- News
The Pentagon Wants to Lend $5 Billion to an AI Cloud Startup
The US Department of Defense is in talks to give Fluidstack a $5B loan to shore up America's AI data center supply chain. Here's what it means.
- News
Google Locks Up Nordic Nuclear Power for €13B AI Expansion
Google locks up Nordic nuclear power through 2050 and pledges €13B to expand AI data centers in Finland, its biggest European investment ever.
- News
TCS's $7.4B AI Campus Signals a Global Infrastructure Shift
Tata Consultancy Services' HyperVault unit is building a 1 GW AI campus in India, joining a trillion-dollar global race for AI compute.
- News
Anthropic's $35B Cloud Deal With Nvidia-Backed Lambda
Anthropic's six-year, $35B cloud deal with Lambda and Nvidia signals a new era of AI compute scale and what it means for businesses running Claude.
- News
Google Gives Marvell a $12.2B Warrant to Build Its AI Chips
Google and Marvell struck a deal that could generate $120B in revenue by 2033. Here's what it tells businesses about the AI infrastructure race.
- News
Nvidia Moves to Buy Hugging Face for $12.9 Billion
Nvidia's reported $12.9B deal for Hugging Face signals a major power shift in AI, from chips to the platform where developers pick their models.
- News
a16z's $1.1B Machine Age Fund Bets on AI Hardware
Andreessen Horowitz's Machine Age Fund targets the AI hardware shortage head-on and signals what smart businesses should do about AI deployment right now.
- News
OpenAI Jalapeño Beats Nvidia Blackwell on Inference
OpenAI published Jalapeño benchmark results at Hot Chips showing 1.5-1.9x more work per watt and 2-4x faster agentic workloads than Nvidia GB300.
- News
Nvidia Q2 Earnings: What They Tell Enterprise AI Teams
Nvidia reports Q2 FY2027 results with $91B revenue expected, doubling year-ago figures and revealing the true scale of enterprise AI infrastructure investment.
- News
AWS AgentCore Web Search Expands to EU and APAC
AWS AgentCore Web Search adds domain filtering, date filtering, and EU/APAC regions, keeping AI agent queries grounded without data leaving your cloud.
- News
Hugging Face Eyes $13B Sale as AI Market Consolidates
The open-source AI hub is testing the market for a potential sale at $13B+, nearly tripling its 2023 valuation after a high-profile security breach.
- News
Broadcom Eyes $100B AI Chip Deal With Apollo and Blackstone
Broadcom is in talks to raise up to $100B in debt to fund AI chip supply for Anthropic and others, with Apollo and Blackstone as key lenders.
- News
Nvidia Pays $6B to License Poolside's AI Model Factory
Nvidia strikes a $6B non-exclusive deal with Poolside AI, plus a $1B investment, to access the startup's Model Factory for building enterprise coding AI.
- News
Nvidia Eyes $20B Mercor Stake: What It Signals for AI Data
Nvidia is in talks to invest in Mercor, valuing the AI data labeling firm at $20 billion. The story reveals where the next AI bottleneck lives.
- News
Nvidia's $105B Guarantee for OpenAI's Ohio Data Center
Nvidia finalizes a $105B guarantee for OpenAI's 8GW Ohio data center at PORTS-Pike, the largest AI infrastructure commitment in history.
- News
Databricks Raises $5B at $190B Valuation
Databricks closes $5B at $190B valuation, crossing $7B revenue run-rate with 80%+ growth. Funds go toward Lakebase, Genie, and Unity AI Gateway.
- News
LiteLLM Breach Hits 2,500+ Companies and 434,000 Pipelines
A compromised PyPI package for LiteLLM exposed cloud keys, Kubernetes secrets, and AI provider credentials across 434,000 CI/CD pipelines worldwide.
- News
Vantage Eyes $100B IPO as AI Infrastructure Demand Soars
Vantage Data Centers explores a $100B IPO. What the biggest data center listing in history says about AI's infrastructure moment.
- News
Nvidia Backs $500B Wall Street AI Infrastructure Push
Nvidia signed MOUs with Apollo, BlackRock, Blackstone, Brookfield, Goldman Sachs, and KKR to mobilise $500B for AI data centers.
- News
Unitree IPO: Physical AI Crosses Into Public Markets
China's first humanoid robot maker files for a $9B IPO while partnering with DeepSeek, signaling physical AI has crossed into commercial deployment.
- News
IBM Backs Together AI With $240M to Cut Enterprise AI Costs
IBM and Together AI announced a $240M multi-year agreement to build a large-scale open-source AI inference cluster on IBM Cloud using NVIDIA HGX B300 hardware.
- News
Intel Raises $15B for AI in First Share Sale Since 1971
Intel's $15B stock offering signals structural AI infrastructure demand that will reshape enterprise computing costs for years ahead.
- News
Microsoft Maia 300 Chip: September Reveal, 300K TSMC Units
Microsoft will unveil Maia 300 in September with 300K TSMC units ordered for 2027, signaling lower AI compute costs for enterprise workloads.
- News
Anthropic Signs $9.1B Data Center Deal With Riot Platforms
Anthropic locks in 191 megawatts of AI compute at Riot's Texas campus in a 20-year, $9.1 billion deal extending to June 2048.
- News
Anthropic Builds Dedicated AI Data Centers With Macquarie
Anthropic, Macquarie Asset Management, and Singapore's GIC formed Theseus Infrastructure to build dedicated US data centers as demand for Claude surges.
- News
Mirendil Inks $100M Google Cloud Deal for Self-Improving AI
Mirendil, founded by former Anthropic researchers with $200M seed funding, inks a $100M+ multiyear Google Cloud deal to build AI that improves itself.
- News
AMD Acquires Taalas: Chips That Bake AI Models Into Silicon
AMD bought startup Taalas, whose chips encode AI model weights into silicon for 10x+ inference speedup — AI infrastructure is maturing fast.
- News
Anthropic Signs $10B Deal With New AI Cloud Startup Volta
Anthropic signed a six-year, $10B deal with Volta, a cloud startup founded just months ago, to secure Nvidia Vera Rubin capacity in Norway.
- News
UK Startup OLIX Raises $312M for Photonic AI Chips
London's OLIX secured Europe's largest-ever semiconductor round to commercialise optical chips that process AI workloads with light instead of electricity.
- News
AWS Retires Bedrock Agents: AgentCore Is the New Path
Amazon closed Bedrock Agents to new customers on July 30, 2026, replacing it with AgentCore. Here's what changed and what enterprise teams need to know.
- News
Meta and BlackRock's $14B Deal Reshapes AI Infrastructure
Meta sells 80% of a 1 GW El Paso data center to BlackRock for $14B, keeping operational control while freeing capital for AI model development.
- News
Nvidia's $5B Bet on Safe Superintelligence Explained
Nvidia's $5B investment in Ilya Sutskever's secretive AI safety lab signals where the AI supply chain is heading. Here's what it means for businesses.
- News
Kimi K3 Weights Drop Today: What Enterprises Must Know
Moonshot AI's 2.8T open weights are live on HuggingFace. Here's what the hallucination data, infrastructure costs, and data sovereignty mean for your business.
- News
Nvidia Eyes $250B Guarantee for OpenAI's 10GW Ohio Hub
Nvidia is in talks to backstop $250B in financing for OpenAI to lease a massive SoftBank-built AI data center in southern Ohio.
- News
NVIDIA and SK Group Sign $500B+ AI Factory Deal
NVIDIA and SK Group announced a $500B+ AI infrastructure partnership July 25, with a 2GW AI factory and a multi-year HBM4 memory co-development deal.
- News
AMD's $5B Bet on Anthropic Includes 2GW of Instinct GPUs
AMD and Anthropic announced a landmark partnership: up to 2GW of Instinct MI450 chips for Claude plus a $5B AMD equity stake in Anthropic.
- News
OpenAI's Project Camellia: $30B for AI Infrastructure
OpenAI's $30B Project Camellia builds a 3.2GW data center campus in Georgia — its first owned facility and a permanent shift in how AI compute gets built.
- News
Microsoft Deploys AMD Helios on Azure to Challenge Nvidia
Microsoft will deploy AMD's 72-GPU Helios rack system at scale on Azure from H2 2026, offering enterprises a credible Nvidia alternative for AI inference.
- News
Kimi K3 Demand Overwhelms Moonshot AI's Servers
Kimi K3 demand exceeded Moonshot AI's compute capacity within 48 hours. New subscriptions paused; open-source weights still on track for July 27.
- News
Japan's National AI Factory: What the NVIDIA Deal Signals
Japan and NVIDIA launched the world's first national AI infrastructure on July 16, a 27,500-GPU factory backed by up to $6.1B in government funding.
- News
Anthropic in Talks to Lease $10B in Compute from Meta
Anthropic and Meta are in early discussions on a potential $10 billion compute lease deal, adding to a growing list of AI infrastructure arrangements.
- News
Apple Unseats Nvidia: What It Signals for Enterprise AI
Apple reclaimed the top market cap spot from Nvidia on July 17, signaling investors now believe AI deployment beats AI infrastructure.
- News
Anthropic Is Building Its Own AI Chip with Samsung
Anthropic is in talks with Samsung to make a custom 2nm AI chip, joining OpenAI and Google in the race to cut compute costs and reduce Nvidia dependency.
- News
IBM's 25% Crash: What It Means for Enterprise AI Budgets
IBM's historic 25% stock drop signals a budget war every business leader needs to understand. Enterprise AI spending is cannibalizing software budgets.
- News
Meta's $50B Hyperion Supercluster: AI Is Now Infrastructure
Meta quietly tripled its Louisiana AI data center from $10B to $50B and 5GW. For business leaders, this is the signal that AI scale is being locked in now.
- Blog
Microsoft Azure AI for NZ Businesses in 2026
How New Zealand businesses are using Microsoft Azure AI in 2026, what it costs in NZD, and the Privacy Act 2020 rules you need to know before signing up.
- News
New York Is First State to Halt AI Data Centers
Governor Hochul signed an executive order pausing permits for hyperscale data centers over 50 MW, citing grid strain and rising energy costs for residents.
- News
TSMC Posts Record Q2 Revenue as AI Chip Demand Surges 36%
TSMC reported $39.6 billion in Q2 2026 revenue, up 36% year-on-year, with AI driving 61% of total sales — confirming the infrastructure build-out is real.
- News
SK Hynix Lists on Nasdaq in Historic $26.5B IPO
SK Hynix begins trading under ticker SKHY, raising $26.5B in the biggest foreign listing in US history, signalling massive confidence in AI chip demand.
- News
Nvidia Backs Gradium's $100M Voice AI Seed Round
Paris-based Gradium raises $100M total in seed funding, with Nvidia joining to back its low-latency voice AI models for enterprise customer workflows.
- News
Ollama Raises $65M with 8.9M Monthly Developers
Ollama's Series B funding confirms the local AI movement is serious. 85% of Fortune 500 companies already use it.
- News
SambaNova Raises $1B to Compete With Nvidia on AI Inference
SambaNova's Series F signals investors are betting big on Nvidia alternatives as JPMorgan and SoftBank back on-premises AI inference at scale.
- News
Anthropic Signs $19B Data Center Lease in Kentucky
Anthropic locks in 401 MW of AI computing infrastructure at TeraWulf's Justified Data campus, signaling a long-term infrastructure bet as its IPO approaches.
- News
China's LongCat-2.0: Frontier AI Trained on Domestic Chips
Meituan's LongCat-2.0 is a 1.6 trillion parameter coding model trained on 50,000 Chinese chips with no Nvidia hardware — released under MIT license.
- News
Meta Enters Enterprise Cloud AI to Sell Excess GPU Compute
Meta is entering the enterprise cloud market to sell GPU capacity and hosted Llama models, potentially undercutting AWS, Azure, and Google Cloud by up to 30%.
- News
MGX Closes $49B AI Fund, a Historic Bet on Enterprise AI
Abu Dhabi's MGX closed its Fund I at $49 billion, exceeding targets and backing Anthropic, OpenAI, and xAI. Here is what the raise signals for enterprise AI.
- News
Together AI Raises $800M to Cut Open-Source AI Costs
Together AI closed an $800M Series C at an $8.3B valuation on July 1, 2026, led by Aramco Ventures, with NVIDIA and General Catalyst joining.
- News
Big Tech's $725B AI Spending Is Draining Cash Fast
Combined AI capex from Amazon, Microsoft, Alphabet, and Meta reaches $725B in 2026, pushing free cash flow toward zero. What it means for your AI costs.
- News
Even Google Is Running Out of AI Compute to Sell
Google capped Meta's Gemini access in March as demand exceeded supply, delaying internal AI projects and forcing Google into a $920M/month SpaceX deal.
- News
Samsung Leads Korea's $1.3 Trillion AI and Chip Commitment
South Korea announced a historic national AI investment backed by Samsung and SK Hynix, committing $1.3 trillion to chips, data centers, and physical AI.
- Blog
Embedding Models: What Engineers Actually Found
Engineers share what embedding models deliver in production, where they break down, and the real cost and latency tradeoffs across providers.
- Blog
Self-Hosting vs API: What Teams Actually Found
Self-hosted LLMs vs API access, dissected through real practitioner reports. Where hosting wins, where APIs dominate, and what teams actually pay.
- Blog
Fly.io for AI: What Engineers Actually Found
Practitioners tested Fly.io for AI inference and GPU workloads. Here's what works, what breaks, and when to pick something else.
- Blog
Helicone: What Engineers Actually Found
Helicone promises drop-in LLM observability. Practitioners on Reddit and HN report mixed results. Here is what production teams actually saw.
- Blog
OpenRouter vs Direct: What Teams Actually Found
A practitioner's look at OpenRouter vs direct API costs in production. Real latency numbers, surprise fees, and what teams actually pair it with.
- Blog
Modal: What Engineers Actually Found
A practitioner's honest look at Modal serverless compute after months in production, covering cold starts, GPU costs, and where it actually fits.
- News
OpenAI's Jalapeño Chip Cuts AI Inference Costs by 50%
OpenAI and Broadcom unveiled Jalapeño, a custom chip promising 50% lower AI compute costs. What falling inference prices mean for enterprise adoption.
- News
Qualcomm Buys Modular for $4B to Challenge Nvidia CUDA
Qualcomm's $4B acquisition of Modular targets Nvidia's grip on AI inference. Here's what hardware-agnostic AI means for enterprise teams.
- News
Cerebras Q1 2026: 92% Revenue Growth, $20B OpenAI Deal
Cerebras posted $193M in Q1 2026 revenue, confirmed a $20B+ OpenAI inference deal, and launched an AWS partnership in its first earnings since going public.
- News
OpenAI's Jalapeño Chip Cuts AI Inference Costs by 50%
OpenAI and Broadcom unveiled Jalapeño, a custom inference chip built in nine months that delivers 50% cost savings over standard AI GPUs.
- News
OpenAI and Broadcom Unveil Jalapeño AI Inference Chip
OpenAI and Broadcom revealed Jalapeño on June 24, a custom AI chip designed in 9 months targeting 50% lower inference cost than Nvidia GPUs.
- News
Google Raises $85B in the Largest AI Equity Deal Ever
Alphabet upsized a planned $80B stock sale to $85B on June 3, backed by Berkshire Hathaway, to fund a $180B AI infrastructure buildout.
- News
Reflection AI Locks In $6.3B SpaceX Compute Deal
Reflection AI will pay $150M/month for SpaceX's Colossus 2 data center, making Musk's infrastructure a major compute supplier for frontier AI.
- News
Qualcomm Eyes $10B Tenstorrent Acquisition for AI Chips
Qualcomm is in talks to acquire Tenstorrent for up to $10 billion, a RISC-V AI chip startup led by legendary chip designer Jim Keller.
- News
Europe Selects EUROPA to Build Open-Source Frontier AI Model
EU selects EUROPA consortium led by Italian firm Domyn to build a 400B+ parameter open-source AI model in all 24 EU languages.
- News
AI Data Centers Get Government Fast Lane to the Power Grid
FERC ordered six regional grid operators to accelerate data center connections, tackling the biggest bottleneck limiting AI infrastructure growth.
- News
US Government Gives AI Data Centers a Grid Fast Lane
FERC issued show-cause orders to six US grid operators on June 18, requiring them to fast-track AI data center power connections within 60 days.
- Blog
LLM Context Limits: What Engineers Actually Found
Developers share what LLM context window limits mean in production, including surprises, workarounds, and which tasks break first.
- Blog
OpenRouter: What Practitioners Actually Found
A working look at OpenRouter routing in production, covering real costs, latency surprises, model fallbacks, and where teams actually deploy it.
- Guide
Connecting Business Systems to AI Agents: MCP Primer
MCP reached 97M monthly downloads and is the standard for connecting AI agents to business systems. Here is how to get started without custom builds.
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