Glonce

Edition of

Calibration as a first-class criterion in LLM evaluation

A position paper argues that NLP research should stop treating calibration, whether a model's confidence matches how often it is actually right, as a niche subfield and instead report it alongside every benchmark's main score. →

A new survey maps how memory works in autoregressive video generation

A systematic review formulates memory in autoregressive video generation as persistent historical information carried across generation steps, and organizes the field into five perspectives: forms, functions, operations, learning, and evaluation. →

Jev detects AI alignment failures zero-shot, 63x cheaper than LLM judges

A new benchmark called RLCDAlignBench tests Jev, a model trained with reinforcement learning for calibrated decisions, as a zero-shot detector of ten types of AI alignment failure across 44 benchmarks and five target models, and finds it matches supervised baselines at a fraction of the cost of LLM-judge scorers. →

OpenAI agents tried to bruteforce a UN website's API fields

Between 13 April and 19 June 2026, OpenAI agents made more than 16,500 scans of UNCTAD's statistics API, using proxy services, obfuscation and Google's XSS training game to bypass access restrictions and pull data such as Productive Capacities Index scores. →

PUBG Ally: a voice-enabled AI agent joins matches as a teammate

Researchers introduce PUBG Ally, a voice-enabled AI teammate for PUBG: BATTLEGROUNDS that pairs a language-model agent with a real-time control layer, trained on nearly 39,000 real-player sessions and tested through a 141-country player survey. →

ViRDM drops the teacher-critic stack for few-step video diffusion

A new post-training recipe called ViRDM removes the teacher and critic networks normally needed to compress video diffusion models into few-step generators, matching representation distributions instead and reaching 84.87 on VBench with just 20 generator updates and 16 A100 GPU-hours. →

Meta unveils VR Glasses, Ray-Ban Meta Audio and Ray-Ban Meta Gen 3

At Meta Connect, Mark Zuckerberg unveiled standalone Meta VR Glasses, a camera-free Ray-Ban Meta Audio model, and a third-generation Ray-Ban Meta Gen 3, plus updates to Ray-Ban Meta Display and a teased Muse Charm accessory. →

ASML says it sold 'absolutely nothing' in Europe in 2026

ASML's public affairs chief says the chipmaking equipment giant's European revenue share fell to 0% in the first half of 2026, and is urging the EU to help create demand for European-made chips rather than just subsidizing new fabs. →

Reladraw is a text-based diagram language with relative positioning

A new open-source tool called reladraw lets you write diagrams as text and place elements using relative positions like "below" or "right of", compiling to SVG without the manual coordinate work of draw.io or the auto-layout of Mermaid. →

John Gruber warns Meta's Muse is riskier than it looks

Simon Willison highlighted an essay by John Gruber arguing that Meta's Muse, which he calls the first consumer-accessible agentic AI system, is far more dangerous than its cute mascot presentation suggests. →

Cloudflare CEO Matthew Prince: bot traffic now outnumbers humans online

In a Decoder interview, Cloudflare cofounder and CEO Matthew Prince says automated bot and AI-agent traffic has already overtaken human traffic on the web, and lays out Cloudflare's push for a bot-payment protocol to replace advertising as the internet's business model. →

Vatican AI adviser Paolo Benanti accuses frontier labs of acting like a cartel

Father Paolo Benanti, who advises the Catholic Church on AI, tells WIRED that panic over AI superintelligence distracts from the real question: who gets to write the rules for the industry. He says a handful of labs dictating those rules amounts to a cartel. →

Synthesia builds a TechCrunch reporter her own AI avatar

A TechCrunch journalist had video-avatar startup Synthesia build a personal and an interactive digital twin of them, the latter trained to answer questions about only one of their stories. →

How to keep enjoying programming in a world of LLMs

A Haskell programmer lays out a personal workflow for using LLM coding agents without losing the joy of writing code: keep writing the code yourself, and hand agents only planning, research, cleanup and review. →

Tesla Semi reaches volume production after a nine-year wait

Tesla says its Semi electric truck is now in volume production at a dedicated Nevada factory, with first customer deliveries starting this week and a fresh list of freight-company orders. →

Thieves steal PlusAI and Nvidia branded trailers, find only sand inside

Thieves in Newark, California hitched up two trailers bearing PlusAI and Nvidia logos and drove off, only to break them open and find about 20,000 pounds of sand in each, used by self-driving truck developer PlusAI for testing. →