AI
Artificial intelligence: LLMs, agents, diffusion, vision, NLP and the latest from top labs.
593 published articles
AI agents
Treating SOPs as code: why compilation alone lifts strong agents by 16 points
New research from Hong Kong and mainland China demonstrates that compiling SOPs into executable pseudo-code and running them on a stack-paged virtual machine cleanly separates capable agents from brittle ones. The work yields a precise deployment rule: compile first, page only after a model-level discipline check.
2026-08-04
Enterprise AI
Half of Asia's enterprises don't use English for AI. That's the bottleneck
Alibaba Cloud's NielsenIQ survey of 1,000 Asian IT decision makers finds 95% raising AI budgets and 75% calling AI indispensable. The finding that matters most: only about half of enterprises use English for AI, making local-language models the next bottleneck.
2026-08-04
Artificial Intelligence
The circuit diagram AI that doesn't guess where the wires go
AutoVSR uses visual perception, an executable intermediate representation, and tool-augmented symbolic solvers to convert circuit diagrams into valid symbolic expressions. Experiments across five circuit types show it outperforms both general-purpose VLMs and specialized methods, achieving accuracy improvements of 30 to 59% and 42 to 52% respectively.
2026-08-04
The Security Architecture of AI Coding Agents
Hugging Face's Slack bot queries production data. The LLM never sees the keys
Hugging Face runs an internal Slack coding agent, Moon Bot, that can query production databases and open PRs. Its security design keeps credentials out of the model's reach via Okta tiers, sandboxed bash, and local reverse proxies that inject keys server-side.
2026-08-04
AI infrastructure
Making agents pay is easy. Making them trustworthy is not.
Circle's Agent Stack provides the financial rails for the agentic economy: USDC payments, spending policies, and a service registry. But the real barrier isn't technology, it's governance. Without transparent audit trails and programmable guardrails, the promise of autonomous commerce remains theoretical.
2026-08-04
Local-language AI meets the Japanese enterprise
Sakana Namazu bets on keigo against the strongest AI era
Sakana AI introduced Namazu, a model specialized for Japanese business documents, email and keigo. It arrives as Asian enterprises report that scarce, low-quality local-language models are holding back AI adoption.
2026-08-03
Artificial Intelligence
Musk's 'accurate' AI meme gets the past right and the present wrong
Musk reposted a meme splitting AI into a noble theoretical era and a brainlet scaling era. Both halves are real history, but the binary is collapsing: kernels returned as engineering, small models rival scale, and DeepMind is rebuilding rigor for deep learning.
2026-08-03
Open-source AI
Qwen3.8-Max beat 458 human teams in 24 hours, working alone
Qwen3.8-Max beat 458 of 526 human teams in a 24-hour contest while working alone, and Alibaba will open-source its weights next week. Every number is self-reported so far, which is exactly why the autonomy claims deserve scrutiny.
2026-08-03
AI Agents
Zuckerberg's 24/7 agent promise runs into Meta's trust problem
Zuckerberg promises 24/7 consumer agents for health, relationships and finances, calling them Meta's next revenue wave. Distribution is real at WhatsApp scale, but a trust deficit and missing data ecosystems stand between the vision and the billions of users it needs.
2026-08-03
AI Alignment Research
Pluralistic alignment has no foothold in production AI, researchers find
A paper submitted in July 2026 audits frontier labs and finds no mention of pluralism in their public documents. It identifies three reasons for the gap and proposes a roadmap toward adoption.
2026-08-03
Product strategy: Sakana's four-product sprint
Sakana AI bets against the 'strongest AI' era: orchestration, shipped fast
Sakana AI released Sakana Chat, Marlin, Fugu and Translate in quick succession. Head of product Sota Omura explains why shipping fast is the AI-era playbook, and why the company is betting against a single 'strongest AI'.
2026-08-03
AI interpretability
Your neural network's black-box decisions just got a discoverable memory
Researchers show that neural network action scores can be expressed as exact weighted sums of training-case returns, using Gram geometry. This allows post-training audit signals that identify influential cases, measure action coherence, and flag weak support, without retraining or accessing the original optimization trajectory.
2026-08-03