AI
Agent security gap: 54% of enterprises already hit
AI agent security incidents are now widespread. 54% of enterprises have had a confirmed agent incident, yet most still let agents share credentials instead of scoped identities.
AI
43 stories on ai from the Data Today newsroom.
AI
Enterprise AI agent evaluation gap: half ship broken agents
The AI agent evaluation gap shows 50% of enterprises shipped an agent that passed internal evals then failed in production. Only 5% fully trust automated evaluation. The gap is structural misalignment, not missing coverage.
AI for dummies
Inkling 975B: Thinking Machines releases open-weights model
Inkling is Thinking Machines Lab's first open-weights model. At 975B parameters with 41B active and Apache 2.0 licensing, it targets fine-tuning, not frontier benchmarks.
AI for dummies
Kimi K3 explained: what 2.8 trillion parameters means
Kimi K3 is a 2.8 trillion parameter open-weight model from Moonshot AI that matches top US closed models on key benchmarks. Weights arrive July 27.
AI for dummies
Bonsai 27B puts a big AI model on your phone
1-bit quantization is a compression trick that shrinks AI models by storing each parameter as one bit. Bonsai 27B uses it to fit a 27 billion parameter model in 3.9 GB, running on an iPhone.
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Cloudflare agent crawler blocks change the access deal
Cloudflare AI agent crawler rules block ad-supported pages by default from September 15. Agent builders face degraded coverage and need negotiated access, not user-agent tricks.
AI
VultronRetriever takes on-device RAG to the MTEB top
VultronRetriver is a family of embedding models built for on-device retrieval. The 8B variant tops the MTEB leaderboard while running fully offline on an iPhone for Q&A.
AI for dummies
OpenAI's GPT-5.6 Luna Terra Sol: what beginners should know
GPT-5.6 is OpenAI's newest model family in three sizes: Luna, Terra, and Sol. It claims big efficiency gains for long-running agent tasks at a fraction of competitor costs.
AI for dummies
GPT-Live voice mode: what full-duplex AI changes for you
GPT-Live is OpenAI's new voice model that listens and speaks at once. It delegates hard questions to GPT-5.5 mid-conversation while keeping the flow going.
AI for dummies
How MTPLX v2 makes local AI on Mac twice as fast
MTPLX v2 uses multi-token prediction to run local AI on Apple Silicon Macs up to 2.24x faster. Here is what beginners need to know.
AI for dummies
Hy3 295B open weights: what 21B active means
Hy3 is Tencent's 295-billion-parameter open-weights model with 21 billion active parameters per token. It uses a Mixture-of-Experts architecture to rival larger models at lower cost, cutting hallucination to 5.4 percent.
AI for dummies
MCP explained: what it actually adds beyond a normal API
MCP, the Model Context Protocol, is an open standard that lets AI models discover and call tools at runtime instead of you hardcoding an API for each one.
AI
China AI companion rules split work from emotional agents
China AI companion rules took effect July 15, 2026, forcing ByteDance and Alibaba to shut down companion agent features rather than retrofit compliance.
AI for dummies
LongCat-2.0 open weights: what 1.6 trillion parameters means
LongCat-2.0 is a 1.6 trillion parameter AI model from Meituan that activates only 48 billion parameters per token. Its weights are now open under the MIT license.
AI for dummies
GenieX: Qualcomm's local LLM runtime for Snapdragon laptops
GenieX is Qualcomm's runtime for running LLMs locally on Snapdragon laptops and phones. Early users report 20 tokens per second on a 26B model.
AI
AO3 Claude detector is a narrow signal treated as a verdict
The AO3 Claude detector is a fan-made skin that catches one specific paste path from Claude into Archive of Our Own, and fandom communities are already treating its red screen as a verdict. The tool's false negative rate is enormous by design.
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LLM groupthink now has a novelty benchmark problem
LLM groupthink is the tendency of models to converge on similar answers. Flint scores 7.47 distinct replies out of 10 in Springboards tests.
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Claude Science turns lab agents into pharma plumbing
Claude Science is Anthropic’s beta workbench for researchers, with 60-plus curated skills and connectors. Treat it as lab infrastructure first.
AI
Japan AI robots turn factory data into a policy bet
Japan AI robots plan targets 10 million machines by 2040, making shared factory data and stage gated delivery the near term test.
AI
Claude on GB300 puts Azure agents on serious new iron
Claude on GB300 is now generally available in Microsoft Foundry, giving Azure teams more inference headroom but a tighter cloud bet.
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AI peer review gets a serious scale test at ICML
AI peer review is moving into production workflow. Google's PAT found 89.7% of tested math errors, but review power remains human.
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How to make an LLM escape its own prior with geometry
Novel Search Space breaks an LLM out of its prior by ranking 80,000 dictionary words by embedding distance, banning the obvious neighbours, and forcing the model to brainstorm only from a surprising-but-related band.
AI
Mythos 5 access returns as a government whitelist
Mythos 5 access is back for a whitelist of at least 100 organizations, turning frontier AI launches into compliance operations.
AI
GPT-5.6 delay makes AI model launches a permit race
GPT-5.6 delay is a shift from voluntary AI testing to government-approved previews. Treat model access as a supply-chain risk now.
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AI music training data gets a searchable paper trail
AI music training data now has a searchable trail: The Atlantic surfaced four datasets with more than 21 million tracks, raising build risk.
AI
AI trust gap widens as chatbot use hits 49% of US adults
The AI trust gap is the split between adoption and confidence: 49% of U.S. adults use chatbots, while 63% say AI moves too fast.
AI
MLPerf Training 6.0 gives Blackwell the scale edge
MLPerf Training 6.0 shows Blackwell leading all seven tests, but the useful signal is scale: 8,192 GPUs and MoE training pressure.
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AI content labelling gives builders 47 days to move
AI content labelling becomes an EU product requirement on August 2, 2026. Audit chatbot, deepfake and public-interest text flows now.
AI
SearchLeak turns Copilot’s trust boundary into the bug
SearchLeak is a one-click M365 Copilot exploit chain. It shows why agent security has to move below prompts, into render and egress controls.
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AgentPerf puts Blackwell’s agent lead at 20x per watt
AgentPerf is a benchmark for concurrent AI agents. Its first results put NVIDIA GB300 NVL72 at up to 20x Hopper efficiency.
AI
Amazon data centers put 2.5B gallons on the AI bill
Amazon data centers used 2.5 billion gallons of water in 2025. Treat that disclosure as a roadmap risk for AI products.
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Generative engine optimization: how to rank inside an LLM
Generative engine optimization (GEO) is the practice of getting your content cited inside AI answers from ChatGPT, Perplexity and Google's AI Overviews. Here is what earns a citation and what to change on your site.
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VS Code Autopilot puts agent risk in every default
VS Code Autopilot is now enabled by default, giving coding agents more autonomy. Treat the new default as a policy change, not a shortcut.
AI
Claude Fable 5 guardrails get a visibility reset
Claude Fable 5 guardrails are now visible after backlash. Builders should log fallback events, cost, and retention before trusting runs.
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Multi-agent safety gets Google’s $10 million test
Multi-agent safety is the problem of keeping interacting AI agents from amplifying failure. Google’s $10 million bet starts small.
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Siri AI makes Apple’s platform bet depend on Google
Siri AI is Apple’s rebuilt assistant, but its strongest model jump is Gemini-built: AFM 3 Cloud won 64.7 percent of text tests.
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The AI plateau is mostly a goalpost that keeps moving
An AI plateau is mostly an illusion: old benchmarks maxed out and the AGI goalposts keep moving, even as the frontier capability curve keeps climbing.
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Fable 5 and Mythos 5 are one model with a bouncer
Claude Fable 5 and Claude Mythos 5 are the same Anthropic weights; a runtime classifier, not the model you call, decides which capability you actually get.
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Seattle data center moratorium tests AI’s power grab
Seattle data center moratorium is a 365-day pause on new large facilities. Treat 369 MW as the warning label for AI roadmaps.
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AI persuasion got its Reddit field test, and it was ugly
AI persuasion is no longer a lab-only risk: Reddit bots hit an 18 percent delta rate, but the new audit shows the tactic stack matters.
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Google AI opt out gives publishers a real lever now
Google AI opt out rules in the UK give publishers control over AI Search, but the hard choice is whether to trade traffic for leverage.
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Vibe coding is loud online and rare in real codebases
Vibe coding dominates AI discourse, but most professional developers still avoid it. The 2025 survey data shows why: the output is almost right too often.
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Last year's frontier model now runs on a laptop
Frontier AI capability reaches consumer hardware in about eight months. The shrinking gap turns today's hosted-only features into tomorrow's on-device default.