal: Measuring AI progress on the tasks that matter in everyday life.

For AGI to benefit all of humanity, it should help people with the everyday tasks that matter most to them. So we built LifeVal, a new benchmark shaped by feedback from thousands of ChatGPT users on where they most want help from a personal assistant—from finding childcare to acc

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Google DeepMind

Genie 4: A new generation of world simulation

Meet Genie 4, Google DeepMind’s most realistic and interactive world model yet. Built on our Gemini models, Genie 4 lets you step inside dynamic worlds in real time, steer scenes on the fly with natural language, and watch what happens next: how the world responds, how it sounds,

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KAVIORA PERSPECTIVES

Original notes from our work

Kaviora-authored guidance on applied AI, automation, secure systems and dependable product delivery.

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