Maligned - December 04, 2025

AI news without the BS

Here’s what actually matters in AI today. No fluff, no hype - just 5 developments worth your time.

Today’s Top 5 AI Developments

1. Vision AI Gets a Brain: OneThinker Unifies Image & Video Reasoning 🧠

Forget fragmented visual AI models. OneThinker introduces an all-in-one approach, unifying diverse tasks like question answering, captioning, object tracking, and segmentation across both images and videos. This is a big leap towards generalist multimodal AI, promising better scalability and knowledge transfer across visual intelligence tasks.

Source: arXiv Link: https://arxiv.org/abs/2512.03043v1

2. LLM Power Consumption Under the Microscope: New Benchmark Drops ⚡

If you’re deploying LLMs, you know inference costs are killer. TokenPowerBench is the first open-source benchmark specifically designed to measure and analyze the power consumption of LLM inference, not just performance. This is crucial for forecasting operating expenses and meeting sustainability targets, giving you real data on joules per token.

Source: arXiv Link: https://arxiv.org/abs/2512.03024v1

3. AI Ethics: Automated Moral Check-ups for LLMs ⚖️

Current LLM ethics evaluations are often static and post-hoc. The Moral Consistency Pipeline (MoCoP) changes that, offering a dataset-free, closed-loop framework for continuously evaluating and interpreting the moral stability of LLMs. This means more consistent and trustworthy AI, evolving beyond one-off ethical audits.

Source: arXiv Link: https://arxiv.org/abs/2512.03026v1

4. E-Commerce Search Transformed: LLMs Deliver Real Impact 📈

A new framework called LORE shows Large Generative Models aren’t just for chat. Deployed over three years, LORE achieved a cumulative 27% improvement in online GoodRate metrics for e-commerce search relevance. This demonstrates how principled LLM integration, by deconstructing relevance into distinct capabilities, drives tangible business results.

Source: arXiv Link: https://arxiv.org/abs/2512.03025v1

5. Beyond Single Clips: AI Generates Narrative Videos 🎬

Generating multi-shot videos with coherent narratives has been a major challenge for AI. MultiShotMaster tackles this head-on, offering a controllable framework that extends single-shot models with novel techniques for flexible shot arrangement and consistent temporal narrative. This is a significant step towards AI creating more complex, story-driven video content.

Source: arXiv Link: https://arxiv.org/abs/2512.03041v1

That’s it for today. Stay aligned. 🎯

Maligned - AI news without the BS