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Labs & Research

OpenAI, Anthropic, Google DeepMind, Meta AI and publications.

132 published articles

4 min read

WWDC 2025

Apple's walled garden just got a gate with an AI-shaped key

Xcode 27 brings agentic coding with Anthropic, Google, and OpenAI models, plus new intelligence frameworks that let apps use models from Apple, Claude, Gemini, and others. Core AI lets developers run full-scale LLMs on-device.

2026-07-25

Featured3 min read

Qwen Cloud

Qwen Cloud just made 40% of your AI costs vanish, and it works with Claude Code

Qwen Cloud's Token Plan bundles access to text, vision, speech, and image generation models under one subscription, promising 40% savings versus pay-as-you-go. It works with Cline, Claude Code, and other tools that support OpenAI and Anthropic protocols.

2026-07-24

2 min read

Artificial Intelligence

The 7B model that beats bigger ones, runs on a phone, and changes the AI cost equation

Alibaba Cloud's Qwen2.5-Omni is a 7B model that handles text, images, audio, and video, generating speech and text in real time. Its Thinker-Talker architecture and TMRoPE position embedding enable streaming interaction, and the 3B variant runs on mobile SoCs like Snapdragon 8 Gen 1 at usable speeds.

2026-07-23

Featured4 min read

Closed-loop coding agents

Alibaba built a coding model that learns from its own users. The numbers are hard to ignore.

Alibaba's new coding model Qwen-Coder-Qoder beats Cursor Composer-1 on the Qoder Bench benchmark. Production metrics show a 3.85% code retention increase, a 61.5% drop in tool errors, and a 14.5% reduction in token use. The model trains on real agent traces through a rewarder-attacker framework against reward hacking.

2026-07-23

Featured3 min read

Multi-agent orchestration

Nemotron meets Fugu: Sakana AI's bet that open models win as a swarm, not alone

Sakana AI integrates NVIDIA's Nemotron open model family into the Fugu multi-agent orchestration system. Fugu dynamically selects and combines specialized models. The collaboration aims to show that coordinated open models can match monolithic frontier systems.

2026-07-23

4 min read

Mistral's Vibe unifies work and coding in one agent

Mistral kills Le Chat, bets it all on one agent for inbox and pull requests

Mistral rebrands Le Chat as Vibe, unifying its AI agent for work and coding tasks. The platform offers Work Mode for enterprise tools and Code Mode for development, with integrations for VS Code, CLI, and API access, priced from free to enterprise plans.

2026-07-22

Featured1 min read

Biologically Plausible Learning

Sakana AI's MNIST-to-CIFAR flip exposes a blind spot in brain-like AI

Sakana AI scaled a backprop-free, Dale-compliant architecture past MNIST for the first time. The catch: which trick matters most reverses between datasets, a warning about how biologically plausible AI is measured.

2026-07-22

Featured2 min read

Model watch

The Gemini 3.6 flash leak has a far more interesting question: where's the pro?

A leak suggests Google is testing a 'Gemini 3.6 flash' model while the expected 3.5 pro remains absent. The version jump could mean a reshuffle of the Gemini roadmap, or a mislabeled internal build.

2026-07-21

Featured2 min read

Automated persistence

Grok now does your chores on a schedule, and email triggers are the real news

Grok now runs scheduled and email-triggered tasks without supervision. Users describe a task once, set a trigger, and Grok executes full conversations. Email triggers are a SuperGrok feature.

2026-07-21

3 min read

Anthropic AI for Science rare disease grants

$50,000 in Claude credits won't cure rare diseases, but it might map the path

Anthropic's AI for Science rare disease grants offer up to $50,000 in Claude credits to researchers and early-stage biotechs. Applications are open through August 2, 2026.

2026-07-21

Featured3 min read

Open-endedness & VLMs

Sakana AI's Picbreeder reboot shows what creativity metrics miss

A Sakana AI-led team replaced human Picbreeder users with VLMs and found the synthetic archives lack the boldness and diversity of the human originals. Their experiments with noise, memory, and thousands of prompted personalities reveal both the promise and the limits of using large models for open-ended discovery.

2026-07-20

7 min read

Biologically plausible AI's hidden warning

The CIFAR-10 ablation that should make every AI researcher rethink their benchmarks

Sakana AI's Error Diffusion scales brain-like, backprop-free learning to CIFAR-10 and RL. The catch is in the ablation tables: which design choices matter reverses entirely between benchmarks, and the cost of Dale's principle grows with task difficulty.

2026-07-19

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