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Story priorities

The three highest-scoring stories in this group. Scores weigh event impact, editorial priority, source evidence and recency.

  1. How it adds up
    Editorial
    +7.0
    Consequence
    +22.3
    Evidence
    +6.0
    Freshness
    +9.8

    capital or ownership shift · observed event · article evidence · measured event scale

  2. How it adds up
    Editorial
    +7.0
    Consequence
    +16.0
    Evidence
    +6.0
    Freshness
    +9.0

    demonstrated research or capability result · reported event · article evidence

  3. How it adds up
    Editorial
    +7.0
    Consequence
    +12.8
    Evidence
    +6.0
    Freshness
    +9.0

    demonstrated research or capability result · claimed event · article evidence

Weights v2.0.0

Editorial priority: 15 / 7 / 3 points by tier. Event impact: up to 60. Source evidence: up to 15. Recency: up to 10, halving every 36 hours from the event date. Older reporting stays available.

Only the strongest event class counts; measured scale, open access and broad reach can add impact. Planned or preliminary events receive less weight. House labels, entity counts and writing length add no points. Routine product noise deducts 15 points.

An editorial score, not a probability or a measure of truth. These are operator-selected weights, not pooled founder judgments.

Current numeric weights
{
  "editorial": {
    "tier": {
      "1": 15,
      "2": 7,
      "default": 3
    }
  },
  "consequence": {
    "cap": 60,
    "events": {
      "frontier": 24,
      "infrastructure": 20,
      "capital": 20,
      "security": 20,
      "policy": 18,
      "research": 16,
      "operations": 12,
      "workforce": 10,
      "legal": 6,
      "product": 8
    },
    "stage": {
      "observed": 1,
      "reported": 1,
      "claimed": 0.8,
      "planned": 0.7,
      "preliminary": 0.6,
      "hypothetical": 0.35
    },
    "scale": {
      "cap": 18,
      "pointsPerDecade": 3,
      "capacityUnitMw": 1,
      "measuredResult": 8
    },
    "openAccess": 6,
    "broadReach": 8
  },
  "evidence": {
    "corroborated": 15,
    "primary": 10,
    "authoritative": 9,
    "fullArticle": 6,
    "boundedSource": 2
  },
  "freshness": {
    "maxPoints": 10,
    "halfLifeHours": 36
  },
  "penalty": {
    "productNoise": 15
  }
}
Capital Products
Capital Products

Matters raises $5m to pursue AI-powered consumer banking

Stockholm startup Matters has raised $5m in pre-seed funding led by Swedish angel investor Jakob Johansson to build an AI-powered consumer bank. The company will use the money to apply for licences, expand across the EU and grow i...

AI Science
AI Science

Preprint demonstrates shared internal memory for language model agents

Researchers report a way for language model agents to share internal computational state through a common pool without fitting a separate transfer mechanism for each pair of agents. In their preprint, a small trained adapter lets ...

Infrastructure Capital
Infrastructure Capital

Nscale faces Norway data center delays while seeking up to $3 billion IPO

AI infrastructure firm Nscale is seeking to raise up to $3 billion in an initial public offering as soon as this month, Bloomberg reports. Construction of its flagship Norwegian data center has faced regulatory hurdles, a fire and...

Security
Security

Windows security update can prevent Smart App Control activation

Microsoft says the KB5127648 Windows 11 security update can prevent some users from turning on Smart App Control. On affected devices running version 24H2 and later, the control can appear grayed out after the update if it was pre...

Policy
Policy

Taiwan considers stricter controls on AI chip exports to China

Taiwan is considering stricter controls on artificial intelligence chip exports to China to give authorities more legal tools against hardware diversion, Bloomberg reported Friday, citing people familiar with the matter. The discu...

Security AI
Security AI

Preprint reports 97% accuracy classifying software supply chain threats

Researchers report 97% accuracy and 97% macro F1 for a GPT-4 framework that classifies open-source software supply chain threats into five attack categories. Their preprint uses 999 verified incidents spanning 2018 to 2026 across ...

AI Science
AI Science

Researchers report lower-cost training for LLM information gathering

Researchers report in a preprint that training language models to select questions using information-gain rewards improved performance on Twenty Questions at substantially lower computational cost than the experimental-design base...

AI Science
AI Science

Memorilla preprint reports improved retrieval using 16 memory tokens

Researchers report that Memorilla, a memory system for language models with fixed parameters, outperformed baselines including Mem0 and MemoRAG on five of eight benchmarks using 16 memory tokens. The arXiv preprint covers personal...

AI Science
AI Science

Preprint reports lower agent costs through automated task adaptation

Researchers report that AutoOnboarder, a system that adapts AI agents to specific tasks, matched or exceeded a Gemini 3.5 Flash baseline at up to 29× lower costs in tests involving genomic-sequencing prior authorization forms. A ...

Science Security
Science Security

Researchers report 66 faults in six software security testing tools

Researchers report that LLM4SAST, a framework for testing software security scanners, identified 66 unique faults across six tools. Developers confirmed or fixed 32 after receiving reports, according to the arXiv preprint. The fr...

Science Security
Science Security

SecureClaw preprint reports gains in blocking agent attacks and data leaks

Researchers presenting SecureClaw report that their architecture limits unauthorized actions and sensitive-data exposure by tool-using AI agents. In their benchmark evaluation, it recorded 0% attack success on Agent Security Bench...

AI Science
AI Science

ReFlow preprint reports up to 2.06× higher AI training throughput

Researchers report that ReFlow, a framework for training large language models with reinforcement learning, improves training throughput by up to 2.06× over leading synchronous and asynchronous systems. Experiments covered single-...

Yesterday 151 stories
Story priorities

The three highest-scoring stories in this group. Scores weigh event impact, editorial priority, source evidence and recency.

  1. How it adds up
    Editorial
    +7.0
    Consequence
    +26.0
    Evidence
    +9.0
    Freshness
    +8.0

    structural policy or market-power action · reported event · authoritative evidence · explicit broad reach

  2. How it adds up
    Editorial
    +7.0
    Consequence
    +20.0
    Evidence
    +6.0
    Freshness
    +7.6

    security or trust impact · reported event · article evidence

  3. How it adds up
    Editorial
    +7.0
    Consequence
    +16.0
    Evidence
    +6.0
    Freshness
    +8.6

    demonstrated research or capability result · reported event · article evidence

Weights v2.0.0

Editorial priority: 15 / 7 / 3 points by tier. Event impact: up to 60. Source evidence: up to 15. Recency: up to 10, halving every 36 hours from the event date. Older reporting stays available.

Only the strongest event class counts; measured scale, open access and broad reach can add impact. Planned or preliminary events receive less weight. House labels, entity counts and writing length add no points. Routine product noise deducts 15 points.

An editorial score, not a probability or a measure of truth. These are operator-selected weights, not pooled founder judgments.

Current numeric weights
{
  "editorial": {
    "tier": {
      "1": 15,
      "2": 7,
      "default": 3
    }
  },
  "consequence": {
    "cap": 60,
    "events": {
      "frontier": 24,
      "infrastructure": 20,
      "capital": 20,
      "security": 20,
      "policy": 18,
      "research": 16,
      "operations": 12,
      "workforce": 10,
      "legal": 6,
      "product": 8
    },
    "stage": {
      "observed": 1,
      "reported": 1,
      "claimed": 0.8,
      "planned": 0.7,
      "preliminary": 0.6,
      "hypothetical": 0.35
    },
    "scale": {
      "cap": 18,
      "pointsPerDecade": 3,
      "capacityUnitMw": 1,
      "measuredResult": 8
    },
    "openAccess": 6,
    "broadReach": 8
  },
  "evidence": {
    "corroborated": 15,
    "primary": 10,
    "authoritative": 9,
    "fullArticle": 6,
    "boundedSource": 2
  },
  "freshness": {
    "maxPoints": 10,
    "halfLifeHours": 36
  },
  "penalty": {
    "productNoise": 15
  }
}
Products
Products

MSCI rules put Strategy at risk of global benchmark exclusion

MSCI adopted rules that could push Strategy out of its global equity benchmarks, Bloomberg reported. Exclusion could trigger billions of dollars in stock sales and put additional pressure on the financing model behind Michael Sayl...

Products
Products

Tesla demonstrates thruster-equipped Roadster and opens reservations

Tesla demonstrated a redesigned Roadster that used fans and cold-gas thrusters to lift and maneuver above vehicles, TechCrunch reported. CEO Elon Musk said production would begin in 2028, extending the timeline for a vehicle first...

Infrastructure
Infrastructure

AWS expands T8i compute instances to São Paulo

AWS has made its EC2 T8i instances available in its South America region in São Paulo, expanding access to computing designed for workloads with low to moderate processor use. The instances use custom Intel Xeon 6 processors and c...

AI
AI

OpenAI expands ChatGPT access to Chrome tabs and browser tasks

OpenAI says its updated Chrome extension lets ChatGPT read open browser tabs when users tag Chrome in ChatGPT's web or desktop app. The extension can pull information from those tabs, allowing users to compare material across page...

Infrastructure Products
Infrastructure Products

Android earthquake alerts expand from 98 to more than 200 regions

Google expanded Android earthquake alerts from 98 regions to more than 200 on Thursday, including Panama and Guatemala, 9to5Google reported. The system uses smartphone sensors to detect early earthquake signals and warn users befo...

Security Infrastructure
Security Infrastructure

Linux kernel flaw lets guest workloads read host memory

A newly disclosed Linux kernel networking flaw lets code inside a virtual machine read its host's memory, The Hacker News reported. Vercel confirmed that a researcher demonstrated the leak against its production cloud sandboxes du...

AI Infrastructure
AI Infrastructure

Perplexity open sources SPACE sandbox for AI agents

Perplexity has open sourced SPACE, the software it uses to combat rogue AI agents, Semafor reported. The company says CoreWeave, Akamai and Crusoe are among partners that agreed to offer the AI agent sandbox to customers....

Products
Products

E Ink releases Kaleido 4 with faster refresh and improved color

E Ink released its Kaleido 4 color electronic paper platform on October 15, naming Hanvon Technology's M10C II notebook as the first device to use it. The company says the platform doubles color gamut volume, increases white refle...

AI Infrastructure
AI Infrastructure

Nvidia offers Muse Spark Open weights and NIM deployment container

Nvidia says developers can download Meta's Muse Spark Open in NVFP4 format from Hugging Face and deploy it through a downloadable Nvidia NIM container. The container automatically selects a serving backend and numerical precision ...

Products AI
Products AI

Apple disputes OpenAI file-theft allegations in court response

Apple disputed OpenAI's allegations that an employee took confidential device files before returning to Apple, in a newly public court response described by 9to5Mac. Apple said its investigation had located no OpenAI confidential ...

Policy Infrastructure
Policy Infrastructure

Officials say White House ordered limits on Ukraine's Starshield access

An order to limit Ukraine's access to SpaceX's Starshield satellite system came from inside the White House, Reuters reported, citing two US officials and a Western official. Ukraine uses the system for battlefield communications ...

Infrastructure AI
Infrastructure AI

Taiwan plans to raise billions for US AI hardware industrial parks

Taiwan plans to raise billions of dollars to develop industrial parks in the United States, Bloomberg reported. The proposed parks would establish a base for a comprehensive domestic supply chain serving Nvidia and other makers of...

Robotics
Robotics

Sikorsky packages four Nomad 100 drones in deployable container

Sikorsky has packaged four Nomad 100 vertical-takeoff drones and their support equipment in a standard 20-foot shipping container, with two aircraft ready to prepare and launch in as little as 15 minutes, according to the company....

AI Products
AI Products

Google rolls out Gemini 4 Argon in Antigravity for paid subscribers

Google is rolling out Gemini 4 Argon in Antigravity to AI Pro and AI Ultra subscribers, with 9to5Google confirming access. Antigravity uses AI agents to help users write code and build applications. Google says Argon has a separa...

Products
Products

Sony cancels promised Android 17 upgrade for Xperia 10 VI

Sony has canceled the Xperia 10 VI's promised Android 17 upgrade, citing a limitation in the phone's storage configuration. The company says its technical assessment found that the device could not deliver an upgrade experience it...

AI Products
AI Products

Snowflake proposes Orange Business partnership for French data and AI platform

Snowflake announced plans to collaborate with Orange Business on a data and AI platform for France, using sovereign infrastructure such as Bleu. Under the proposed arrangement, European teams subject to EU law would handle adminis...

Security AI
Security AI

Google rolls out Android scam analysis and call-forwarding safeguards

Google is rolling out Android protections against scam messages and call-forwarding abuse to eligible devices, BleepingComputer reported. Google Messages gains cloud-based Gemini analysis of conversations with unknown senders thro...

Infrastructure AI
Infrastructure AI

Arm partners show rack designs supporting up to 336 AGI CPUs

Arm says Supermicro presented rack designs supporting 128 and 336 Arm AGI CPUs at the OCP Global Summit 2026. The 128-CPU configuration uses a 21-inch liquid-cooled design; the wider configuration supports 336 CPUs. The designs co...

Infrastructure
Infrastructure

Microsoft links Atlanta and Wisconsin sites for shared AI training

Microsoft says it brought its Atlanta Fairwater data center online in October and connected it to its Wisconsin site through dedicated fiber, allowing the facilities to run shared AI training workloads. GCN reported that the netwo...

Products
Products

Bluesky plans payments across its social network

Bluesky plans to introduce payments in the coming months to support commerce and fundraising on its decentralized social network, CEO Toni Schneider and COO Rose Wang said Thursday at TechCrunch Disrupt. The initiative is a first ...

Infrastructure
Infrastructure

AWS adds timestamp-based reading to DynamoDB Streams

AWS has added timestamp-based reading to DynamoDB Streams, allowing applications to start with the first record written at or after a chosen time. Previously, consumers could start only with the oldest retained record, up to 24 ho...

Security Infrastructure
Security Infrastructure

Attackers turn at least 143 devices into paid proxy nodes

GreyNoise identified at least 143 compromised devices across 34 countries in a campaign that monetizes victims' internet connections, BleepingComputer reports. The operator installed Pawns.app, a legitimate bandwidth-sharing appli...

AI
AI

Microsoft claims higher training efficiency for MAI-Base-2

Microsoft unveiled MAI-Base-2, claiming 4x-12x greater pretraining efficiency measured in floating-point operations than DeepSeek-V4-Pro-Base. The mixture-of-experts model has 2.8T total parameters and activates 80B, using a subse...

AI Products
AI Products

OpenAI cuts ChatGPT ad rates and pursues smaller advertisers

OpenAI is cutting advertising rates in ChatGPT as it seeks more small and midsize business customers, The Information reports. The company is also hiring talent from Meta as it works to expand its advertising business alongside i...

Security
Security

Atlassian standardizes security logs to combine threat signals

Atlassian has standardized security logs on the Open Cybersecurity Schema Framework and built a shared data platform on Databricks, the companies said in a case study. Its pipeline absorbs 44 billion events daily; common fields le...

Policy Products
Policy Products

DOJ leaders reportedly halt Meta drug-sales investigation

Top Justice Department officials have halted career prosecutors' investigation of Meta over allegations that it facilitated illegal drug sales, Bloomberg Law reported, citing sources. Officials are weighing more lenient options af...

AI Products
AI Products

Google says News AI pilot includes more than 400 publications

Google says more than 400 publications participate in its News AI pilot, including the Financial Times, CNN and The Texas Tribune, Nieman Lab reports. The program licenses publishers' content to test AI features in Google News, in...