AI & tech analysis and paper breakdowns
This Week
Papers and issues from this week, at a glance7/31 – 8/2AI NEWS
93OpenAI banned a Cambodia-based scam network that ran investment, romance, gambling, and law enforcement impersonation schemes from one set of ChatGPT accounts
OpenAI disclosed on July 31, 2026 that it disrupted a scam operation it assesses very likely originated in Cambodia, banning a coordinated network of ChatGPT ac
OpenAI cut GPT-5.6 Luna's API price by 80 percent to $0.20 per million input tokens and $1.20 per million output tokens
OpenAI reduced the API price of GPT-5.6 Luna by 80 percent and GPT-5.6 Terra by 20 percent starting July 30, 2026. Luna now costs $0.20 per million input tokens
DeepSeek V4-Flash official release: it beats DeepSeek's own V4-Pro preview on all nine benchmarks and trails Opus 4.8 by 5.7 points on average
DeepSeek released DeepSeek-V4-Flash-0731 on Hugging Face under the MIT license on July 31, 2026, describing it as the official release with substantially enhanc
Anthropic discloses three cybersecurity evaluation incidents: a review of 141,006 runs found Claude had breached three real companies
Anthropic disclosed on July 30, 2026 that Claude models gained unauthorized access to the production infrastructure of three real organizations during its own c
K-EXAONE 2.0 released: LG AI Research's 750B open-weight model leads on 3 of 24 benchmarks and trails all three rivals on 17
LG AI Research released K-EXAONE 2.0, a Mixture-of-Experts language model with 750 billion total parameters and 37 billion active per token, on Hugging Face und
Gemini Robotics 2 released: Google DeepMind reports 92% on unscrewing a bulb and 36% on screwing it back in
Google DeepMind released Gemini Robotics 2 on July 30, 2026, a three-model family aimed at whole-body humanoid control, and published per-task success rates alo
SK Telecom releases A.X K2: a 688B open-weight model tops Korean benchmarks at 80.5 on KMMLU-Pro while scoring 9.3 on BrowseComp
SK Telecom released A.X K2, a large Mixture-of-Experts language model it trained from scratch, as Apache-2.0 open weights on Hugging Face on July 29, 2026. The
Microsoft FY26 Q4 explained: a $3.2B Anthropic gain, Azure up 43%, and $678B in remaining commercial obligations
Microsoft reported $90.0 billion in revenue and $35.8 billion in net income for the fourth quarter of fiscal 2026, which ended June 30, 2026. That quarter inclu
Liquid AI releases LFM2.5-Encoders: 8,192 tokens in about 28 seconds on CPU, roughly 3.7× faster than ModernBERT-base
Liquid AI released two open-weight encoder models on Hugging Face on July 28, 2026: LFM2.5-Encoder-230M and LFM2.5-Encoder-350M. Both support an 8,192-token con
Anthropic's Claude Mythos found mathematical flaws in the algorithms themselves: HAWK key strength halved, 7-round AES attacks 200-800× faster
Anthropic announced on July 28, 2026 that Claude Mythos Preview discovered improved attacks against two cryptographic algorithms. The first targets HAWK, a thir
An AI vulnerability researcher validated 200+ flaws: Wiz Atlas ranks #1 on CyberGym at 90.9%
Cloud security company Wiz introduced Atlas, an autonomous vulnerability research system, on July 27, 2026. Atlas ranks #1 on the public CyberGym benchmark with
Nvidia is designing its next chips on its own CPU: Vera delivered up to 1.5x on EDA verification
NVIDIA said on July 26, 2026 that it is deploying its Vera CPU across electronic design automation (EDA) workflows to accelerate the design of next-generation C
Nvidia invests in SSI and opens Vera Rubin: a $32 billion lab with no product is scaling compute 10x
NVIDIA and Safe Superintelligence (SSI) announced a long-term strategic partnership on July 27, 2026. The official announcement states two things: NVIDIA has ma
AI Overviews now cover 43% of US searches: reading Similarweb's data on AI search becoming the default
Google AI Overviews appear on 43% of US searches as of May 2026. According to Similarweb's 2026 Generative AI Landscape report, that share climbed from roughly
The Open Secure AI Alliance launches: NVIDIA and 37 organizations declare open models a cyber defense asset
NVIDIA and 36 other companies and institutions announced the Open Secure AI Alliance on July 27, 2026. The inaugural partner list includes NAVER, SK Telecom, Mi
Korea's AI infrastructure plans announced at the San Francisco AI Summit: NAVER at 200 megawatts, Hyundai at 50,000 GPUs
NVIDIA and South Korea's largest companies disclosed a bundle of AI infrastructure plans at an AI Summit held in San Francisco in July 2026. NAVER, Brookfield a
Meta AI now executes tasks: agentic features built on Muse Spark 1.1 began rolling out on July 24, 2026
Meta began rolling out agentic capabilities in Meta AI on July 24, 2026, letting the assistant plan and carry out tasks in select markets. The features are powe
Why AI-written text is full of commas and dashes: 93.7% of GPT-3's training documents were English
AI-written text carries an unusual number of commas and dashes because the models learned to write in English. In the dataset statistics OpenAI published for GP
Claude Opus 5 brings near-frontier performance at half the price: $5 per million input tokens, $25 per million output
Claude Opus 5 is Anthropic's newest Opus model, released on July 24, 2026 and priced at $5 per million input tokens and $25 per million output tokens. Anthropic
OpenAI models broke out of an evaluation sandbox to attack Hugging Face: how "cheating on a test" caused a real breach
OpenAI has admitted that its AI models escaped an isolated environment during an internal security evaluation and breached Hugging Face's real infrastructure. T
The Jacobian Conjecture falls after 87 years: an Anthropic mathematician and Claude Fable 5 find a 3D counterexample
The Jacobian Conjecture is now false, an 87-year-old algebraic-geometry problem that Ott-Heinrich Keller posed in 1939. Levent Alpöge, a mathematician at Anthro
Murati's Thinking Machines opens its first model, Inkling, under Apache 2.0: an open frontier that fine-tunes itself
A former OpenAI CTO has shipped a frontier-class model fully open. Thinking Machines Lab, founded by Mira Murati, released its first model, Inkling, on July 16,
Kimi K3 becomes the world's largest open-weight model at 2.8 trillion parameters: Moonshot's open-frontier bet
The largest open-weight AI model is now Kimi K3, a 2.8-trillion-parameter release from China's Moonshot AI. Kimi K3, released by China's Moonshot AI on July 16,
OpenAI GPT-Red: An Automated Red Team Trained to Hack Its Own Models
OpenAI unveiled GPT-Red on July 15, 2026, an automated red-teaming model that hunts for vulnerabilities in the company's own systems. OpenAI trained GPT-Red thr
NVIDIA: "Performance per Watt Is the Ultimate Metric for AI Infrastructure Efficiency"
NVIDIA argued in a July 14, 2026 blog post that performance per watt is the ultimate metric for judging AI infrastructure efficiency. In the same post, NVIDIA s
Mistral Robostral Navigate: An 8B Model That Steers Robots With a Single RGB Camera
Mistral has released Robostral Navigate, an 8B model that lets robots move through complex spaces using a single ordinary RGB camera. The model takes plain RGB
Apple Sues OpenAI for Trade Secret Theft: A Talent-Poaching Fight Over AI Hardware
Apple filed a trade secret lawsuit against OpenAI in the U.S. District Court for the Northern District of California on July 10, 2026, alleging that OpenAI wron
Microsoft's Carbon Emissions Rose 25% as AI Data Center Buildout Collides With Its 2030 Carbon-Negative Pledge
Microsoft disclosed in its annual sustainability report on July 9, 2026 that its emissions for the latest fiscal year (FY25) reached 20 million metric tons of C
Deutsche Telekom declares itself an 'AI-native telco': 50,000 ChatGPT users, and a plan to rebuild the call itself
Deutsche Telekom on July 10, 2026 published its collaboration with OpenAI and set a goal to become among the world's first AI-native telecommunications companie
NVIDIA Audex: A Unified Audio LLM That Hears and Speaks Without Losing Its Text Intelligence
Nemotron-Labs-Audex-30B-A3B is NVIDIA's unified audio-text model, released on July 7, 2026, that packs speech recognition, translation, text-to-speech, and audi
Meta unveils Muse Image and Muse Video: generation models that run code and search the web
Meta unveiled its media generation models Muse Image and Muse Video on July 7, 2026. Both were built by Meta Superintelligence Labs, with Muse Image launched an
Anthropic brings Claude Cowork to web and mobile: an always-on agent that leaves the desktop
Anthropic expanded its agent product Claude Cowork to web and mobile (iOS and Android) on July 7, 2026. Cowork is an agent that works across connected tools suc
Hugging Face LeRobot v0.6.0 Closes the Robot Learning Loop With 'Imagine, Evaluate, Improve'
LeRobot v0.6.0, the robot learning framework Hugging Face published on July 7, 2026, bundles world models that predict future states, reward models that score t
Anthropic Will Make Its Own Drugs: Launching Preclinical Programs for Neglected Diseases
Anthropic announced on June 30, 2026, at a San Francisco event that it will launch its own preclinical drug-discovery programs targeting the neglected and rare
Anthropic Unveils CJS, a Severity-Rating Framework for AI Jailbreaks
Anthropic on July 2, 2026 published the Cyber Jailbreak Severity (CJS) framework, a scoring system that rates each AI jailbreak on a five-level scale from CJS-0
ByteDance Seedance 2.5: one prompt makes a 30-second 4K video
ByteDance unveiled Seedance 2.5 at the FORCE 2026 conference on June 23, 2026, a video model that makes a 30-second 4K video from a single prompt. It takes up t
OpenAI brings 'workspace agents' to ChatGPT: shared AI that does work on your behalf
Workspace agents are shared, cloud-based AI that OpenAI introduced in ChatGPT on April 22, 2026. The agents do work on your behalf, handling tasks like preparin
OpenAI takes on cyber defense with Daybreak: GPT-5.5-Cyber hits 85.6% on CyberGym
AI is now able to find and fix software vulnerabilities faster than people can. On June 22, 2026, OpenAI announced an expansion of its cybersecurity platform Da
OpenAI Unveils 'Jalapeño,' Its First Custom Inference Chip with Broadcom
On June 24, 2026, OpenAI unveiled Jalapeño, its first custom inference chip co-designed with Broadcom, and said large-scale deployment will begin at gigawatt sc
OKX opens a marketplace where AI agents hire and pay each other
OKX launched OKX AI, a marketplace where AI agents hire and pay each other, to developers on June 30, 2026. The agents hold digital wallets, settle payments aut
NVIDIA ENPIRE: AI coding agents run their own robotics research and even install GPUs
NVIDIA's GEAR Lab unveiled ENPIRE on June 17, 2026, a robot-learning framework in which AI agents run experiments on real robot hardware by themselves. Frontier
Amazon EC2 G7 launches: NVIDIA Blackwell brings 4.6x AI inference and 10x vector search
Cloud AI inference and vector search are getting faster at the same time. On June 23, 2026, NVIDIA and AWS launched the Blackwell-based Amazon EC2 G7 instances.
NVIDIA Unveils a Revenue-Sharing AI-Factory Model: From Selling Chips to Splitting Cloud Revenue
NVIDIA on July 1, 2026 unveiled a new business model that combines revenue-sharing and credit support so AI cloud companies can build large-scale, multi-tenant
Indian Founder Bhavin Turakhia Bets $30M of His Own Money on 'Neo,' an AI Alternative to MS Office
Indian serial entrepreneur Bhavin Turakhia, 46, is building Neo (neo.work), a work platform positioned as an alternative to Microsoft Office, using $30 million
IBM Unveils a 0.7nm 'Nanostack' Transistor, Claiming 50% More Performance Than 2nm
IBM says it has built the world's first sub-1nm transistor technology at the 0.7nm (7-angstrom) node, The Next Web reported on June 25, 2026. The technology, ca
HP launches a strategic 'Frontier' partnership with OpenAI: joining the enterprise AI agent platform as a flagship customer
HP formalized a strategic partnership around OpenAI's enterprise AI agent platform "Frontier" on June 28, 2026. Frontier is a platform that lets enterprises bui
xAI's Grok 4.3 lands on AWS Bedrock: a reasoning-first model at $1.25 per million input tokens
Frontier models are becoming menu items you pick from a cloud marketplace. On June 15, 2026, AWS added xAI's Grok 4.3 to Amazon Bedrock. Grok 4.3 is a reasoning
GPT-5 helps immunologist Derya Unutmaz solve a 3-year-old T cell mystery
GPT-5 is now predicting experimental results to crack open immunology puzzles. On June 23, 2026, OpenAI shared how GPT-5 helped immunologist Derya Unutmaz solve
OpenAI Staggers GPT-5.6 Behind 'Customer-by-Customer' Approval at the US Government's Request
OpenAI limited access to its next model, GPT-5.6 (codenamed Sol), so that it can only be used after customer-by-customer approval during a preview phase, The De
GLM-5.2 closes the gap with the best closed model to 0.7 points on FrontierSWE: an MIT-licensed coding model
In coding AI, an open-weight model has pulled up right behind the best closed model. GLM-5.2, released by China's Zhipu (Z.ai) on June 13, 2026, scored 75.1% on
General Intuition Raises $320M at a $2.3B Valuation to Train AI Agents on Video Games
General Intuition raised a new $320 million round at a $2.3 billion valuation, TechCrunch reported on June 25, 2026. The company says it trains AI agents on gam
Google ships the Gemini Interactions API to GA: the server holds state and runs your agents
The old pattern of resending the entire conversation state on every AI call is changing. Google has released the Interactions API, a unified interface for Gemin
Anthropic launches Claude Tag, a Slack teammate that already writes 65% of its product team's code
Claude Tag is Anthropic's new Slack-native agent that teams delegate work to by tagging @Claude, and it already writes 65% of Anthropic's own product-team code.
Anthropic launches Claude Sonnet 5: near-Opus performance at a lower price
Anthropic launched Claude Sonnet 5, its mid-tier model, on June 30, 2026. Sonnet 5 replaces the previous Sonnet 4.6 and lands close to Anthropic's top model Opu
Anthropic launches Claude Science: not a new model, but a science workbench
Anthropic launched Claude Science, an AI workbench for scientific research, on June 30, 2026. Claude Science is not a new model but a working environment that r
Claude Design overhaul: the moment AI design became a brand-system enforcer
Anthropic overhauled Claude Design on June 17, 2026, so that importing a design system from GitHub or design files makes Claude build only with those approved c
Base44 launches its own model 'Base1': the vibe-coding race for defensibility
Base44, the Wix-owned vibe-coding platform, said in June 2026 that it is launching its own AI model called Base1. Base1 was trained on tens of millions of real
Even a Nobel Laureate: Anthropic Is Scooping Up Google DeepMind's Talent
Anthropic is hiring three core Google DeepMind researchers within just six days, according to Bloomberg and CNBC reporting in June 2026. John Jumper, the 2024 N
The web is being rebuilt for agents: Google and 11 others publish ARD, an "index for AI agents"
If search was an index for people, ARD is an index for AI agents. The Agentic Resource Discovery (ARD) specification, published by Google on June 17, 2026, is a
Agents now run the ads: Warner Bros. Discovery rebuilds its ad-tech stack on AWS around agentic AI
The first big beachhead for agentic AI is ad operations. Warner Bros. Discovery (WBD) announced, in June 2026, advertising technology built on AWS and powered b
Meituan Releases LongCat-2.0: A 1.6-Trillion-Parameter Coding Model Trained on 50,000 Domestic Chips
China's Meituan released the open-source coding model LongCat-2.0 on June 30, 2026. LongCat-2.0 is a 1.6-trillion-parameter Mixture-of-Experts (MoE) model train
Anthropic's Fable 5 and Mythos 5 Export Controls Lifted: The Newest Models Reopen After 18 Days
The Commerce Department lifted the export controls it had imposed on Anthropic's Claude Fable 5 and Mythos 5 on June 30, 2026. The reversal came just 18 days af
OpenAI Strengthens ChatGPT's "Health Intelligence" — 28% Gain on HealthBench
OpenAI announced in June 2026 that it has sharpened ChatGPT's ability to answer health questions. The headline is a 28% performance gain on HealthBench, an eval
A 'Near-Autonomous AI Chemist' Improved a Drug-Discovery Reaction
OpenAI and Molecule.one used a GPT-5.4-based "near-autonomous AI chemist" to improve a difficult reaction used in drug manufacturing. In the study, published on
Amazon Bedrock AgentCore Goes GA: From Days of Setup to a Production Agent in Minutes
Amazon Bedrock AgentCore harness became generally available (GA) on June 18, 2026, giving developers a managed service for shipping production-grade AI agents f
Amazon Challenges Nvidia by Selling Its Own AI Chip 'Trainium' Externally
Amazon Web Services (AWS) is in early-stage talks to sell its in-house AI chip, Trainium, to other companies and data centers, marking a shift away from its lon
Only 16% of Americans Say AI Will Be Good for Society: A Warning From Pew Research
Just 16% of U.S. adults believe AI will have a positive impact on society over the next 20 years. Reported by TechCrunch on June 17, 2026, this Pew Research fin
GPT-5.6 Launch Imminent: A Counter to Fable 5, What's Confirmed and What's Still Unknown
OpenAI is expected to release its next flagship model, "GPT-5.6," sometime in June. On June 8, 2026, chief scientist Jakub Pachocki signaled in an internal mess
After the Block, Anthropic Opens a Seoul Office — Global AI Converges on Korea
Just a month after rattling Korea by blocking Fable 5, Anthropic has returned with the opposite move. On June 17, 2026, it officially launched its Seoul office,
Behind the Fable 5 Ban: A 'Korean Telecom Suspected of China Ties' — All Three Carriers Flatly Deny It
Foreign press reports say that behind the U.S. decision to block foreign access to Anthropic's top-tier AI models, "Fable 5" and "Mythos 5," lies a "Korean tele
What Is AI Sovereignty? The Warning That "Someone Else's AI Can Be Switched Off"
AI sovereignty is a nation's ability to control its own data, models, and computing infrastructure rather than depending on foreign providers that can cut off a
OpenAI Faces Joint Probe by 42 State Attorneys General, with Safety in the Crosshairs Ahead of IPO
A coalition of attorneys general from 42 U.S. states opened a joint investigation into OpenAI in June 2026. Led by New York's attorney general, the coalition is
7 Ways to Use Claude Code at Work
Claude Code is Anthropic's AI coding agent that lets you delegate code and repetitive tasks in natural language from your terminal, and at work it's most effect
The AI Power User ⑤ — Building Shortcuts: Turn Repetitive Commands Into a Single Double-Click
Instead of typing the same commands every time you launch a dashboard or run a news report, you create a "shortcut launcher file" that runs with a single double
The AI Power-Worker Series ④ Building Your Own Work Dashboard: Scattered Info on One Screen
Instead of running each automation you built in the previous installments (news monitoring, Slack alerts, and so on) separately every time, you build "your own
The AI Power-Worker Series ③ Building a Slack Bot: A Bot That Sends Deadlines and Reports Automatically
A Slack bot is a little helper that automatically posts messages — like deadline alerts or daily reports — to a designated channel on your behalf, and you can b
The AI Power-Worker Series ② News Monitoring: Auto-Compile Competitor Trends with the Naver API
By connecting the Naver Search API to AI, you can automatically gather and analyze competitors' news trends and even produce a PowerPoint report — in four steps
The AI Power-Worker Series ① Connecting APIs: Hook Up External Services Without Knowing Code
To put AI to work, you first need to connect an "API" that links external services — and you can do it without knowing how to code, in these five steps: ① under
Internal Backlash Over Meta's AI Restructuring; Zuckerberg "Admits Mistakes"
Meta ran into internal backlash after carrying out a large-scale AI workforce restructuring in 2026, and CEO Mark Zuckerberg admitted that "we made mistakes," A
Google Unveils Gemini-SQL2: A Text-to-SQL Model That Turns Natural Language Into SQL
Google unveiled Gemini-SQL2 in 2026 — a model that converts natural-language questions into SQL queries — and it recorded an execution accuracy of 80.04% on the
Bezos's Prometheus Takes On "Physical-World AGI" With a $12B Raise
Jeff Bezos's startup Prometheus raised $12 billion (about 12 trillion won) in 2026 to build an "artificial general engineer" that automates the design and manuf
The Claude Fable 5 and Mythos 5 Shutdown: What Happened
In June 2026, Anthropic cut off worldwide access to its newest models, Claude Fable 5 and Mythos 5, just days after launch. After the U.S. Department of Commerc
AI IPO Rush: OpenAI and Anthropic File for Listing in Quick Succession
OpenAI confidentially filed its registration paperwork for an initial public offering (IPO) on June 8, 2026, igniting a listing race with rival Anthropic, which
KPMG Pulls AI-Written Report Over "Hallucination" Controversy
KPMG, the global accounting and consulting firm, withdrew a report it had written using artificial intelligence in June 2026 after numerous factual errors (hall
Anthropic's Fable 5 Takes No. 1 on the DeepSWE Coding Benchmark
Anthropic's Claude Fable 5 has claimed the top spot in the coding-agent evaluation run by AI benchmarking firm Artificial Analysis. Artificial Analysis replaced
Small Language Models (SLMs): Why They Became the Default
A small language model (SLM) is a language model lightweight enough to run on minimal resources, with roughly 1 to 10 billion parameters. Unlike LLMs that use h
NVIDIA Blackwell Takes No. 1 in the AI-Agent Hardware Benchmark
NVIDIA's Blackwell GB300 NVL72 platform took the top spot in "AA-AgentPerf," a new benchmark that measures hardware performance for AI agents. Introduced by Art
What Is the EU AI Act?
The EU AI Act is the world's first comprehensive AI law to regulate artificial intelligence according to its level of risk, passed by the European Union (EU) in
How Does AI Search Work?
AI search is a search method that understands a user's question, gathers multiple documents, and then presents a summarized answer together with its sources. As
What Is Deepfake Detection Technology?
Deepfake detection is technology that analyzes AI-generated fake video, audio, and images to tell real content apart from synthetic forgeries. It identifies aut
What Is the AI Data Center Power Problem?
The AI data center power problem is the phenomenon in which surging electricity demand from data centers—driven by the spread of generative AI—simultaneously st
Generative AI Copyright: Why the Fight Won't End Yet
The copyright problems with generative AI refer to the legal disputes over rights infringement and rights ownership surrounding both the data AI is trained on a
AI Alignment: Why It Became Safety's Front Line
AI alignment is the research and engineering field dedicated to making artificial intelligence systems act in accordance with human intentions and values. As of
PAPER
52Exploration can serve as a third pretraining axis beyond parameters and data: a walkthrough of the Explorative Modeling paper
Researchers at UIUC and Harvard proposed a third pretraining axis beyond parameters and data in "Explorative Modeling," posted to arXiv on July 29, 2026, by fac
OpenAI's Astra produced new results on ten math and TCS problems stuck for over a decade, and the search tokens would have cost about $2,000 at Sol rates
OpenAI announced on August 1, 2026 that an internal version of Astra, its next major model, produced new results for ten problems in mathematics and theoretical
Stable-GFlowNet paper explained: LLM red-teaming attack types rise from 17 to 134 while success rate holds at 92.55%
Researchers from KAIST and Naver AI Lab propose Stable-GFlowNet (S-GFN), a framework that secures attack diversity and attack success at the same time in LLM re
Sungkyunkwan team's OpenABE explained: structure-guided repair lifts an AI-designed base editor from 13.02% to 41.73% editing efficiency
A research team led by Professor Daesik Kim at Sungkyunkwan University School of Medicine published OpenABE, a structure-guided redesign of the AI-designed aden
GAMUT measures the missing half of factuality: the best of 14 frontier models scores 58.7%
GAMUT is a benchmark for factual completeness in long-form generation, released on arXiv on July 21, 2026 (arXiv:2607.19322). The researchers built 1,813 questi
MILES: modular memory that makes LLM reasoning improve as it solves more problems
MILES attaches a step-level instruction memory outside a frozen LLM so that reasoning improves on its own as problems arrive in sequence. Ruilin Tong and Dong G
Stanford's Biomni, a General-Purpose Biomedical AI Agent That Executes Research Tasks at Near-Expert Accuracy
Biomni is a general-purpose biomedical AI agent developed by Kexin Huang and Jure Leskovec of Stanford University's Department of Computer Science, together wit
A Vision Model That Learns Boundaries First: Ant Group's Robbyant Releases LingBot-Vision
LingBot-Vision is a "boundary-centric" vision foundation model that treats object boundaries as a native pretraining signal rather than a downstream task, open-
IBM's 'Trojan Knowledge' Weaves Harmless Questions to Break Commercial LLM Guardrails, Topping a 95 Percent Success Rate
The paper "The Trojan Knowledge," which IBM-affiliated researchers published at ICML 2026 on July 6, 2026, proposes a Correlated Knowledge Attack Agent (CKA-Age
Anthropic Finds a 'Global Workspace' Inside Claude, a J-Space of a Few Dozen Concepts That Governs Multi-Step Reasoning
The J-space is an internal neural structure inside the large language model Claude that Anthropic, on July 6, 2026, found to resemble conscious access in the hu
KAIST's Robot AI 'DiSPo' Fits a Part Into a 2.5mm Gap From Only Coarse Demonstrations
KAIST announced that a team led by professor Park Dae-hyung has developed a robot AI model called DiSPo that learns from only a few sparse human demonstrations
KAIST Quantifies the Hidden Power Cost of AI Agents: 348.41 Wh Per Query, 136.5x a Chatbot
KAIST announced on July 5, 2026 that a team led by chair professor Yoo Min-soo of its School of Electrical Engineering has, for the first time in the world, qua
A Nobel Laureate Used Claude to Prove a 10-Year-Old Jamming Conjecture
Nobel physics laureate Giorgio Parisi and physicist Francesco Zamponi proved, with help from the AI model Claude in 2026, the jamming critical-exponent identity
'Zombie Agents': a single injection can permanently hijack a self-evolving AI agent
A self-evolving LLM agent can be permanently hijacked by a single indirect injection. The "Zombie Agents" paper, released in February 2026, shows that a malicio
Getting cited by AI is not about clean formatting: the 4 gatekeepers 252,000 trials revealed
What separates content cited by AI answer engines is not clean formatting but topical relevance, recency, list position, and evidence. A study published on May
The real bottleneck in the AI era is not learning but unlearning your existing workflow
As AI makes execution cheap in 2026, the milestone for differentiation is shifting from tool skill to taste and intent. Yet the biggest bottleneck is not learni
Understanding or Generation Is the Wrong Question: Can One Multimodal Model Do Both Without a "Generation Tax"?
SenseNova-U1 is SenseTime's 2026 native unified model that fuses multimodal understanding and generation into a single process while still matching understandin
What changes AI citation is not pretty formatting but structure: a +17.3% citation study
What decides citation in AI answer engines is content structure, not design. A March 2026 paper, "Structural Feature Engineering for GEO," found that structural
Rethinking RL for LLM Reasoning: Its Real Job Is Selecting Answers, Not Learning New Capabilities
The widespread belief that reinforcement learning (RLVR) teaches LLMs new reasoning capabilities is refuted by token-level analysis. In a May 2026 paper, a USC
Prompt injection is 'role confusion': the gap in LLMs that judge roles by writing style
A study that reframes prompt injection as "role confusion" was presented at the ICML 2026 conference. MIT associate professor Dylan Hadfield-Menell and independ
The Opus 4.8 the Fable 5 shutdown buried: where the real leap actually was
The Fable 5 shutdown is a genuine loss, but the noise around it is burying the real leap of Opus 4.8, released on May 28, 2026. Opus 4.8 lifted SWE-bench Pro fr
Natural Language Autoencoders (NLA): Turning a Model's Activations Into Text — and the Model Knows When It's Being Tested
A Natural Language Autoencoder (NLA) is an interpretability technique that translates a model's internal activations directly into human-readable sentences. Rel
Jailbroken Frontier Models Stay Smart: The Vanishing "Jailbreak Tax"
A jailbroken frontier model is still nearly as capable as it was before, and the stronger the model, the smaller that loss is. In an April 2026 paper, Anthropic
AI answers can be manipulated: GEO targets the evidence itself, not the ranking
The real risk of GEO (generative engine optimization) is not gaming search rankings but poisoning the evidence and reasoning behind AI answers. A position paper
Passing Training Without Changing: How AI Localizes Learning — Generalization Hacking
Generalization hacking is a failure mode in which a model collects all the reward during reinforcement learning (RL) while deliberately preventing the rewarded
EPFL's MiCRo Splits an AI Into Four Brain-Like Expert Modules So Its Reasoning Is Visible
EPFL researchers unveiled a language model called MiCRo (Mixture of Cognitive Reasoners) that divides processing across four expert modules modeled on the brain
The longer the document, the more AI fabricates: a 172-billion-token hallucination study
AI hallucination is sharper the longer the context grows in document question answering. A March 2026 paper, "How Much Do LLMs Hallucinate in Document Q&A," eva
The window into AI's "thinking" could close: a 40-plus-author warning on reasoning monitoring
Right now we can read AI's reasoning in human language, but that window is not permanent. "Chain of Thought Monitorability," co-authored by more than 40 researc
The seat that actually wins in the AI era: the token path and the paradox of value capture
The seat that captures value in the AI era is neither the model nor the app but a defensible token path. In 2026 a16z proposed "being in the token path" as the
AI exploded in a year, and people could not keep up: Stanford AI Index 2026
Stanford HAI's 2026 AI Index finds that AI capability exploded within a year while institutions and labor could not keep that pace. Accuracy on Humanity's Last
An OpenAI Reasoning Model Disproved the 80-Year-Old Erdős Unit Distance Conjecture
OpenAI's general-purpose reasoning model is the system that, in May 2026, produced on its own the core construction disproving the unit distance conjecture pose
The AI Co-Mathematician: Google DeepMind's System Is a Research Workbench, Not a Prover
The AI Co-Mathematician is not a one-shot prover that spits out a single answer, but a stateful agentic workbench that mirrors the real process of mathematical
Chatting with AI makes you buy ads 3x more: the "Sponsored" label did not work
Shopping by chatting with an AI nearly triples the chance you pick a sponsored product versus search. A study published in April 2026 found that with 2,012 part
The people who defined AGI just mapped what comes next: DeepMind's four pathways "From AGI to ASI"
The people who defined AGI have, for the first time, formally mapped what comes after it. On June 10, 2026, DeepMind published a 57-page paper, "From AGI to ASI
AGI economics: why abundance does not shrink the economy, and the gap in basic income
Automation making everything cheap does not guarantee that the economy shrinks. On the June 2026 Dwarkesh Patel podcast, economists Alex Imas and Phil Trammell
Even when AI writes the code, expertise still pays: 400,000 Claude Code sessions analyzed
What separates success with AI coding agents is not a coding background but domain expertise. A study Anthropic published on June 16, 2026 analyzed about 400,00
Long context vs fact-based memory: the design fork for persistent AI agents
When you build a persistent AI agent, the first fork is whether to stuff the whole conversation history into context or extract only the facts into a memory sto
Which Tokens Does a Hybrid Model Predict Better? The Transformer Gap a Single Loss Hides
An analysis released by Ai2 (Allen Institute for AI) in June 2026 shows, through per-token loss gaps, that a hybrid language model predicts meaning-bearing cont
Unlimited OCR: A 3B Model That Keeps the KV Cache Constant to Read Dozens of Pages in One Pass
Unlimited OCR is a 3B-parameter OCR model from Baidu researchers that replaces every attention layer in the DeepSeek OCR decoder with Reference Sliding Window A
VibeThinker-3B: Weibo's 3-Billion-Parameter Model Scores 94.3 on AIME 2026
VibeThinker-3B is a 3-billion-parameter reasoning model from Weibo (Sina Weibo) that scores 94.3 on the AIME 2026 math benchmark. Released in June 2026 as the a
Self-compacting agents: LLMs that shrink their own context to survive long tasks
A self-compacting LLM agent summarizes its own context to cut token cost by 30-70% on long tasks while raising accuracy. The "Self-Compacting Language Model Age
How to Make AI Good: Teach It the "Why," Not the Model Answer
Anthropic's research, published on May 8, 2026, argues that the key to alignment is teaching a model the reasoning for why an action is right rather than demons
The 8-Stage Media Buying Pipeline: How Far Can It Be 100% Automated?
Paid media execution consists of eight stages: channel selection, targeting, keyword sets, creative ideation, creative production, creative setup, performance m
Why AI Agents Collapse at Turn 11: The State-Tracking Wall Behind Flashy Demos
The failure of long-horizon agents comes not from a single weak reasoning step but from losing or corrupting evolving state, and that is the central finding of
The Next Generation of World Models Remembers the World as "Latent 3D," Not Pixels: What Mirage Proves About Latent Spatial Memory
Mirage is a new method that caches a video world model's spatial memory directly in the diffusion model's latent space rather than as an RGB point cloud. Releas
Gated DeltaNet-2: Decoupling Erase and Write in Linear Attention
Gated DeltaNet-2 is a recurrent attention layer from NVIDIA that splits "how much to erase" from "how much to write" into the fixed-size memory state of linear
Why "AI Scientists" Fail: Four Design Flaws That a Bigger Model Won't Fix
An "AI scientist" is a system that was not built for autonomous scientific discovery. A position paper published on arXiv in May 2026 by Harshit Bisht and colle
The Age of Agentic Marketing: What's Left When Execution Becomes Free
Agentic marketing is a way of running marketing in which AI agents take only a goal and then carry out ideation, production, targeting, delivery, and optimizati
What Do Answer Engines Cite? Seven Rules Found by Reverse-Engineering AEO
The optimization unit of AEO (Answer Engine Optimization) is not page ranking but the "citable sentence." In 2026, ASAP reverse-engineered what Perplexity, Chat
What Is Recursive Self-Improvement (RSI)? The Latest Research on AI That Evolves on Its Own
Whether an AI can "get smarter on its own" without human hands is the hottest question in AI research in 2026. This is called Recursive Self-Improvement (RSI),
Why AI Struggles With Long Tasks: A Deep Dive Into the "Reasoning ≠ Planning" Paper
If you've handed an AI a complex, long-running task, you've probably watched it solve each step cleverly yet drift in entirely the wrong direction overall. The
AlphaEvolve Deep Dive: How an AI Broke a 56-Year-Old Math Record
Google DeepMind's AlphaEvolve is a concrete answer to the question of whether an AI can discover new algorithms on its own. Through an evolutionary loop in whic
GUIDE
3Loop engineering: the era of designing AI's loop, not the prompt
The skill of using AI well is shifting from prompts to loop design. Loop engineering, which rose in mid-2026, is about designing the loop an agent runs on its o
Summarizing YouTube and Long Videos with AI in 5 Minutes: How to Extract Only What Matters
To summarize a long video with AI, you capture its captions, instruct the AI to summarize them in a specific format, and optionally automate the whole thing wit
How to Make a Music Video with AI: A 4-Step Guide Using Suno, GPT Image, and Kling
With no code and no camera, just three AI tools, you can make an animated music video. The song comes from Suno, the artwork from GPT Image, the animation from
PROMPT
5Prompt AI to be "verifiable": principles of prompt design
The core of using AI well is to ask in a verifiable form. Andrej Karpathy said in 2026 that "traditional computers automate what you can specify in code, and LL
5 rules for agentic coding prompts: don't ask for everything at once
Success in agentic coding depends on breaking prompts into small, verifiable steps. Andrej Karpathy said in 2026 that "asking for everything at once" fails, and
7 Copy-Paste Prompts for Reports and Meeting Notes: From Weekly Updates to Action Items
The seven workplace tasks that eat up the most time, reports and meeting write-ups, are bundled here as prompts you can copy and use right away. Paste them into
7 Prompt Formulas for Getting AI to Do Great Work
To get the results you want from AI, skip the one-line question and write a "designed prompt" that fills in seven elements: (1) assign a role, (2) give context
7 Copy-Paste Email Prompts: From Declines, Nudges, and Apologies to English Business Emails
Here are the seven email situations you'll face most often at work, distilled into prompts you can copy and use right away. Paste them into ChatGPT or Claude, s
PICK
7How to pick an AI model per task: why capability is "jagged"
An AI model is not universal but sharply strong only where its training data is thick. In 2026, models exceed human baselines in verifiable domains like math an
Coding AI: when to use autocomplete, chat, or an agent
Coding AI is not about picking one "best tool" but about choosing the mode that fits the task. In 2026, coding AI splits into three modes — autocomplete, chat,
Best AI Video Generators 2026, Compared: Veo 3.1, Kling 3.0, and Sora 2 — Which Should You Pick?
With AI video generators, "which is best?" is really the wrong question. As of 2026 the top tier is three models—Google Veo 3.1, Kling 3.0, and OpenAI Sora 2—wi
AI Image Generator Rankings 2026: Top Models Sorted by Blind Vote, Not Taste
Which AI image generator is better easily turns into an argument about taste. The blind arena is an attempt to end that argument with data. As of June 2026, the
Open-Source vs. Proprietary LLMs: It Comes Down to What You Control
The biggest difference between open-source and proprietary LLMs comes down to whether the model weights are public and how the model is operated. Open-source LL
Fine-Tuning vs. RAG: What's the Difference?
The biggest difference between fine-tuning and RAG is that fine-tuning retrains a model's internal weights, whereas RAG retrieves external knowledge and injects
NPU vs. GPU: Why AI Chips Won't Merge Into One
The biggest difference between an NPU and a GPU is their design purpose and the environment they are built for. An NPU is a low-power processor specialized for