Jun 18, 2026 · 7:11 PM
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Judith Murphy

Judith Murphy is a financial journalist and market analyst covering AI, technology stocks, and emerging market trends. She has contributed to multiple financial publications and brings a data-driven approach to her coverage of the technology sector and its impact on global markets.
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Stack Infrastructure's Asia Operations May Be Worth $30 Billion and That Number Tells You Everything About How AI Has Repriced Physical Compute
Judith Murphy ·
Stack Infrastructure's Asia Operations May Be Worth $30 Billion and That Number Tells You Everything About How AI Has Repriced Physical Compute
Blue Owl-backed Stack Infrastructure is considering a sale of its Asia data center operations at a valuation Bloomberg reports could reach approximately $30 billion, one of the largest potential data center transactions in Asia-Pacific, in a deal that reflects how AI compute demand has repriced physical infrastructure from capital-intensive utility assets to strategic financial instruments whose valuations reflect anticipated hyperscaler expansion across Japan, India, and Southeast Asia rather t
NPR Could Not Verify Polymarket's Panama Headquarters and That Detail Matters More Than It Sounds for a Platform That Handled Hundreds of Millions in Election Bets
Judith Murphy ·
NPR Could Not Verify Polymarket's Panama Headquarters and That Detail Matters More Than It Sounds for a Platform That Handled Hundreds of Millions in Election Bets
NPR's investigation into Polymarket's listed Panama headquarters found the company's physical presence difficult to verify, generating 518 upvotes on Reddit within an hour, and the finding crystallises the fundamental tension in prediction markets' push for mainstream legitimacy: Polymarket became the most widely cited prediction market platform during the 2024 US election cycle, influencing political coverage at scale, while maintaining the offshore corporate opacity that its crypto-native stru
Banks Are Trying to Offload Data Center Debt and the AI Infrastructure Boom Has Quietly Become a Credit Market Problem
Judith Murphy ·
Banks Are Trying to Offload Data Center Debt and the AI Infrastructure Boom Has Quietly Become a Credit Market Problem
Major banks financing the AI data center construction boom are moving to reduce balance sheet exposure by syndicating data center debt to private credit funds and infrastructure investors, reflecting lender caution about the speculative developer segment of the buildout where facilities are being constructed without committed hyperscaler anchor tenants, in a development that is repricing construction financing upward and establishing the credit market as a potential constraint on AI compute infr
SubQ Claims a 12 Million Token Context Window on a Sub-Quadratic Architecture and the Claim Is Worth Taking Seriously Before Taking at Face Value
Judith Murphy ·
SubQ Claims a 12 Million Token Context Window on a Sub-Quadratic Architecture and the Claim Is Worth Taking Seriously Before Taking at Face Value
SubQ, a newly announced LLM built on a claimed fully sub-quadratic sparse-attention architecture supporting a 12 million-token context window, attracted 217 upvotes and 58 comments on r/singularity within four hours from a technical community that is simultaneously intrigued by the architectural claim and requesting reproducible needle-in-a-haystack benchmarks across the full context range before treating the headline figure as verified capability. The announcement matters for founders because g
The Hard Drive Shortage Is Real and AI Is the Reason Storage Is Becoming the Infrastructure Constraint Nobody Was Watching
Judith Murphy ·
The Hard Drive Shortage Is Real and AI Is the Reason Storage Is Becoming the Infrastructure Constraint Nobody Was Watching
A tightening market for high-capacity nearline hard drives, driven by simultaneous growth in AI training data storage, inference log retention, video generation output, and synthetic data pipelines, is creating lead time extensions and price pressure that hyperscalers can absorb but that is beginning to crowd out internet archive projects, university research computing centers, and smaller AI labs that cannot compete on procurement volume, making storage the infrastructure constraint following c
OpenAI Is Reportedly Building an AI Agent Phone and the Strategic Logic Is About Bypassing Apple and Google More Than It Is About Hardware
Judith Murphy ·
OpenAI Is Reportedly Building an AI Agent Phone and the Strategic Logic Is About Bypassing Apple and Google More Than It Is About Hardware
Industry analyst Ming-Chi Kuo has reported that OpenAI may be preparing production of a ChatGPT-focused AI agent phone targeting as many as 30 million units in the first half of 2027, almost certainly linked to OpenAI's approximately $6.5 billion acquisition of Jony Ive's design firm io, in what represents a strategic attempt to create a direct hardware distribution channel before Apple and Google consolidate the AI agent interface layer inside iOS and Android operating systems that OpenAI does
Coinbase Is Cutting 14 Percent of Its Staff and AI Is Now Both the Explanation and the Strategy That Makes the Cuts Credible
Judith Murphy ·
Coinbase Is Cutting 14 Percent of Its Staff and AI Is Now Both the Explanation and the Strategy That Makes the Cuts Credible
Coinbase has announced cuts affecting approximately 14 percent of its workforce, around 700 employees, with CEO Brian Armstrong citing both crypto market volatility and AI-driven operating efficiency as the rationale, arriving after 18 months of documented AI integration including mandatory AI coding tool adoption, internal AI agent deployment in Slack and email, and Armstrong's public statement that Coinbase may eventually have more AI agents than human employees. The cuts place Coinbase alongs
Former ironSource Executives Raised at a $500 Million Valuation for AI Startup Zyg Before Showing Public Traction and That Bet Is Entirely About Who Is Building It
Judith Murphy ·
Former ironSource Executives Raised at a $500 Million Valuation for AI Startup Zyg Before Showing Public Traction and That Bet Is Entirely About Who Is Building It
Zyg, an AI startup co-founded by executives who built ironSource's mobile monetization and user acquisition platform before its $4.4 billion merger with Unity Software, has raised a funding round at a $500 million valuation according to Bloomberg, pricing the team's distribution expertise and repeat founder credentials at a level that implies investors are betting on who is building it rather than what the company has demonstrably built so far. The deal sits within a pattern of pre-traction AI f
Regis Resources and Vault Minerals Are Merging as Equals to Build an $8 Billion Australian Gold Producer and the Deal Structure Is as Interesting as the Gold Price That Made It Possible
Judith Murphy ·
Regis Resources and Vault Minerals Are Merging as Equals to Build an $8 Billion Australian Gold Producer and the Deal Structure Is as Interesting as the Gold Price That Made It Possible
Regis Resources and Vault Minerals have agreed to an all-share merger of equals creating an approximately $8 billion Australian gold producer with no debt and evenly split board seats and executive roles, a deal structured explicitly to avoid the premium-and-leverage dynamics that have destroyed value in most previous large mining consolidations. The transaction is enabled by gold prices near $3,300 per troy ounce, which have restored strong operating cash flows to both companies and created con
Developers Are Reporting Claude Opus 4.7 Coding Regressions and the Complaint Pattern Points to a Deeper Problem Than One Model Version
Judith Murphy ·
Developers Are Reporting Claude Opus 4.7 Coding Regressions and the Complaint Pattern Points to a Deeper Problem Than One Model Version
Developers on Reddit and X are reporting that Claude Opus 4.7 has become less reliable for coding workflows, with specific complaints about degraded instruction-following on multi-file edits, increased refusal and hedging behavior in coding contexts, and reduced agentic performance in Claude Code relative to prior versions, while Anthropic has not published any changelog entry or public acknowledgment of behavioral changes for Opus 4.7. The complaint pattern is partially distinguishable from noi
Meta Is Raising $13 Billion in Debt to Build a Gigawatt Data Center in El Paso and Wall Street Is Developing a Financing Template for AI Infrastructure That Will Reshape How the Compute Stack Gets Built
Judith Murphy ·
Meta Is Raising $13 Billion in Debt to Build a Gigawatt Data Center in El Paso and Wall Street Is Developing a Financing Template for AI Infrastructure That Will Reshape How the Compute Stack Gets Built
Bloomberg reported that Meta is working with Morgan Stanley and JPMorgan on a roughly $13 billion financing package for its El Paso, Texas data center, with a majority expected to be external debt for a facility Meta expanded sixfold from its original $1.5 billion commitment to over $10 billion in March 2026, targeting 1 gigawatt of capacity by 2028. The deal represents Meta's first significant use of external project financing for AI infrastructure and establishes a Wall Street template for tre
OpenAI Just Published Its WebRTC Infrastructure Playbook for Voice AI and Founders Should Read It as a Competitive Signal, Not a Tutorial
Judith Murphy ·
OpenAI Just Published Its WebRTC Infrastructure Playbook for Voice AI and Founders Should Read It as a Competitive Signal, Not a Tutorial
OpenAI published a detailed technical post explaining how it rebuilt its WebRTC stack for the Realtime API, achieving sub-500ms time-to-first-audio by replacing the traditional three-step ASR-LLM-TTS pipeline with a single native speech-to-speech model, and implementing contextually aware phrase endpointing that uses language model understanding of utterance completion to supplement acoustic voice activity detection. The post establishes a production quality baseline for the entire voice AI cate
Dairy Queen Is Pausing Middle East Expansion While Deploying AI at 50 Drive-Thrus and the Two Decisions Are More Connected Than They Appear
Judith Murphy ·
Dairy Queen Is Pausing Middle East Expansion While Deploying AI at 50 Drive-Thrus and the Two Decisions Are More Connected Than They Appear
Dairy Queen CEO Troy Bader disclosed at Berkshire's shareholder weekend that the chain is pausing Middle East expansion due to war in Iran and Strait of Hormuz shipping restrictions that have made franchise operators cautious, while simultaneously confirming a Presto AI voice ordering test at 50 drive-thrus where initial accuracy is 90% with a 99% target. The divergence between paused international expansion and accelerated domestic AI deployment illustrates how franchise brands separate capital
Greg Brockman Just Confirmed OpenAI Is Exploring an IPO Under Oath and the Implications Run Much Deeper Than the Trial Headline
Judith Murphy ·
Greg Brockman Just Confirmed OpenAI Is Exploring an IPO Under Oath and the Implications Run Much Deeper Than the Trial Headline
OpenAI President Greg Brockman confirmed under oath at the Oakland Musk trial that the company is exploring an IPO, while also disclosing a personal stake worth nearly $30 billion. The confirmation, delivered during cross-examination designed to establish personal financial motive behind OpenAI's nonprofit-to-PBC conversion, places the public offering question at the center of a governance dispute whose outcome, including a pending California AG ruling on the restructuring, must be resolved befo
Image AI Is Outpacing Chatbot Upgrades as the Growth Driver That Actually Converts and Founders Are Repricing the Opportunity Accordingly
Judith Murphy ·
Image AI Is Outpacing Chatbot Upgrades as the Growth Driver That Actually Converts and Founders Are Repricing the Opportunity Accordingly
RevenueCat, Appfigures, and OpenAI's April rollout of ChatGPT Images 2.0 to all users are all pointing to the same market signal: image generation and editing tools are driving the acquisition, paid conversion, and retention metrics that incremental chatbot upgrades stopped delivering. With Midjourney at $500M in ARR from 40 employees, AI product photography showing 60% conversion rate increases, and 86% of AI apps seeing revenue gains above 6%, visual AI has moved from creative novelty to the h
Tether Now Holds 154 Tonnes of Gold Worth Nearly $20 Billion and That Makes It One of the Most Consequential Non-Sovereign Buyers on Earth
Judith Murphy ·
Tether Now Holds 154 Tonnes of Gold Worth Nearly $20 Billion and That Makes It One of the Most Consequential Non-Sovereign Buyers on Earth
Tether's Q1 2026 reserve report shows 132 tonnes of gold backing its USDT stablecoin at $19.8 billion, with a further 22 tonnes supporting its Tether Gold product, placing the private stablecoin issuer among the world's top 30 gold holders ahead of several central banks. Gold now represents 10% of USDT reserves alongside $117 billion in US Treasuries and $7 billion in Bitcoin, but Tether operates with no capital adequacy requirements, no resolution framework, and no regulator with authority to c
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