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AI

Artificial intelligence: LLMs, agents, diffusion, vision, NLP and the latest from top labs.

206 published articles

6 min read

Artificial Intelligence

Ai2's EMO: the MoE model where modularity emerges from data, not human priors

Ai2's new MoE model, EMO, uses a novel training method that lets expert modules emerge naturally from data, enabling selective expert use with minimal performance loss. The model matches standard MoE performance on benchmarks while offering vastly improved modularity.

2026-07-07

3 min read

AI Regulation

Export controls lifted, Claude Fable 5 returns with a jailbreak fix that mostly works

Anthropic redeploys Claude Fable 5 and Mythos 5 after US export controls are lifted. The company outlines safeguard updates, a proposed jailbreak severity framework, and new commitments to government collaboration on AI security.

2026-07-07

Featured3 min read

Enterprise AI partnership

TCS is betting 50,000 employees on Claude. That's the easy part.

Tata Consultancy Services partners with Anthropic to deploy Claude to 50,000 employees and create industry-specific AI offerings for regulated sectors. The deal strengthens Anthropic's presence in India, its second-largest market, and signals a deeper enterprise push.

2026-07-07

5 min read

Agent Frameworks

IBM's new open-source agent framework cuts the boilerplate and keeps the brains

IBM's open-source CUGA framework flips the typical agent development model on its head by handling orchestration, state management, and planning. Developers are left to write only a tool list and a prompt. Over two dozen single-file apps demonstrate the approach, from a movie recommender to a multi-agent lead-generation system, all deployable in governed production without needing a rewrite.

2026-07-07

4 min read

Generative AI

The AI content factory is erasing the value of your byline

Synthetic content tools are churning out vast quantities of articles, images, and video, threatening to undermine trust in digital authorship and the economic value of human-created work. The efficiency gain comes at a steep cost: blurred lines between real and generated.

2026-07-07

4 min read

Artificial Intelligence

Ifbench reveals the instruction-following gap that other benchmarks miss

IFBench measures language models' ability to follow precise natural-language instructions. xAI's Grok models lead while Claude models lag, showing instruction following is a distinct capability from general intelligence.

2026-07-07

2 min read

Efficient World Models

Fast-LeWM just made visual planning stop stumbling over its own steps

Researchers introduce Fast-LeWM, a latent world model that speeds visual planning by predicting future states from action prefixes in parallel. The approach cuts computational costs and error buildup, outperforming prior one-step transition models.

2026-07-07

2 min read

AI Video Generation

MiniMax's new video model does anime better, and that's the whole point

MiniMax's Hailuo 2.3 video model improves motion and facial expressions, expands style support for anime and CG, and ships with a full-modal Media Agent. The bet is that Asian visual culture, not just resolution, is the differentiator.

2026-07-07

4 min read

agent reliability

AI agents can't tell when a Java migration is actually done

IBM Research introduces ScarfBench, an open benchmark for evaluating AI agents on enterprise Java framework migration. Early tests reveal that frontier agents are systematically overconfident about their own results, that configuration layers dominate effort, and that environment issues like Docker caches regularly derail migrations even when code transformations succeed.

2026-07-06

Featured3 min read

Artificial Intelligence

MiniMax's product blitz: new models for code, music, and video in one broad refresh

Chinese AI startup MiniMax launches MiniMax M3, Hailuo 2.3, MiniMax Code, and new speech/music models, broadening its product lineup in a competitive landscape.

2026-07-06

3 min read

AI Research

The real bottleneck in desktop AI agents isn't the model. It's the skill library.

A matched execution-layer benchmark of 440 desktop tasks shows GUI agents reaching a 59.1% pass rate versus 48.2% for CLI agents. Skill augmentation raises CLI success to 69.3%, indicating that the main bottleneck is skill coverage, not raw capability.

2026-07-06

4 min read

Artificial Intelligence

Kog's Laneformer 2B hits 3,000 tokens/s by making latency the whole point

Paris-based startup Kog releases Laneformer 2B, a latency-first Transformer that hits 3,000 tokens/s on AMD MI300X. The model uses Delayed Tensor Parallelism (DTP) to mask communication overhead and was trained from scratch on 6 trillion tokens. Open-source weights are on Hugging Face.

2026-07-06

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